diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 31cec4a9352bc0b2a4ad68286ae6def97babb948..909546d7a8c70d9b8bffb61405ed0b6f78316f66 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260718T000029Z", - "generated_at": "2026-07-18T00:12:15Z", + "snapshot_id": "20260718T060036Z", + "generated_at": "2026-07-18T06:12:22Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1050,647 +1050,26 @@ ] }, { - "cluster_id": "cluster-45157-11", - "summary": "Cluster of 2 issues and 9 PRs centered on issue #47333.", + "cluster_id": "cluster-43451-5", + "summary": "Cluster of 1 issues and 4 PRs centered on issue #47039.", "status": "open", "confidence": 0.6, - "canonical_issue_number": 47333, - "canonical_pr_number": 47336, + "canonical_issue_number": 47039, + "canonical_pr_number": 47291, "issue_numbers": [ - 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"patch_similarity": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47298, - "code_similarity": 0.019, - "size_similarity": 0.043, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.067, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47294, - "right_pr_number": 47298, - "code_similarity": 0.153, - "size_similarity": 0.734, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.044, - "shared_filenames": [], - "shared_file_areas": [] } ] }, @@ -2576,6 +1752,38 @@ } ] }, + { + "cluster_id": "cluster-46658-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47321.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47321, + "canonical_pr_number": 47322, + "issue_numbers": [ + 47321 + ], + "pr_numbers": [ + 46658, + 47322 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46658, + "right_pr_number": 47322, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.002, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -3326,139 +2534,6 @@ } ] }, - { - "cluster_id": "cluster-46504-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46716, - "issue_numbers": [], - "pr_numbers": [ - 46504, - 46563, - 46716 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46504, - "right_pr_number": 46563, - "code_similarity": 0.185, - "size_similarity": 0.923, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46504, - "right_pr_number": 46716, - "code_similarity": 0.2, - "size_similarity": 1.0, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46563, - "right_pr_number": 46716, - "code_similarity": 0.69, - "size_similarity": 0.923, - "file_overlap": 1.0, - "area_overlap": 0.571, - "patch_similarity": 0.033, - "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/pr-ci-security-gate.yml", - "left_ranges": [ - [ - 13, - 19 - ] - ], - "right_ranges": [ - [ - 14, - 17 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-47122-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47122, - "issue_numbers": [], - "pr_numbers": [ - 47122, - 47224 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47122, - "right_pr_number": 47224, - "code_similarity": 0.474, - "size_similarity": 0.302, - "file_overlap": 0.4, - "area_overlap": 0.818, - "patch_similarity": 0.051, - "shared_filenames": [ - "src/transformers/models/edgetam/modeling_edgetam.py", - "src/transformers/models/edgetam/modular_edgetam.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/edgetam/modeling_edgetam.py", - "left_ranges": [ - [ - 464, - 472 - ] - ], - "right_ranges": [ - [ - 464, - 474 - ] - ] - }, - { - "filename": "src/transformers/models/edgetam/modular_edgetam.py", - "left_ranges": [ - [ - 210, - 218 - ] - ], - "right_ranges": [ - [ - 210, - 220 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-47123-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3518,35 +2593,6 @@ } ] }, - { - "cluster_id": "cluster-47184-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47184, - "issue_numbers": [], - "pr_numbers": [ - 47184, - 47292 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47184, - "right_pr_number": 47292, - "code_similarity": 0.097, - "size_similarity": 0.484, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-47282-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3895,14 +2941,6 @@ } ], "duplicate_issues": [ - { - "cluster_id": "cluster-45157-11", - "canonical_issue_number": 47333, - "duplicate_issue_numbers": [ - 47332 - ], - "reason": "Issues in cluster-45157-11 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-46894-7", "canonical_issue_number": 46894, @@ -3941,15 +2979,15 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-4", - "canonical_pr_number": 43451, + "cluster_id": "cluster-43451-5", + "canonical_pr_number": 47291, "duplicate_pr_numbers": [ - 46836, + 43451, 47163, - 47210 + 47175 ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47039, + "reason": "PRs in cluster-43451-5 are treated as duplicates because they converge on issue #47039 with closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -3995,22 +3033,6 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-45157-11", - "canonical_pr_number": 47336, - "duplicate_pr_numbers": [ - 45157, - 46509, - 47216, - 47301, - 47304, - 47367, - 47383, - 47387 - ], - "target_issue_number": 47333, - "reason": "PRs in cluster-45157-11 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -4048,14 +3070,13 @@ "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-46504-3", - "canonical_pr_number": 46716, + "cluster_id": "cluster-46658-3", + "canonical_pr_number": 47322, "duplicate_pr_numbers": [ - 46504, - 46563 + 46658 ], - "target_issue_number": null, - "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47321, + "reason": "PRs in cluster-46658-3 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -4077,26 +3098,6 @@ "target_issue_number": 46894, "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-46912-4", - "canonical_pr_number": 47298, - "duplicate_pr_numbers": [ - 46912, - 47175, - 47294 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46912-4 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47122-2", - "canonical_pr_number": 47122, - "duplicate_pr_numbers": [ - 47224 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47122-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-47123-2", "canonical_pr_number": 47123, @@ -4115,15 +3116,6 @@ "target_issue_number": 47138, "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." }, - { - "cluster_id": "cluster-47184-2", - "canonical_pr_number": 47184, - "duplicate_pr_numbers": [ - 47292 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47184-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-47282-2", "canonical_pr_number": 47380, @@ -4135,15 +3127,15 @@ } ], "best_issue": { - "cluster_id": "cluster-45157-11", - "issue_number": 47333, - "reason": "Issue #47333 is the strongest global issue candidate because it is open, belongs to a cluster with 11 artifacts, and carries 5 discussion comments plus 4 inbound references.", - "score": 224.0 + "cluster_id": "cluster-46894-7", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 182.0 }, "best_pr": { - "cluster_id": "cluster-45157-11", - "pr_number": 47336, - "reason": "PR #47336 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.982 + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 3cb5e407ca2a03992d7cf7ba5da9e9f6b43cc182..21cf3f7d1370dbb277a6dbb29be5cd183d1b5f2f 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": "20260718T000029Z", - "generated_at": "2026-07-18T00:12:15Z", + "snapshot_id": "20260718T060036Z", + "generated_at": "2026-07-18T06:12:22Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -125,361 +125,343 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "cd269849d8cc971fad221d82004b6a5645da8df96a8d4821c53a1e8b93332050", + "prepared_review_unit_hash": "aa29dc0725a6f91bd032d2842f6cfa880b9c21ed2cb1fceeeb15f227e453c40d", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 44514, - "estimated_input_tokens": 11129, - "estimated_eval_tokens": 22514 + "serialized_chars": 44520, + "estimated_input_tokens": 11130, + "estimated_eval_tokens": 22516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a couple of clear duplicate pairs. The strongest same-bug pair is 43596/43638 (ZeRO-3 BERT index-0-out-of-bounds), and 45800/46515 is another clear compatibility duplicate. Most other soft links look like false positives across different models, subsystems, or unrelated failures.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43596 is the clearest canonical issue because it anchors the strongest concrete duplicate pair in the set: the same ZeRO-3 BERT index-0-out-of-bounds failure as 43638.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-specific runtime errors, docs issues, backend/device failures, and a few duplicate-looking bug reports. Only a couple of pairs look like true duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43638 is the clearest representative of the only strong duplicate-like subcluster here: the DeepSpeed ZeRO-3/BERT index-0-out-of-bounds failure also reported in 43596.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the best representative issue because it sits in the most specific same-bug duplicate pair; 45800/46515 is also a valid duplicate pair, but the cluster is otherwise mixed.", + "best_issue_reason": "Issue 43638 is the best issue to anchor on, but only for the BERT/ZeRO-3 subcluster; it is not a good representative of the whole heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions failure." + "reason": "Different problems: Qwen3.5 config missing num_attention_heads vs streaming chat/completions inference failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/subsystem problems: AMD GPU model failure vs MPS op limitation." + "reason": "Different hardware/backend bugs: AMD GPU device-map failure vs MPS histogram on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms; no shared underlying bug." + "reason": "Different models and failure modes: Mistral-3 dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype-related, but they affect different models and code paths." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS AMD-GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model-specific failure vs broken official example." + "reason": "Different model-specific runtime failures; no shared code path is evident." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific bugs with no clear shared code path." + "reason": "Different model/back-end issues: AMD GPU failure vs GraniteMoEHybrid invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export errors." + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export errors." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export problems: ONNX export vs FP8 compatibility." + "reason": "Export failure vs FP8 quantization failure; different code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and auto device-map CUDA assert are different failures." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Runtime task crash vs outdated docs; not the same bug." + "reason": "Task crash vs documentation cleanup; not the same bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export failure and GenerationMixin import error are unrelated code paths." + "reason": "ONNX export issue vs GenerationMixin import regression." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they remove different references." + "reason": "Both are docs regressions, but they mention different removed content and are not the same fix." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume failures with different triggers and symptoms." + "reason": "Different issues: TRL SFT embedding unpacking vs resume-training with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume/trust-remote-code issue is unrelated to multi-GPU device-map failure." + "reason": "Different training/device-map failures; no shared bug evidence." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is not the same as Gemma4 device-map forward mismatch." + "reason": "Both are forward-time tensor issues, but one is a mask shape mismatch and the other is a Gemma4 device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different bug families: ZeRO-3 BERT init vs tensor mask shape mismatch." + "reason": "BERT ZeRO-3 init index error vs a generic mask/indexing shape mismatch; different underlying bugs." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BERT ZeRO-3 index error is unrelated to training resume with remote code." + "reason": "BERT ZeRO-3 init error is unrelated to model resume/trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Index/shape errors, but with different models and setups." + "reason": "Both mention shape/index errors, but the BERT ZeRO-3 initialization bug is not the same as the mask indexing failure." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch and video token/feature mismatch are different failures." + "reason": "Different modalities and code paths: mask indexing vs video token/feature mismatch." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training resume issue is unrelated to example breakage." + "reason": "Unrelated training-resume bug vs official example breakage." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Indexed-tensor mask mismatch is unrelated to GPT-OSS TP failure." + "reason": "Generic tensor indexing error vs GPT-OSS tensor-parallel issue; unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration error is unrelated to model-training resume." + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to resume-training issues." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related failures with different model/code paths." + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a ZeRO-3 BERT init index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-exact duplicate: both report the same ZeRO-3 BERT index-0-out-of-bounds failure." + "reason": "Same underlying bug: BERT/DeepSpeed ZeRO-3 initialization hits index-0-out-of-bounds on empty/sharded tensors." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are unrelated." + "reason": "Liger kernel cross-entropy call vs GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/reload mismatch are different issues." + "reason": "DeepSeek detokenization bug is unrelated to LoRA merge/save mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime error is unrelated to LoRA save/reload inconsistency." + "reason": "Different models and failures: Qwen NVFP4 runtime error vs LoRA reload mismatch." }, { "left": "issue:34928", "right": "issue:35308", "accept": false, - "reason": "Activation-checkpointing mismatch is different from iterable-dataset multi-GPU crashes." + "reason": "Both are distributed-training crashes, but the causes differ: activation checkpointing/FSDP mismatch vs iterable-dataset length handling." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config errors." + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class errors." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." + "reason": "Both are DeepSpeed training bugs, but the concrete failures are different: weight dimensionality vs collective mismatch." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO device-map failure are unrelated." + "reason": "Different models and failure modes: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different tensor shape/runtime problems in different training contexts." + "reason": "Different tensor issues: recomputed-size mismatch under checkpointing/FSDP vs mask shape mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram-op limitation is unrelated to YOLO multi-GPU device-map failure." + "reason": "MPS histogram unsupported for Int is unrelated to YOLO device-map failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP/checkpointing mismatch is unrelated to CustomTrainer signature breakage." + "reason": "Distributed tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature regression." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module family, but different device/materialization failures." - }, - { - "left": "issue:43638", - "right": "issue:45161", - "accept": false, - "reason": "ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "Different model and failure mode; no shared code-path evidence." - }, - { - "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Different model-specific dtype/device issues." - }, - { - "left": "issue:44292", - "right": "issue:45237", - "accept": false, - "reason": "Different model/runtime failures with no common code path." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Inputs-embeds reverse lookup issue is unrelated to video token mismatches." + "reason": "Same model component, but different bugs: CPU-offload incompatibility vs uninitialized inv_freq after meta-to-empty materialization." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error is unrelated to Mistral tokenizer regex crash." + "reason": "Gemma3 config attribute regression vs Mistral regex-patch crash; unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Clear duplicate compatibility report: both describe torch 2.4.1 incompatibility with nearly identical wording." + "reason": "Same underlying issue: both report incompatibility with torch 2.4.1 / transformers 5.8.0." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-map mismatch and reverse embedding lookup are different problems." + "reason": "Gemma4 device mismatch and expensive reverse-embedding lookup are different bugs." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP/checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "FSDP/checkpointing size mismatch is unrelated to Qwen3 auto device-map cuda asserts." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are not the same issue." + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime error are not the same bug." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral tracing error is unrelated to Mistral-3 image preprocessor dtype mismatch." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to Mistral-3 image/text dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Both mention dtype/precision, but they affect different models and failure modes." + "reason": "Different models and error classes; no shared code path." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different device/backend issues with no shared underlying bug." + "reason": "Mistral-3 dtype mismatch is unrelated to MPS histogram unsupported for Int." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram-op failure are unrelated." + "reason": "GraniteMoEHybrid invalid method is unrelated to the MPS Int histogram limitation." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different model/runtime failures with no common code path." + "reason": "Qwen NVFP4 runtime error and Qwen3.5/TRL embedding unpacking are different issues." }, { - "left": "issue:41762", + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: Mistral-3 dtype mismatch vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:41720", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and BERT ZeRO-3 index error are similar in shape but different model-specific reports." + "reason": "Qwen3 auto device-map cuda assert is unrelated to the BERT ZeRO-3 index-0-out-of-bounds bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The output is mostly conservative, but it overstates the evidence by calling issue 45800/46515 the \"strongest\" near-exact duplicate set. In the packet, 43596/43638 looks at least as strong and has higher similarity, so the ranking is not grounded. The summary should say there are a couple of clear duplicate pairs, not single out 45800 as the strongest without qualification." + "accept": true, + "feedback": "Summary is grounded in the packet and stays conservative. The main duplicate-like subcluster around 43596/43638 is well supported by the titles, and the other soft-edge calls do not overstate similarity. No PR-mergeability issue applies here since these are issues, not PR pairs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -558,22 +540,22 @@ "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:43901|issue:44512", "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:44863|issue:46015", "issue:35308|issue:42617", "issue:45812|issue:45920", "issue:44292|issue:46015", - "issue:43866|issue:44863", "issue:43872|issue:46304", "issue:39290|issue:43531", + "issue:43866|issue:44863", "issue:41093|issue:43638", "issue:43792|issue:45901", "issue:43854|issue:43866", @@ -583,14 +565,14 @@ "issue:43596|issue:45800", "issue:43792|issue:45070" ], - "prepared_review_unit_hash": "318cafe766715e9cc2d687a4b3a92fa25255dd44d4751a743d51353bebf82f6b", + "prepared_review_unit_hash": "00953a4c5351dac17a8ca2346d9429f172d72a69f910384cd7732a1cccd27992", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, @@ -605,234 +587,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set; the only clear duplicates are the tokenizer-ID regression pair, and possibly the ZeRO-3 index-out-of-bounds pair. Most other soft matches are just broad subsystem similarity, not the same bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45920 is the broadest, clearest statement of the shared tokenizer-ID regression and covers multiple affected model families, so it is the best representative issue.", + "summary": "This cluster is mostly heterogeneous Transformers regressions and docs issues. Only two soft edges look like true duplicates: the AutoTokenizer wrong-token-ID regression reports, and the DeepSpeed ZeRO-3 index-out-of-bounds loading reports.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the best canonical issue for the main duplicate group: it describes the broadest version of the same AutoTokenizer wrong-token-ID regression across multiple model families, not just a single model.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most actionable and general duplicate target in the cluster: explicit v5 regression, multiple impacted models, and a concrete symptom that subsumes the narrower Granite-only report.", + "best_issue_reason": "45920 is the most representative issue in the cluster because it generalizes the tokenizer regression across several affected models and reads like the umbrella report for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they describe different stale references (pipeline() vs run command), not the same underlying bug/change." + "reason": "Both are docs-related, but they concern different removals and different pages; not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different failures and code paths: autocast dtype mismatch vs an MPS int-kernel limitation." + "reason": "Different failure modes and backends: autocast dtype mismatch vs MPS histogram not implemented for Int." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Same broad model/runtime area, but unrelated bugs: Liger Kernel cross-entropy invocation vs autocast dtype mismatch." + "reason": "Liger Kernel cross_entropy call and Phi-tiny-MoE autocast dtype mismatch are unrelated bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Completely different problems: distributed collective mismatch vs a CustomTrainer API signature break." + "reason": "Different subsystems and errors: distributed collective mismatch vs CustomTrainer signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch is unrelated to the GenerationMixin import error." + "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model loading/runtime failure is unrelated to outdated RAG examples." + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different concrete bugs: Liger Kernel cross-entropy call vs a mask/tensor shape mismatch." + "reason": "Different bugs: Liger Kernel cross_entropy usage vs mask/tensor shape mismatch." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they concern different breakages and different failure modes." + "reason": "Both are version-compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is a distributed-build regression in v5.9.0; not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are different code paths and different breakages." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption for Ovis2 is not the same as missing Sam3 text encoder weights." + "reason": "Checkpoint corruption and missing text-encoder weights are different model-loading problems." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and symptoms: missing sliding_window_pattern in vLLM vs cudaErrorAssert during auto device mapping." + "reason": "Gemma3 sliding_window_pattern in vLLM and Qwen3 auto-device-map cudaErrorAssert are unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same Zero-3 init/load index-0-on-empty-tensor failure during model loading, just on different model families." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "Both touch docs, but they are about different outdated references and not the same issue." + "reason": "Both report the same ZeRO-3 loading path failing with index 0 out of bounds from a zero-sized tensor; model class differs, but the underlying bug looks the same." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPU/model loading failure and table QA task crashes are unrelated." + "reason": "GPU/model compatibility failure and table-question-answering crash are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + "reason": "Float8 storage lookup and distributed-build support regression are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mention return_all_scores, while the other issue is about a removed run command; separate docs problems." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy and Qwen3-vl video StopIteration are unrelated bugs." + "reason": "Liger Kernel cross_entropy and Qwen3.5 video chat-template mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-mismatch during forward are different code paths." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific bugs." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map forward mismatch and video chat-template feature/token mismatch are not the same bug." + "reason": "Device placement bug in Gemma4 and video token/feature mismatch in Qwen3.5-9B are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated RAG examples are unrelated." + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility." + "reason": "Corrupted Ovis2 checkpoint and NVFP4 compatibility for DiffusionGemma are different issues." }, { - "left": "issue:44863", - "right": "issue:46015", + "left": "issue:45020", + "right": "issue:46304", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." }, { - "left": "issue:45020", - "right": "issue:46304", + "left": "issue:44863", + "right": "issue:46015", "accept": false, - "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different regressions." + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "Both involve multi-GPU/distributed usage, but one is an IterableDataset length crash and the other is a 3d_parallel.py run failure." + "reason": "IterableDataset length mismatch and a generic 3d_parallel.py failure do not look like the same bug." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs across multiple model families." + "reason": "Both describe the same silent AutoTokenizer v5 regression producing wrong token IDs; 45920 is just the broader multi-model report." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG docs." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Different models and different loading failures; not the same underlying bug." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs issues are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor breakage is unrelated to the distributed-support regression." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed-build support changes." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model/config failures are not specific enough to treat as the same bug." + "reason": "Different sliding-window bugs on different model families and different contexts; not the same underlying issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation unable to load checkpoints are not the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is a Zero-3 init issue with a different root cause." + "reason": "Mask/tensor shape mismatch is a different failure from the ZeRO-3 BertModel index error." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table-question-answering crashes are unrelated." + "reason": "Whisper loading failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash load failure is unrelated to Ovis2 checkpoint corruption." + "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and the PretrainedConfig/pydantic regression are different compatibility issues." + "reason": "Torch 2.10 incompatibility and v5.4.0 pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are compiler/regression reports, but they concern different models, ops, and failure modes." - }, - { - "left": "issue:43975", - "right": "issue:45901", - "accept": false, - "reason": "Detokenization regression and table QA task crash do not share the same underlying bug." + "reason": "Mixtral grouped_mm tracing failure and Sam3 bf16 compilation regression are different model/compiler issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3 loading crash and torch/transformers version incompatibility are distinct problems." + "reason": "ZeRO-3 index-out-of-bounds during model init and torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper can't-run failure is unrelated to the pydantic PretrainedConfig regression." + "reason": "Whisper loading failure and pydantic PretrainedConfig regression are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The tokenizer-ID regression pair is clearly the strongest duplicate match, and the ZeRO-3 index-0 pair is presented cautiously as only a possible duplicate. The other soft-edge rejections are mostly reasonable distinctions between different bugs or docs changes." + "feedback": "The summary is grounded in the packet: 45920 is a reasonable canonical issue for the AutoTokenizer v5 regression cluster, and the two accepted soft edges are the only ones that look well-supported as duplicates from the titles alone. The reject calls are conservative and do not overclaim shared causality." }, "evaluator_used": true, "retried": false, @@ -913,15 +889,15 @@ "issue:44841|issue:45084", "issue:45507|issue:46869", "issue:43404|issue:43866", - "issue:41093|issue:41762", "issue:45399|issue:46661", + "issue:41093|issue:41762", "issue:43572|issue:45070", "issue:45800|issue:45823", "issue:43872|issue:47228", "issue:44805|issue:44918", "issue:43828|issue:45464", - "issue:43296|issue:43366", "issue:43716|issue:47228", + "issue:43296|issue:43366", "issue:43366|issue:45464", "issue:44291|issue:45070", "issue:43531|issue:45070", @@ -934,161 +910,161 @@ "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:46468|issue:46869", - "issue:45759|issue:45902", "issue:43596|issue:46165", + "issue:45759|issue:45902", "issue:46640|issue:46661", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", "issue:43645|issue:45399" ], - "prepared_review_unit_hash": "8c7f960f0bb380a5e830c13b33b75902084a0f335f3ea2c9e2d12dcb0f87e16a", + "prepared_review_unit_hash": "2fb91fc3dcdba710c64c417a128321bea99f27e55934e2597b45894484b18b5c", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 38, - "serialized_chars": 38431, - "estimated_input_tokens": 9608, - "estimated_eval_tokens": 19472 + "serialized_chars": 38436, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by unrelated Transformers regression reports across different models, loaders, and runtime paths. I don\u2019t see any soft pair that is strong enough to merge as the same underlying bug; most are only superficially similar by error type or subsystem.", - "confidence": 0.38, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression report in the set, but the cluster does not contain a single clear duplicate core; most other items are narrower, model-specific failures.", + "summary": "Mostly heterogeneous issue cluster with one clearly supported duplicate family: Qwen video-input/template regressions. The SigLIP2 pair is too weak to merge confidently and is rejected.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue for the whole set; the only well-supported duplicate family is the Qwen video-input/template regression, anchored by 44479 with 46294 as a narrower manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative issue because it captures a wider recent-version regression theme and is more general than the highly specific model/runtime breakages elsewhere in the cluster.", + "best_issue_reason": "issue:44479 is the best anchor because it describes the broader Qwen video-input regression across multiple Qwen3.5-family variants, and it subsumes the narrower 46294 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat flows, but one is a chat-template/model crash and the other is a streaming API failure; different code paths." + "reason": "Different Qwen3.5 failures: chat/model crash vs streaming video-input API failure." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different models and failure modes: torch dynamo grouped_mm tracing vs multi-GPU device-map handling." + "reason": "Different models and code paths: Mixtral grouped_mm tracing vs YOLO multi-GPU device-map issues." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Both are runtime crashes, but one is Qwen NVFP4-specific and the other is table-question-answering; no shared concrete bug." + "reason": "Different failures and subsystems: Qwen-3-8B-NVFP4 loading vs table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 missing attribute and Gemma4 device mismatch are distinct regressions with different root causes." + "reason": "Both are Gemma/Gemma4-related, but one is a missing config attribute in vLLM and the other is a device mismatch in forward." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming inference on Qwen3.5 is unrelated to an MPS histogram kernel int-type error." + "reason": "Streaming inference on Qwen3.5 is unrelated to the MPS histogram unsupported-int error." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma/vLLM attribute error are unrelated." + "reason": "GenerationMixin import failure is unrelated to the Gemma3TextConfig missing-attribute bug." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram failure are different code paths and bugs." + "reason": "Different model families and failures: Mixtral grouped_mm runtime vs MPS histogram on int tensors." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different models and symptoms: float32 grouped_mm tracing vs autocast dtype mismatch." + "reason": "Both mention MoE/dtype-related problems, but they affect different models and concrete code paths." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a template-node compilation error are not the same bug." + "reason": "Processor failure for Voxtral is not the same bug as the template-node compilation TypeError." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoE invalid-method bug and YOLO multi-GPU device-map failure are unrelated." + "reason": "GraniteMoEHybrid invalid-method call and YOLO device-map auto are different issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "A tied-weights bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:45399", + "right": "issue:46661", "accept": false, - "reason": "Both are IndexErrors, but the reported tensor shapes and loading scenarios differ enough that this is not clearly the same defect." + "reason": "Flash-Attn fallback logic and remote-code config_class failures are different code paths." }, { - "left": "issue:45399", - "right": "issue:46661", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class lookup are separate issues." + "reason": "Similar IndexError wording, but different models and failure contexts; not enough evidence of one bug." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5 config regressions, but one is missing pad_token_idx and the other is a PretrainedConfig pydantic-field issue." + "reason": "StableLm pad_token_idx regression is not the same as the PretrainedConfig pydantic-field breakage." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "A general torch/transformers incompatibility is not the same as a Gemma4 device-mapping forward mismatch." + "reason": "A version incompatibility report is not the same as a Gemma4 device-mismatch bug." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes _is_hf_initialized incompatibility and Sam3 bf16 compilation regression are different problems." + "reason": "bitsandbytes init-arg incompatibility and Sam3 bf16 compilation regression are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related, but one is a mask-length mismatch and the other is an embedding unpacking failure in SFT training." + "reason": "Both mention tensor-shape problems, but one is a generic mask mismatch and the other is a TRL embedding-unpacking failure." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failing." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming inference." }, { - "left": "issue:43296", - "right": "issue:43366", + "left": "issue:43716", + "right": "issue:47228", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated requests/issues." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Sam3 bf16 compilation regression are different bugs." }, { - "left": "issue:43716", - "right": "issue:47228", + "left": "issue:43296", + "right": "issue:43366", "accept": false, - "reason": "Image preprocessor/model dtype mismatch and a bf16 compilation regression are different failures." + "reason": "PaddleOCR-VL load failure is unrelated to GGUF support for gpt-oss." }, { "left": "issue:43366", @@ -1100,110 +1076,113 @@ "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights unexpected-argument breakage and pydantic PretrainedConfig field exposure are different regressions." + "reason": "Unexpected _is_hf_initialized in init_empty_weights is a different regression from the pydantic PretrainedConfig issue." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a config-field pydantic break are not the same bug." + "reason": "Qwen3-MoE sliding_window handling and pydantic PretrainedConfig breakage are not the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM and tied weights on translation models are unrelated." + "reason": "int4 OOM under Transformers 5.x and tied-weights translation-model issues are different failures." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compile regression do not share a concrete root cause." + "reason": "YOLO multi-GPU device-map problems are unrelated to Sam3 bf16 compilation regressions." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are broad but distinct reports." + "reason": "Remote-code model breakage and torch/transformers incompatibility are distinct issue classes." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoE invalid-method calls are not the same as a bf16 compilation regression." + "reason": "GraniteMoEHybrid invalid method does not share a concrete code path with the Sam3 regression." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but one is image-preprocessor dtype mismatch and the other is video token/feature count mismatch." + "reason": "Different multimodal bugs: Mistral-3 image dtype mismatch vs Qwen3.5 video token/feature mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both mention zero-3-related IndexErrors, but the shapes, models, and failure stages are different." + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a zero3 init out-of-bounds error." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both concern Qwen video inputs, but one is a broad v5.3 regression while the other is a specific chat-template feature/token mismatch." + "accept": true, + "reason": "Same Qwen video-input/template bug family: both describe mismatched video features/tokens in Qwen3.5-family processing." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Different SigLIP variants and different symptoms: degraded embeddings vs nonsensical AutoModel/pipeline output." + "reason": "Both are SigLIP2-related quality regressions, but the evidence only shows separate user-visible output problems, not one concrete bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "A broken official example is not the same as a multi-GPU device-map bug." + "reason": "Official Nemotron example breakage and YOLO device-map auto are unrelated." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:43596", + "right": "issue:46165", "accept": false, - "reason": "Both involve Qwen 3.5/3.6 multimodal configs, but one is from_config text_config unwrapping and the other is uninitialized-memory materialization." + "reason": "Zero3 init index error and remote-code resume failure are different issues." }, { - "left": "issue:43596", - "right": "issue:46165", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "Zero-3 BertModel index errors and remote-code resume/training issues are unrelated." + "reason": "Both involve Qwen3.5 multimodal internals, but one is config unwrapping and the other is rotary-embedding materialization; different bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 fallback behavior and remote-code config_class errors are separate code paths." + "reason": "Flash Attention 2 issue and remote-code config_class failure are unrelated." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Image dtype mismatch and SFT embedding unpacking are different multimodal/training failures." + "reason": "FSDP weight-shape error is unrelated to the TRL SFT embedding-unpacking failure." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and embedding unpacking failure do not indicate the same underlying bug." + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 TRL embedding unpacking are different models and code paths." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback checks are unrelated." + "reason": "Jupyter custom-model initialization breakage is unrelated to the Flash-Attn fallback check ordering bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong: issue:43054 \u2194 issue:43994. The packet only shows both are SigLIP2-related and user-visible quality/output problems, which is suggestive but not enough to confidently call them the same bug family. The Qwen video-input pair (44479 \u2194 46294) is conservative and well supported, but the SigLIP2 pair overstates the evidence, so I can\u2019t accept the cluster as reviewed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1293,8 +1272,8 @@ "issue:33666|issue:35308", "issue:43872|issue:44589", "issue:46899|issue:46932", - "issue:45920|issue:46489", "issue:43054|issue:45701", + "issue:45920|issue:46489", "issue:38175|issue:43054", "issue:47332|issue:47333", "issue:43828|issue:44928", @@ -1302,229 +1281,229 @@ "issue:43950|issue:45902", "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "827e5e326aa2b44b8e955572258c4a3d9b8349a18bc3859ce32bb70a4c03729d", + "prepared_review_unit_hash": "1723bf3f91eac32eeeb15598e50253a544af1fa3a1182cc359b84ab5cc239d54", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37117, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "serialized_chars": 37112, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but a few pairs are clear duplicates around the same underlying regression: non-persistent buffer initialization/loading, cache length return-type bugs, Gemma4 quantized embedder dtype casting, offloading save failure, and decoder/input validation messaging.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43950 is the strongest canonical issue candidate because it states the broad non-persistent-buffer regression cleanly, and it appears to subsume nearby reports like #43644, #44534, and possibly #45902.", + "summary": "The cluster is mostly a set of unrelated reports with a few true duplicate groups: the v5 non-persistent-buffer corruption regression (#43644/#43950/#44534), the cache.get_seq_length contract bug (#45987/#46858), Gemma4 quantized embedder dtype-casting (#46899/#46932), and the disk-offloaded save failure (#47332/#47333). #43644 is the earliest report in the non-persistent-buffer group, while #43950 is the clearest explicit regression/duplicate target.", + "confidence": 0.88, + "canonical_issue_reason": "#43950 is the clearest canonical representative for the non-persistent-buffer regression because it states the from_pretrained corruption bug explicitly and is directly matched by #44534; however, #43644 is the earlier report in the same cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative of the cluster\u2019s most coherent duplicate family: a v5 regression where non-persistent buffers are left corrupted/uninitialized during loading/materialization.", + "best_issue_reason": "#43950 is the best overall issue to anchor this cluster because it most explicitly describes the concrete v5 corruption regression and sits at the center of the duplicate set, even though #43644 predates it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure narratives; both are high-perplexity reports, but not the same bug path." + "reason": "Different models and failure modes; one is GPT-OSS perplexity, the other is a GLM5-specific issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "One is a FineGrainedFP8Config failure on Qwen3Moe; the other is a flash-attn fallback gating issue. Same quantization/attention area, but not the same concrete bug." + "reason": "Both touch quantization/fallback broadly, but they describe different concrete code-path failures." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve remote-code/custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load. Related area, different bug." + "reason": "Both involve remote-code loading, but one is a leaf-directory cache collision and the other loads the wrong custom module after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a broader translation-model v5 issue. Not the same concrete defect." + "reason": "Both mention tied weights, but the actual bugs are different: a specific Mistral3 weight-tying issue versus a broader translation-model regression." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior versus tied-weight issues are different failure modes and code paths." + "reason": "Offloading/quantization behavior is unrelated to the tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Completely unrelated: DSA indexer math bug versus docs mentioning a removed command." + "reason": "A DSA indexer ReLU discussion is unrelated to a docs typo about a removed run command." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU IterableDataset crash and CustomTrainer.compute_loss signature mismatch are distinct training issues." + "reason": "Multi-GPU IterableDataset crashes are unrelated to the custom trainer compute_loss signature breakage." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to the removed run-command documentation issue." + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model/trainer failures with no shared code-path evidence." + "reason": "Different models and different failures; no shared underlying code-path is evident." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 is unrelated to tied-weight handling." + "reason": "PagedAttentionCache linear_attention failure is unrelated to tied-weight handling." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Two tokenizer/runtime errors, but on different models and different tokenizer behavior; not enough to treat as one bug." + "reason": "Tokenizer detokenization regression and Qwen-3 NVFP4 runtime error are different problems." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both are validation/error-message bugs around decoder/input-id vs input-embed checks; the latter looks like a model-specific manifestation of the same shared validation logic." + "accept": false, + "reason": "Related validation area, but the T5 decoder-input error is not clearly the same bug as the broad XOR validation regression." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights translation-model issues." + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights on translation models." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Both are training/model issues, but they concern different subsystems and failure mechanisms." + "reason": "Different bugs: iterable-dataset multi-GPU crash versus FP8/quantization failure." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example mistakes and a model quality regression are not the same underlying bug." + "reason": "Both are SigLIP2-related, but one is a docs example error and the other is a model quality discrepancy." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different concrete symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and different symptoms." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression: non-persistent buffers are being filled/corrupted with junk after loading/materialization." + "reason": "Near-verbatim duplicate reports of the same v5 non-persistent-buffer corruption regression." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failure modes: trainer API mismatch versus ZeRO-3 model loading index error." + "reason": "Different bugs: custom-trainer kwarg mismatch versus DeepSpeed ZeRO-3 loading crash." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Clear duplicate family: both report non-persistent buffers being corrupted/junk-filled in Transformers v5." + "reason": "Same underlying v5 regression corrupting non-persistent buffers; #43644 is the earlier report and #43950 is the more explicit duplicate target." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Both concern Mamba2-style recurrence, but they describe different classes of bug in different implementations/paths." + "reason": "Both mention Mamba2-style recurrence, but one is a generic use_cache correctness bug and the other is a NemotronH slow-path propagation issue." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Both mention multi-GPU training, but the model-specific Qwen2-VL issue is not the same bug as the IterableDataset length crash." + "reason": "Both mention multi-GPU training, but they are different failure scenarios and code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage compatibility errors with different failing types." + "reason": "Different bitsandbytes/storage compatibility failures with no shared concrete bug." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 4-bit quantized vision/audio embedder dtype-casting problem; #46932 is explicitly the fix/duplicate form of the same bug." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly says it is the same issue." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and do not show the same code path." + "reason": "SigLIP2 embedding quality complaints are unrelated to tokenization changing across transformers versions." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "A SigLIP2 embedding-quality report and a version-dependent tokenization report are distinct issues." + "reason": "Both are tokenizer regressions, but they involve different model families and different underlying fixes." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2 outputs, but one is zero probabilities and the other is worse embeddings; no clear same defect." + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is degraded text embeddings." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Very likely the same offloading save bug: both say disk-offloaded Qwen3 VL/30B models cannot be saved, with nearly identical symptom framing." + "reason": "Same disk-offloaded save failure; only the model name differs." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN explosion due to 3D position_ids are different problems." + "reason": "Autocast dtype mismatch and Qwen3.5 gradient explosion are unrelated failures." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same core bug: cache.get_seq_length() returns a tensor instead of a plain int, breaking downstream arithmetic and static-cache logic." + "reason": "Same cache.get_seq_length contract bug: it returns a tensor instead of an int-like length, which breaks static-cache arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Both point to the same non-persistent-buffer/materialization regression: buffer state becomes uninitialized or corrupted after loading/materializing a model." + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to Qwen3.5 MoE rotary embedding uninitialized-memory reads." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one is a performance/embedding degradation report and the other is an implementation-vs-JAX discrepancy; not clearly the same bug." + "reason": "Different SigLIP2 problems: relative text-embedding quality versus HF/JAX implementation discrepancy." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are well-supported by the issue titles and symptoms (non-persistent buffers, cache length return type, Gemma4 quantized embedders, offloading save failures, and decoder/input validation messaging), and the rejected soft pairs mostly avoid overclaiming similarity. No obvious mergeability or evidence-overstatement problems stood out." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one key statement is not: issue #43950 is not the earliest report in the non-persistent-buffer group, since #43644 was created earlier. That makes the \"likely earliest report\" rationale overstated. The rest of the duplicate judgments look conservative enough, but this precision error means I can't accept the output as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1603,16 +1582,16 @@ "issue:43643|issue:45020", "issue:44991|issue:45399", "issue:42947|issue:43856", - "issue:43824|issue:43872", "issue:45081|issue:45399", - "issue:41553|issue:43883", + "issue:43824|issue:43872", "issue:45685|issue:45823", + "issue:41553|issue:43883", "issue:45020|issue:45823", "issue:43782|issue:44960", "issue:44661|issue:45020", "issue:43828|issue:45823", - "issue:41553|issue:43881", "issue:45020|issue:45356", + "issue:41553|issue:43881", "issue:42491|issue:44368", "issue:43872|issue:46869", "issue:45759|issue:46661", @@ -1624,20 +1603,20 @@ "issue:43881|issue:43883", "issue:46894|issue:46897" ], - "prepared_review_unit_hash": "614fec1fb52c30ed72696b53b15157066d5e27e56a7a2f4efb0198670cee2fde", + "prepared_review_unit_hash": "d353e95ce8280280e3e320c38b3c5e0643687cb3fc1d929abc00249012ac2b5a", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37493, + "serialized_chars": 37495, "estimated_input_tokens": 9374, "estimated_eval_tokens": 19004 }, @@ -1646,204 +1625,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a true duplicate set. Only two soft-duplicate families stand out: v5 docs still referencing removed pipeline tasks, and the training-loss double-shift regression across similar model reports.", - "confidence": 0.77, - "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; issue 46894 is the strongest anchor because it has the clearest duplicate counterpart (46897) and the strongest duplicate-like signal.", + "summary": "This set is mostly heterogeneous. I found three likely duplicate pairs: stale v5 docs about removed pipeline tasks, remote-code model loading regressions, and the Qwen/Florence/Cohere training-loss double-shift pattern. Most other pairs look like different bugs that only share a broad subsystem or model family.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the best umbrella issue in this set: it describes the broad remote-code loading regression class, which cleanly subsumes the more specific AutoConfig/AutoModel remote-code failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46894 is the most suitable representative issue: it is concrete, actionable, and the best-supported member of an actual duplicate pair.", + "best_issue_reason": "45020 is the most representative and reusable canonical issue because it names the broad underlying regression rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are model-specific runtime failures, but they describe different code paths and symptoms." + "reason": "Different failures: one is a Flash Attention crash on Qwen3.5 with 3D position_ids, the other is a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP keyerror and Qwen3_5Moe uninitialized memory are unrelated bugs." + "reason": "Both mention MoE/Gemma/Qwen materialization issues, but they are different models and different bugs (FSDP2 KeyError vs uninitialized inv_freq after to_empty)." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 memory OOM are different regressions." + "reason": "One is about gradient checkpointing being ineffective with LoRA, the other is an int4 quantization memory regression leading to OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same bug as failure to load a specific model." + "reason": "Generic load-time noise vs a specific model loading failure for ScandiBERT; not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and early-stopping metric lookup are unrelated." + "reason": "Unrelated training/deepspeed tensor shape error vs early-stopping metric lookup warning." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization corruption and AMD GPU runtime failure are unrelated." + "reason": "Tokenizer detokenization regression is unrelated to GPT-OSS AMD GPU execution failure." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Loading noise and model load failure are not the same underlying issue." + "reason": "Both are model loading reports, but one is about noisy logging and the other is a concrete tokenizer/model load failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are distinct problems." + "reason": "Different load-time failures in different model families (Gemma3 ZeRO-3 vs Qwen3Moe FP8Config)." }, { "left": "issue:43643", "right": "issue:45020", - "accept": false, - "reason": "Both involve remote code broadly, but they are different concrete failures." + "accept": true, + "reason": "Same remote-code loading regression class: both report pretrained loading/config objects missing expected fields or behavior when trust_remote_code is used." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for one model and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing behavior and Qwen3 MoE memory usage are different bugs." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Import error for a VL class and bitsandbytes Int8Params incompatibility are unrelated." + "reason": "Different issues: checkpointing behavior with LoRA vs memory usage during Qwen3 MoE training." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback blockage are different code paths." + "reason": "Tokenizer regex crash vs flash-attn fallback blocked by checks; different code paths." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Voxtral tokenizer error message and Molmo tied-weights attribute error are unrelated." + "reason": "Importing a missing model class is unrelated to the bitsandbytes Int8Params constructor incompatibility." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS int histogram issue and Gemma4 device mismatch are different failures." + "reason": "MPS histogram kernel limitation is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are different bugs." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code breakage is too broad; this is not the same as Gemma4 device placement." + "reason": "Remote-code loading regressions are unrelated to Gemma4 PLE forward device mismatch." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading and GLM5 loading are unrelated." + "reason": "Qwen3VL weight-only loading failure and GLM5 issue are not the same underlying problem." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping model registration bug is not the same as generic remote-code breakage." + "reason": "Tokenizer mapping-registration failure is a different area from remote-code model loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and Gemma4 device mismatch are different concrete issues." + "reason": "Autocast dtype mismatch and device-map mismatch are different runtime errors." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Bad Voxtral error messaging and glm-4v-9b loading failure are unrelated." + "reason": "Remote-code loading regressions do not match the Kimi-K2.5 tokenizer codec/mistral-regex regression." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Remote-code regressions and Kimi-K2.5 tokenizer codec handling are different bugs." + "reason": "Tokenizer import/error-message issue is unrelated to glm-4v-9b load failure." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility across versions and a tie_word_embeddings warning are not the same bug." + "reason": "LoRA compatibility across HF versions is unrelated to a warning about tie_word_embeddings." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map issue." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite config unwrapping and remote-code config_class attribute errors are different failures." + "reason": "Composite Qwen multimodal config handling is a different bug from remote-code model_class/config_class loading failures." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "convert_ids_to_tokens and convert_tokens_to_ids slowdowns are separate performance bugs." + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and are not the same code path." }, { "left": "issue:45020", "right": "issue:46661", - "accept": false, - "reason": "Remote-code breakage is too broad; this is a distinct AutoModel config_class error." + "accept": true, + "reason": "Same remote-code loading regression: both describe failures when loading remote-code models, with missing config_class/fields as the concrete symptom." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "DeepSeek tokenizer pre-tokenizer override and DeepSeek-Coder tokenization regression are different root causes." + "reason": "Both concern tokenizer correctness in DeepSeek-family models, but they describe different model families and different tokenizer bugs." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head weights and non-persistent buffer corruption are unrelated." + "reason": "Un-tied lm_head weights in one model are unrelated to non-persistent buffer corruption in from_pretrained." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report v5 docs still referencing removed pipeline tasks; same documentation cleanup." + "reason": "Same documentation regression: both note stale docs still referring to pipeline tasks removed in v5." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are different bugs." + "reason": "Different model-specific loading errors with no shared concrete failure mode." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Both describe the same training-loss double-shift regression pattern across model reports." + "reason": "Same training-loss double-shift bug pattern; these look like model-specific reports of the same underlying loss-computation error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: this is mostly a heterogeneous cluster, with only two clearly supported soft-duplicate families. The accepted pairs are conservative and well supported by the issue titles/descriptions: 43827/44509 are the same docs cleanup around removed pipeline tasks, and 46894/46897 are the same training-loss double-shift bug pattern. The other soft-edge verdicts also read as appropriately cautious rather than overstated." + "feedback": "The clustering is grounded in the packet and the accepted soft pairs are stated conservatively. The canonical issue choice (45020) is supported by its broad remote-code loading title, and the rejected pairs mostly avoid over-merging unrelated model- or subsystem-specific bugs. One minor imprecision: the summary says three duplicate pairs, but the accepted evidence effectively covers four pairwise links (two under the remote-code umbrella)." }, "evaluator_used": true, "retried": false, @@ -1859,8 +1838,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -1935,228 +1914,231 @@ "issue:43366|issue:44589", "issue:43638|issue:46515", "issue:45663|issue:45823", - "issue:42915|issue:43957", "issue:43716|issue:44560", + "issue:42915|issue:43957", "issue:44155|issue:45584", "issue:43824|issue:43957", "issue:42617|issue:43366", "issue:43950|issue:45834", "issue:44560|issue:45685", - "issue:41553|issue:44488", - "issue:43645|issue:43646" + "issue:43645|issue:43646", + "issue:41553|issue:44488" ], - "prepared_review_unit_hash": "1e7dbe05cfedec824613fcb576382960a0ffe41a61651d20c9e888fd6c05e00d", + "prepared_review_unit_hash": "9e32dfb8e6366e83d5b4351e4b886c384f3b0f5a22fea5f666e744681e5696b5", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36764, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity group of unrelated Transformers issues. Only two pairs look like true duplicates: the custom model initialization regression pair and the identical mask-shape IndexError pair.", - "confidence": 0.89, - "canonical_issue_reason": "Best canonical issue is 43646: it states the underlying custom model initialization regression in the broadest form, while 43645 is the notebook-specific variant.", + "summary": "The cluster is mostly heterogeneous: many pairs share a subsystem or model family, but only a few appear to be the same underlying bug. I accept the near-exact duplicates for the mask-shape IndexError, the Qwen3-VL video regression, and the Transformers 5.0 custom-model initialization breakage.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the best overall issue representative among the true duplicate-like reports because it captures a broad, concrete regression across multiple Qwen3/VL variants; the other accepted duplicate pairs are either narrower or more exact-error follow-ups.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single representative of the cluster because it names the core custom model initialization breakage without narrowing to Jupyter specifics.", + "best_issue_reason": "44479 is the strongest canonical issue candidate: it describes a concrete, reproducible regression with a broader blast radius than the other accepted pairs, so it is the best anchor for deduping this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both involve Whisper/audio, but the titles point to different failure surfaces: a model-level run failure vs a specific fbank feature extraction issue." + "reason": "Both are audio/model runtime problems, but they describe different failures and no shared concrete code-path is evident." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed/Qwen, but one is about weight conversion during loading and the other is about gradient averaging with GAS." + "reason": "Both mention DeepSpeed, but one is about Qwen3 MoE weight conversion and the other about gradient averaging with loss kwargs; different bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different bugs: a Trainer compute_loss signature mismatch vs an IndexError from mask/tensor shape mismatch." + "reason": "Unexpected kwarg in CustomTrainer is unrelated to the mask/tensor shape IndexError." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Different code paths: LoRA gradient checkpointing behavior vs a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Both touch gradient checkpointing, but one is LoRA checkpointing ineffectiveness and the other is a missing capability flag on a trust-remote-code model." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Same broad subsystem, but different model families and failure points; not clearly the same concrete weight-loading bug." + "reason": "Both are ZeRO-3 weight-loading issues in Qwen models, but they affect different model families and the failure descriptions are not the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for unrelated architectures." + "reason": "Different models and different loading failures; only the broad theme of checkpoint loading overlaps." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different problems: DeepSpeed training weight shape error vs image processor handling of void segmentation maps." + "reason": "Training with DeepSpeed and void segmentation map processing are unrelated problems." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related Qwen issues, but one is a broad v5.3.0 regression across several models and the other is a specific StopIteration in a different model variant." + "accept": true, + "reason": "Both report the same Qwen3/VL video-input regression in transformers 5.3.0, with matching StopIteration-style symptoms." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same underlying IndexError: mask length and indexed tensor length differ; these are clearly duplicate reports of the same bug." + "reason": "These describe the same mask-vs-indexed-tensor shape mismatch IndexError; 44805 looks like a later, more detailed report of the same bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures: RLHF/position_ids SDPA fallback and BF16 collapse vs a flash_attention AttributeError on sink-less models." + "reason": "A NaN gradient explosion in RLHF is not the same bug as the flash-attention crash on s_aux=None." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated model-support issues: GGUF architecture support vs an autocast dtype mismatch." + "reason": "GGUF/gpt-oss support is unrelated to the torch.autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different bugs in different models: image preprocessor dtype mismatch vs a broken official Nemotron example load path." + "reason": "An image preprocessor dtype mismatch is not the same as the broken Nemotron example." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and symptoms: Qwen3.5 linear_attention cache crash vs NemotronH checkpoint loading failure." + "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different model-loading regressions for unrelated architectures." + "reason": "Different models and different symptoms: NemotronH checkpoint loading versus Sam3 text encoder weights not loading." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen3.5/GGUF-style support concerns, but one is about gpt-oss GGUF support and the other is a sliding_window issue." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different problems: a ZeRO-3 BertModel index error vs a generic torch 2.4.1 incompatibility report." + "reason": "DeepSpeed ZeRO-3 zero-sized tensor indexing and a torch 2.4.1 incompatibility are not the same issue." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they affect different models and the titles suggest different root causes." + "reason": "Both are tokenizer-loading complaints, but they target different models and different root causes." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen3.5/VL internals, but one is a rope-index scaling bug and the other is uninitialized-memory on meta-to-empty materialization." + "reason": "One is a Qwen2.5-VL rope-index scaling bug, the other is uninitialized memory in a Qwen3.5-MoE rotary embedding path." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated issues: GGUF architecture support vs a missing Float8 storage type." + "reason": "GGUF support for gpt-oss and missing Float8 storage support are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different issues: ZeRO-3/BertModel indexing failure vs torch version incompatibility." + "reason": "The BertModel ZeRO-3 index error is unrelated to the torch version incompatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4 training/loading, but one is a per-layer shared_kv_states bug in FSDP2 forward and the other is a device mismatch under device_map=auto." + "reason": "Both are Gemma4 issues, but one is an FSDP2 attention-state bug and the other is a device-map forward mismatch." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different Qwen3/MoE loading failures: one is FP8 config behavior, the other is meta-device loading breaking some models." + "reason": "Different model families and different error paths: image preprocessor dtype mismatch versus video input StopIteration." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Different failures: image-preprocessor dtype mismatch vs a video StopIteration in a Qwen3-VL embedding path." + "reason": "FineGrainedFP8Config failure in Qwen3MoE is not the same bug as meta-device model loading breakage." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are inference-generation issues, but the AudioFlamingo3 embedding leak and Whisper empty-transcription failure are not the same bug." + "reason": "Both are audio-related, but one is a batched inference token leak and the other is empty-transcription generation failure." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import error for a missing Qwen2.5-VL class is not the same as the broader meta-device loading regression." + "reason": "Missing Qwen2.5-VL import and meta-device loading regressions are different problems." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Completely different topics: a 3d_parallel.py runtime problem vs GGUF gpt-oss support." + "reason": "Running 3d_parallel.py and GGUF model architecture support are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs an OCR long-input index error." + "reason": "Non-persistent buffer corruption and long OCR index errors are different bugs." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures: Qwen3-VL video StopIteration vs an MPS histogram operator limitation." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both mention loading/tokenizer behavior, but one is a bad error message and the other is a specific model-loading failure." + "reason": "Video-input StopIteration on Qwen3-VL is unrelated to the MPS histogram implementation error in MoE." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom model initialization regression; 43645 is just the Jupyter-notebook-specific manifestation of the broader 43646 report." + "reason": "These are the same Transformers 5.0 custom-model initialization regression, with 43645 being the notebook-specific report and 43646 the broader one." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; no evidence they share the same underlying bug." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well-supported by near-identical titles/symptoms, and the rejected pairs generally avoid overclaiming beyond the available evidence." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -2189,6 +2171,7 @@ "issue:43632", "issue:43638", "issue:43644", + "issue:43645", "issue:43720", "issue:43994", "issue:44451", @@ -2205,7 +2188,6 @@ "issue:44918", "issue:44960", "issue:44977", - "issue:44991", "issue:45030", "issue:45276", "issue:45313", @@ -2236,8 +2218,8 @@ "issue:45812|issue:46489", "issue:44661|issue:45823", "issue:44560|issue:44805", - "issue:38175|issue:43994", "issue:44877|issue:45030", + "issue:38175|issue:43994", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", @@ -2252,232 +2234,232 @@ "issue:42491|issue:45276", "issue:44960|issue:44977", "issue:44451|issue:44488", - "issue:44863|issue:46846", "issue:45313|issue:45357", + "issue:44863|issue:46846", "issue:45507|issue:46468", "issue:46459|issue:46512", - "issue:44488|issue:44991" + "issue:43644|issue:43645" ], - "prepared_review_unit_hash": "5c90da2e068f6e520a6a06e06c706e2bc416de35535459590faa86a39b67c987", + "prepared_review_unit_hash": "0a02fcb93af3415f5989c8651709c62af17fcfed639351ef9604a62ad79445ae", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36928, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose collection of model/regression reports, with one clearly supported duplicate subcluster around the Transformers v5 non-persistent-buffer regression. The Gemma4 4-bit pair is also well supported as the same underlying bug, while the SigLIP2 pair is only superficially similar and should not be merged.", - "confidence": 0.8, - "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the broader, earlier report of the exact non-persistent-buffer regression later repeated verbatim in issue:44534.", + "summary": "This cluster is mostly a mix of unrelated issues, with only two strong duplicate pairs: the Transformers v5 non-persistent-buffer regression and the Gemma4 4-bit multimodal dtype-cast bug. The SigLIP2 pair is too weakly supported to treat as a duplicate, so I rejected it.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44534 is the clearest exact-duplicate anchor: it matches issue:43644 on the same Transformers v5 non-persistent-buffer junk regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall issue candidate: it captures the clearest exact duplicate pair in the set and uses the broadest description of the underlying regression.", + "best_issue_reason": "issue:44534 is the strongest standalone issue because it is a precise, reproducible regression and has an exact duplicate counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3-family errors, but the concrete failures differ: video StopIteration vs TRL SFT embedding unpacking." + "reason": "Same broad Qwen3 area, but the failures are different code paths: video StopIteration versus SFT embedding unpacking." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch compatibility, but they describe different versions and different failure modes." + "reason": "Both mention torch, but one is flex_attention on torch>=2.9 and the other is a generic torch 2.4.1 incompatibility; too broad." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "An import error for GenerationMixin is unrelated to a Qwen3Moe FP8 loading failure." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe fine-grained FP8 loading/config behavior." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but one is a flash-attention packed-sequence crash and the other is a static-cache slice arithmetic bug." + "reason": "Both are cache/attention-adjacent, but the root causes differ: 3D position_ids misinterpretation versus static-cache slice arithmetic." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + "reason": "Different models and mechanisms: Bamba torch.compile+SDPA versus Qwen3.5 flash-attention position_ids handling." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both are PEFT/gradient-checkpointing related, but the concrete bugs differ and do not look mergeable as one fix." + "reason": "Both involve PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a ZeRO-3 CheckpointError." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "A Gemma4 device-mapping mismatch is unrelated to a general torch version incompatibility report." + "reason": "A Gemma4 device-mapping forward mismatch is not the same as a generic torch version incompatibility report." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and the evidence does not establish the same root cause." + "reason": "Both are tokenizer-related regressions, but they affect different model families and likely different code paths." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "A tokenizer-mapping utility bug does not match a Gemma4 device mismatch during forward." + "reason": "Tokenizer-mapping edge case versus Gemma4 device-mapping forward bug; no concrete duplicate-level overlap." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but the model/task and failure mechanism differ completely." + "reason": "One is Qwen3-vl video StopIteration; the other is a generic mask-shape IndexError." }, { - "left": "issue:38175", - "right": "issue:43994", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Same SigLIP2 model family and a similar bad-output symptom, but the packet only supports loose similarity, not a clearly established same-bug duplicate." + "reason": "Both mention config validation, but the affected models and failure modes differ too much to be the same bug." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:38175", + "right": "issue:43994", "accept": false, - "reason": "Both are config-loading regressions, but they involve different models and no shared concrete code path is shown." + "reason": "The shared SigLIP2 model name and vague bad-output symptom are not enough to establish the same root cause or a duplicate-level match." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error for BertModel is unrelated to add-new-model-like failing inside tokenizer mapping names." + "reason": "A DeepSpeed ZeRO-3 Bert index error is unrelated to tokenizer mapping-name handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failure modes: ZeRO-3 initialization index error vs a tokenizer-mapping utility failure." + "reason": "Different areas entirely: ZeRO-3/Bert initialization versus tokenizer mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "A tokenizer-mapping utility bug does not match a generic mask/tensor shape IndexError." + "reason": "Tokenizer helper failure versus a tensor mask-shape IndexError; not the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/training infrastructure, but one is Qwen3 MoE LoRA compatibility and the other is BitNet packed-weight loading." + "reason": "Both touch loading/weights, but one is a Qwen3 MoE LoRA compatibility break and the other is BitNet packed-weight unpacking." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "These describe the same Gemma4 multimodal 4-bit dtype/quantization problem affecting audio/vision embedders." + "reason": "Both describe the same Gemma4 multimodal 4-bit quantization problem, centered on unsafe dtype handling in audio/vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 initialization-flag breakage is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Transformers v5 initialization flag breakage is unrelated to a Kosmos2.5 OCR index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + "reason": "GPU/CPU offload loading failure and Strix Halo mmap OOM are different load-time problems." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; different bugs." + "reason": "Both are Qwen3-related, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config loading." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is runtime zero probabilities and the other is docs-example mismatch/quantization failure; not the same bug." + "reason": "Same model family, but one is a runtime output anomaly and the other is a docs-example model/processor mismatch plus quantization issue." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to disabling mmap to avoid OOM." + "reason": "No real overlap beyond being issues in the same repository." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same underlying regression: both report Transformers v5 filling non-persistent buffers with junk." + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility has nothing in common with Gemma4 resize_token_embeddings behavior." + "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different symptoms; both are generation bugs but not the same code-path problem." + "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures for different BERT-like checkpoints, but the reports do not establish the same root cause." + "reason": "Both are model-loading complaints, but the titles do not show the same underlying code-path or fix." }, { - "left": "issue:44863", - "right": "issue:46846", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "NemotronH checkpoint-loading failure and Qwen3.5 TP-plan OOM/shape error are unrelated." + "reason": "One is ZeRO-3 loading weights for language_model, the other is save_pretrained writing incorrect visual encoder keys; separate bugs." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:44863", + "right": "issue:46846", "accept": false, - "reason": "Different Qwen3.5 bugs: ZeRO-3 language_model weight loading vs save_pretrained visual-encoder key regression." + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are unrelated." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and the official Nemotron example breakage are different issues." + "reason": "GraniteMoEHybrid invalid method calls and a broken Nemotron example do not share the same bug." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "One is dtype being ignored while loading composite checkpoints; the other is model.config.dtype not being updated after from_config(dtype=...)." + "reason": "Both involve dtype, but the load-time silent ignore and the stale config.dtype issue affect different code paths." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer/load regressions, but the affected models and likely causes differ; no clear shared bug." + "reason": "The buffer-junk regression and Jupyter custom-model initialization breakage are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "Mostly grounded, but one soft-edge accept is too strong for this evidence set. In particular, issue:38175 vs issue:43994 are both SigLIP2-related and both describe bad outputs, but the packet only supports loose similarity, not a clearly established same-bug duplicate. The exact non-persistent-buffer duplicate (issue:43644/issue:44534) and the Gemma4 4-bit pair look well supported, but the cluster conclusion should stay more conservative overall." + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence provided. In particular, issue:38175 vs issue:43994 shares the same SigLIP2 model name and a vague bad-output symptom, but the packet does not establish the same root cause or a clear duplicate-level match. The other accepted pairs (44534/43644 and 45672/46899) look solid, but this borderline acceptance makes the overall verdict insufficiently conservative." }, "evaluator_used": true, "retried": true, @@ -2493,8 +2475,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -2507,8 +2489,6 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43644", - "issue:43645", "issue:43708", "issue:43854", "issue:43856", @@ -2529,6 +2509,7 @@ "issue:44910", "issue:44912", "issue:44960", + "issue:44991", "issue:45276", "issue:45292", "issue:45335", @@ -2548,25 +2529,25 @@ "issue:46901" ], "soft_pairs": [ - "issue:43644|issue:43645", + "issue:44488|issue:44991", "issue:39692|issue:43994", "issue:43257|issue:43854", "issue:43856|issue:43873", - "issue:42491|issue:45335", "issue:43854|issue:43931", + "issue:42491|issue:45335", "issue:42491|issue:45292", - "issue:43708|issue:44075", "issue:43856|issue:44387", + "issue:43708|issue:44075", "issue:44164|issue:44291", - "issue:44960|issue:46050", "issue:45488|issue:45812", + "issue:44960|issue:46050", "issue:45276|issue:45335", "issue:45362|issue:45406", "issue:43425|issue:43957", "issue:44291|issue:44756", - "issue:44402|issue:44488", "issue:46897|issue:46901", "issue:41720|issue:44155", + "issue:44402|issue:44488", "issue:45663|issue:45759", "issue:39692|issue:44960", "issue:44910|issue:45588", @@ -2575,232 +2556,232 @@ "issue:42947|issue:45704", "issue:45663|issue:45859", "issue:44292|issue:44912", - "issue:44079|issue:46829", "issue:44155|issue:45823", + "issue:44079|issue:46829", "issue:43957|issue:44756", "issue:43335|issue:45663" ], - "prepared_review_unit_hash": "651f165efd9d3c5a710143d8ba6acd5aec343452ebde332322ccffc83bdeb004", + "prepared_review_unit_hash": "da6e9ece9cac4796ce9fefc589f373f22300b661810f442afa787195894d59fb", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37200, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "serialized_chars": 36625, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I only found a few plausible duplicate subpairs: resize_token_embeddings propagation bugs, lm_head weight-tying bugs, and training-loss double-shift bugs. The rest are same-subsystem but different failures and should stay separate.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45276 is the clearest representative of a real duplicate pattern here: resize_token_embeddings not propagating to model-specific embedding/output modules, with issue:45335 describing the same class of regression in another model.", + "summary": "These items are mostly unrelated model-loading, tokenizer, quantization, and training bugs. I found no soft pair that clearly represents the same underlying issue, so all soft edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46901 is the clearest standalone report in this set: narrow scope, specific failure mode, and an open issue that could anchor future duplicates. The soft pairs do not justify forming a duplicate cluster around any other item.", "canonical_pr_reason": null, - "best_issue_reason": "Best global issue candidate among the accepted pairs because it is the most general and concrete statement of the resize_token_embeddings regression, while still pointing to a specific broken code path.", + "best_issue_reason": "issue:46901 is the best representative issue here because it is precise, self-contained, and actionable; it is more suitable as a canonical reference than the broader or more ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both mention Transformers 5.0 regressions, but one is about non-persistent buffers and the other about notebook custom-model initialization; different bugs." + "reason": "Both are tokenizer/model loading complaints, but they target different models and failure modes; not the same bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs example/model-processor mismatch and the other is bad inference output for a model; not the same failure mode." + "reason": "Both involve SigLIP2, but one is a documentation/example mismatch plus quantization failure and the other is nonsensical inference output; not the same concrete issue." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different load paths; one is Qwen3 MoE weight conversion with accelerate/deepspeed, the other is a GLM-4.7-Flash unit-test load failure." + "reason": "Different models and different loading problems; no evidence of a shared underlying bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are quantization/memory-related, but one is Qwen3 MoE training memory usage and the other is offloading behavior under quantization; too broad." - }, - { - "left": "issue:42491", - "right": "issue:45335", - "accept": false, - "reason": "Different underlying bugs: Qwen3 MoE LoRA compatibility across versions versus resize_token_embeddings not updating a Gemma/T5Gemma submodule." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading behavior; distinct code paths." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading problems, but they concern different models and different root causes (unit test load issue vs shape mismatch)." + "reason": "Separate model families with different load-time errors; not duplicates." }, { "left": "issue:42491", - "right": "issue:45292", + "right": "issue:45335", "accept": false, - "reason": "No concrete overlap beyond general model API behavior; these are unrelated bugs." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to the T5Gemma resize_token_embeddings propagation bug." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Trainer checkpoint resume max_steps math and optimizer SGD args being ignored are separate training bugs." + "reason": "Different model-specific and generic resize-token issues; no shared concrete failure." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory/quantization, but one is training memory usage and the other is reserved-memory growth causing OOM; not the same code-path issue." + "reason": "Both are memory-related, but the root causes differ: training memory usage vs int4 quantization reserved-memory regression." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different load/save compatibility problems." + "reason": "Trainer checkpoint step \u0917\u0923ulation and unused SGD args are unrelated bugs." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Different quantization/save-load failures for different model families; not a duplicate." + "reason": "One is save/from_pretrained extra_state handling; the other is init_empty_weights / _is_hf_initialized argument mismatch." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one overwrites ByteLevel with Metaspace for DeepSeek-family models and the other returns wrong IDs for Granite models; different bugs." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and models." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Generic GLM5 mention vs a sinq save/load quantization break; not the same issue." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report resize_token_embeddings not propagating to model-specific embedding/output modules; same underlying bug pattern across different model classes." + "accept": false, + "reason": "Both are resize_token_embeddings propagation bugs, but they are model-specific and not clearly the same code-path problem." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different serving/chat crashes with unrelated stack traces and root causes." + "reason": "A Qwen3.5 chat crash and a Gemma4Processor attribute error are unrelated." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are separate platform regressions." + "reason": "Torch version incompatibility and meta-device loading failures are different compatibility issues." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init argument during empty-weight init and mmap OOM on Strix Halo are unrelated." - }, - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading/tokenizer-related, but the titles point to different model-specific failures; insufficient evidence they are the same bug." + "reason": "init_empty_weights argument handling and mmap OOM mitigation are unrelated." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift bug: the model is training against shifted labels instead of the intended targets." + "accept": false, + "reason": "Both describe training-loss double-shift symptoms, but they are different model families with no evidence of the same underlying implementation bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 track leakage are unrelated." + "reason": "CUDA assert on device mapping and token/embedding leak between tracks are unrelated failures." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is tokenizer vocab-size mismatch, the other is a model loading failure for a different model." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "One is an FSDP2 attention state KeyError; the other is config unwrapping for multimodal Qwen models. Same broad area, different bugs." + "reason": "Gemma4 FSDP2 attention-state bug and Qwen multimodal config unwrapping are different code paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Completely different models and failures: docs example errors versus GLM5 loading." + "reason": "SigLIP2 documentation/quantization issue and GLM5 loading issue are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Qwen3.5 illegal-memory-access bug from position_ids handling and the other is an AttributeError on s_aux=None." + "reason": "Both are flash-attention crashes, but one is about 3D position_ids being misread and the other is an s_aux=None attribute error." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both are the same class of bug: lm_head weights are not tied in multimodal generation models, causing bad or garbage outputs." + "accept": false, + "reason": "Both concern lm_head tying, but they are separate model implementations and not clearly the same defect." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization and memory, but one is offloading behavior and the other is increased CUDA reserved memory under int4; not the same defect." + "reason": "Both involve memory/OOM, but the mechanisms and affected paths differ." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex.FusedRMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "FSDP2 shared_kv_state rebuilding and CPU-offload incompatibility in rotary embeddings are different issues." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload incompatibility are different issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different model-loading/quantization problems for different models; no clear duplicate relationship." + "reason": "Different models, different quantization formats, and different outcomes; not duplicates." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "ModelOutput key assignment bug and VideoPrism hidden_states packaging bug are separate output-structure issues." + "reason": "A batched inference leak and a device-mismatch forward crash are unrelated." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "AudioFlamingo3 batching leakage and Gemma4 device-map mismatch are unrelated." + "reason": "Generic ModelOutput key assignment logic and a VideoPrism output-field bug are not the same underlying bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression and mmap OOM mitigation are different code paths." + "reason": "Meta-device loading regressions and mmap OOM avoidance are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 attention state issues are unrelated." + "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 attention state rebuilding are unrelated." } ] }, "evaluator_result": null, - "evaluator_used": true, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2812,8 +2793,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -2877,246 +2858,249 @@ "issue:43957|issue:47332", "issue:42796|issue:46326", "issue:45588|issue:45663", - "issue:43854|issue:45216", "issue:43645|issue:44164", "issue:43425|issue:47228", + "issue:43854|issue:45216", "issue:45684|issue:45698", "issue:45292|issue:45335", "issue:44589|issue:44756", - "issue:44402|issue:44451", - "issue:43646|issue:43708", "issue:43425|issue:43828", + "issue:43646|issue:43708", + "issue:44402|issue:44451", "issue:46894|issue:46901", + "issue:43425|issue:46869", "issue:46315|issue:46491", "issue:45812|issue:46315", - "issue:43425|issue:46869", - "issue:44530|issue:45084", "issue:44683|issue:45823", - "issue:39404|issue:45701", + "issue:44530|issue:45084", "issue:43425|issue:43716", + "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:39404|issue:46665" ], - "prepared_review_unit_hash": "3929a40bab85195400038a2f50699b6cbf9426328daa077796544d72611e61bb", + "prepared_review_unit_hash": "460fa9768dfc0d5c5a3a0dac5ba6601bd899027ccb627560f2f73ff07a1d281f", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36923, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate family is around `resize_token_embeddings` not updating custom embedding/output modules, spanning the Gemma4 and T5Gemma reports. Most other pairs are distinct bugs in different subsystems or model families.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the shared, generic symptom (`resize_token_embeddings` not affecting `output_embeddings`) that also appears in the more specific Gemma4 and T5Gemma reports.", + "summary": "Most pairs are not true duplicates. The only clear duplicate families here are the resize_token_embeddings regression trio and the training-loss double-shift pair; the rest are similar by subsystem or symptom only.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the underlying resize_token_embeddings regression in the most general form, and it anchors the related model-specific variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest representative of the duplicate mini-cluster: it is broad enough to cover the related model-specific variants while still describing the concrete failure mode.", + "best_issue_reason": "issue:45292 is the most representative and reusable issue for the duplicate family: concise, model-agnostic, and directly describes the shared bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Different problems: import path breakage vs Whisper pipeline `return_language` regression." + "reason": "Different failures: an import error for GenerationMixin vs a Whisper pipeline return_language regression." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is a broken example script." + "reason": "Both mention Nemotron, but one is a checkpoint-loading bug and the other is an example failure; not the same concrete issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Unrelated regressions: video input handling vs strict config loading for `granite_speech`." + "reason": "Unrelated: video-input regression for Qwen VL models vs strict config blocking granite_speech loading." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different root causes and code paths: int4 quantization OOM vs mmap on Strix Halo." + "reason": "Both involve memory/OOM, but the causes are different (int4 reserved memory vs mmap on Strix Halo)." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` bug family; 45276 is a Gemma4-specific manifestation of the generic output-embedding propagation failure." + "reason": "Same resize_token_embeddings regression; 45276 is a model-specific manifestation, 45292 is the generic report." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode issue is unrelated to the Qwen3.5 NaN/SDPA fallback regression." + "reason": "Different bugs: gradient checkpointing in eval mode vs RLHF NaN explosion from 3D position_ids / SDPA fallback." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." + "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM report." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "Different loading/offloading failures with no clear shared concrete code path." + "reason": "Both concern loading/offloading, but one is meta-device model loading and the other is saving a disk-offloaded model." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both tokenizer-related, but one is BPE marker handling and the other is `continue_final_message` behavior in `mistral_common` tokenizers." + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message on mistral_common are different code paths." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on `s_aux=None` is a different bug from Gemma4 FSDP2 shared-key/value state rebuilding." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "Separate issues: GLM-4.7-Flash loading tests vs Qwen3.5 save_pretrained regression." + "reason": "Different failures in different modules: flash_attention sink-less crash vs Gemma-4 FSDP2 shared_kv_states error." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model initialization in notebooks is not the same as failing to handle `extra_state` in save/load." + "reason": "Custom model initialization in notebooks is not the same bug as extra_state save/from_pretrained handling." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both are version-related regressions, but they affect different subsystems and likely different fixes." + "reason": "Different torch-version issues: a version incompatibility claim vs a bf16 compilation regression in Sam3." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions affecting different models and APIs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is file-permission propagation and the other is wrong module resolution after saving." + "reason": "Both involve save_pretrained/from_pretrained for custom models, but one is about file permissions and the other about loading the wrong module." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying `resize_token_embeddings` propagation bug; 45335 is a T5Gemma-specific variant affecting `decoder.embed_tokens`." + "reason": "Same underlying resize_token_embeddings bug: embeddings are not propagated to other tied outputs/decoder embeddings." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap memory usage." + "reason": "Storage lookup failure for Float8 tensors is unrelated to the mmap OOM issue." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Tokenizer vocab special-token mismatch is not the same as the ScandiBERT model-loading failure." + "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage is unrelated to Trainer checkpoint-resume `max_steps` calculation." + "reason": "Custom model init breaks in Transformers 5.0, while the other is a Trainer resume_from_checkpoint max_steps miscalculation." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Torch compatibility/OOM issue is unrelated to the autocast dtype mismatch on Phi-tiny-MoE." + "reason": "Possible related tokenizer loading problems, but the evidence is too broad to call them the same underlying bug." }, { "left": "issue:46894", "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug: both indicate labels are shifted incorrectly during loss computation." + }, + { + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "These look like similar double-shift bugs, but they are in different models and there is no evidence they are the same code path." + "reason": "Torch compatibility and YOLO multi-GPU device_map failures are different issues." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Token-ID conversion slowdown is a performance regression; CodeLlama leading-space loss is a correctness regression." + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip bug are distinct." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a different tokenizer bug from slow `convert_tokens_to_ids`." + "reason": "Wrong token IDs for Granite models is unrelated to slow convert_tokens_to_ids behavior." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to YOLO multi-GPU `device_map=\"auto\"` failure." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different code paths." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache `linear_attention` crash is a different concrete failure from non-template-node compilation." + "reason": "PagedAttentionCache linear_attention crash is not the same as a compile non-template-nodes TypeError." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Compiled `flex_attention` on torch >= 2.9 is unrelated to Gemma4 PLE device mismatch." + "reason": "Torch compatibility issues are different from the Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenizer-version drift are different issues." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch compatibility regression is unrelated to Mistral-3 dtype mismatch between preprocessor and model." + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization behavior change." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern Transformers 5.0 custom-model breakage, but one is `base_model_prefix` loading and the other is notebook-defined model initialization." + "reason": "Both are Transformers 5.0 breakages, but they affect different loading/init paths and are not the same bug." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape mismatch are different bugs." + "reason": "Video input regression and mask/tensor shape mismatch are unrelated failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." + "reason": "Float8 storage lookup failure is unrelated to the non-template-nodes compile TypeError." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline behavior and `from_pretrained` inside Python classes are unrelated." + "reason": "Whisper pipeline behavior is unrelated to from_pretrained inside Python classes." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The accepted duplicate calls are well supported by the titles: the resize_token_embeddings cluster and the training-loss double-shift pair. The rejected pairs are framed narrowly and do not overstate identity. No PR-pair mergeability concerns apply here." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -3188,10 +3172,10 @@ "soft_pairs": [ "issue:40990|issue:47331", "issue:44164|issue:45759", - "issue:43994|issue:44079", "issue:36032|issue:43452", - "issue:43901|issue:44509", + "issue:43994|issue:44079", "issue:44265|issue:44898", + "issue:43901|issue:44509", "issue:44991|issue:45081", "issue:46050|issue:46326", "issue:43906|issue:46326", @@ -3199,37 +3183,37 @@ "issue:43906|issue:44530", "issue:39404|issue:44912", "issue:45823|issue:46899", - "issue:44756|issue:47333", "issue:44164|issue:46821", "issue:43596|issue:44683", + "issue:44756|issue:47333", "issue:43856|issue:44756", "issue:44488|issue:44987", "issue:44488|issue:45081", - "issue:45479|issue:46894", - "issue:36032|issue:42915", "issue:43632|issue:47050", - "issue:43299|issue:43931", + "issue:36032|issue:42915", + "issue:45479|issue:46894", "issue:43746|issue:47331", + "issue:43716|issue:45084", + "issue:43299|issue:43931", "issue:43611|issue:43644", "issue:45479|issue:46897", - "issue:43716|issue:45084", "issue:42796|issue:43404", "issue:44462|issue:46489" ], - "prepared_review_unit_hash": "08264b15d30197ee5cccb3859d62f128981acf9249afb9ec20725578055b347c", + "prepared_review_unit_hash": "0e2e0500194053a39d0c2f3b1cc29c07760cfdbb2afa831b1509a9e65630c21c", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36656, + "serialized_chars": 36654, "estimated_input_tokens": 9164, "estimated_eval_tokens": 18584 }, @@ -3238,186 +3222,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers regression reports. The soft pairs share broad subsystems (tokenizer loading, model loading, quantization, docs, etc.) but not the same concrete bug or fix path, so none should be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s recurring v5 load-path regression theme, but it only weakly anchors the set because the rest are mostly separate bugs.", + "summary": "Heterogeneous set of mostly unrelated bug reports. I did not find any soft pair that looks like the same underlying issue, so all proposed merges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items span distinct regressions in tokenizers, model loading, quantization, export, docs, and training behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most general, reusable issue if one artifact must stand in for the cluster; it describes a clear model-loading breakage and is broader than the model-specific reports.", + "best_issue_reason": "No global best issue for this set; 43611 is the broadest v5-loading regression, but it does not represent the rest of the cluster well enough to serve as an umbrella.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "Different failure domains: perplexity evaluation on gpt-oss vs Metal quantized batched generate corruption. No shared code path or fix." + "reason": "Different failures: gpt-oss perplexity on WikiText-2 vs MetalConfig batched quantized generate corruption." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Both involve save/load APIs, but one is extra_state serialization and the other is unwrapping composite text_config for from_config. Distinct bugs." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "One is model/pipeline output quality for siglip2, the other is ModelOutput key assignment with None values. Too different to be the same bug." + "reason": "Different code paths: extra_state save/load handling vs unwrapping text_config in composite Qwen multimodal configs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both are loading-related, but T5Tokenizer add_special_tokens conflict and gguf_file handling in from_pretrained are unrelated code paths." + "reason": "Tokenizer init conflict with add_special_tokens is unrelated to gguf_file loading in AutoTokenizer/AutoModel." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Documentation mismatch vs removed pipeline-task docs. Same docs area, but not the same underlying change or bug." + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment bugs are different problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different features and failures: torch.export with torch_compilable_check vs Perceiver non-default resolution interpolation. No shared fix." + "reason": "Different export/classification paths: torch_compilable_check export failure vs Perceiver interpolate_pos_encoding image classification failure." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different text and different pipeline-task deprecations." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but for different models and different mechanisms (tokenizer load failure vs Mistral regex patch crash)." + "reason": "Different tokenizer bugs: est-roberta loading vs Mistral regex patch crashing on backend_tokenizer access." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption via sinq is unrelated to continue_final_message behavior on mistral_common tokenizers." + "reason": "Quantized save/load breakage is not the same as continue_final_message behavior for mistral_common tokenizers." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of an earlier issue is not the same as the tokenizer continue_final_message bug; different symptoms and layers." + "reason": "One is a reproduction of issue #38071; the other is a tokenizer continue_final_message bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked LM prediction regression and EMBEDDIA tokenizer loading failure are separate model-specific issues." + "reason": "CamemBERT masked-LM prediction regression is unrelated to est-roberta tokenizer loading." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of a previous issue vs PagedAttentionCache linear_attention crash. No concrete overlap." + "reason": "Isolated reproduction of #38071 does not match the PagedAttentionCache linear_attention crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression and gpt-oss MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline return_language regression is unrelated to gpt-oss MXFP4 quantization falling back to bf16." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both mention multimodal models, but one is device mismatch with auto device_map and the other is unsafe dtype cast in 4-bit quantized embedders." - }, - { - "left": "issue:44756", - "right": "issue:47333", - "accept": false, - "reason": "Disabling mmap to avoid OOM is unrelated to saving a disk-offloaded model. Different lifecycle and code path." + "reason": "Same model family, but different root causes: device_map auto placement vs unsafe dtype cast in 4-bit multimodal embedders." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError do not share the same bug mechanism." + "reason": "Extra_state save/load failure is unrelated to the TimesFM window_size AttributeError." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3 init index error and compiled flex_attention failure are distinct runtime problems." + "reason": "DeepSpeed zero3/BertModel index error is a different failure from compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM mitigation and disk-offloaded Qwen3 save failure are different memory/offload bugs." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory efficiency in Qwen3 MoE is not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "Both mention memory, but one is MoE training memory use and the other is hardware-specific mmap OOM avoidance." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but on different models and likely different root causes; not mergeable as one fix." + "reason": "Different model-loading failures for different repositories and different breakages." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different affected models and different failure points: generic load failure vs tokenizer regex patch crash." + "reason": "sleng-bert loading failure is unrelated to the Mistral tokenizer regex crash." }, { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "Zero-loss classification bug is unrelated to the training-loss double-shift pattern in CohereASR." + "reason": "HF initialization flag regression is unrelated to CanineModel fp16 ONNX attention dtype mismatch." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated loading/configuration bugs." + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config loading failure." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "_is_hf_initialized flag breakage and ONNX fp16 attention dtype mismatch are separate issues with different code paths." + "reason": "Single-label zero-loss classification bug is not the same as CohereASR's double-shift training-loss bug." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "Both are Qwen3-VL load errors, but one is a generic v5 breakage for Qwen3VL MoE models and the other is a specific weight-shape mismatch. Not the same concrete bug." + "reason": "GraniteSpeech PEFT checkpoint loading and MetalConfig batched quantization corruption are unrelated." }, { - "left": "issue:43746", - "right": "issue:47331", + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to template compilation TypeError." + }, + { + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "PEFT adapter local checkpoint loading and MetalConfig batched quantized generate corruption are unrelated." + "reason": "Both involve Qwen3-VL, but one is a v5 loading regression and the other is a weight-shape mismatch on a specific checkpoint." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization. Different failures, different fixes." + "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization; distinct bugs." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Same broad training-loss area, but this is a single-label zero-loss bug vs Florence2 double-shift. Not the same code path." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Image preprocessor dtype mismatch in Mistral-3 and template compilation error are unrelated." + "reason": "Different model families and different implementations of the loss bug; not the same concrete issue." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different bugs." + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Mistral3 lm_head weight tying." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring tokenizer.json in AutoTokenizer and DeepSeek-Coder tokenizer output regression are related only at a high level; root causes differ." + "reason": "AutoTokenizer ignoring tokenizer.json is a different bug from DeepSeek-Coder tokenizer output regression on v5." } ] }, @@ -3494,20 +3478,20 @@ "issue:46285|issue:46402", "issue:43541|issue:45084", "issue:44451|issue:44987", - "issue:43873|issue:47331", "issue:42915|issue:44530", - "issue:43643|issue:44530", + "issue:43873|issue:47331", "issue:40990|issue:43421", + "issue:43643|issue:44530", "issue:36032|issue:43645", "issue:40444|issue:46326", "issue:34567|issue:40444", + "issue:44737|issue:45859", "issue:39404|issue:44671", "issue:43644|issue:43646", - "issue:44737|issue:45859", "issue:42175|issue:46178", - "issue:44206|issue:44220", "issue:44987|issue:44991", "issue:43582|issue:43632", + "issue:44206|issue:44220", "issue:45084|issue:45507", "issue:43452|issue:43482", "issue:43482|issue:47312", @@ -3515,19 +3499,19 @@ "issue:44811|issue:45584", "issue:43746|issue:46326", "issue:43262|issue:47331", + "issue:43208|issue:47013", "issue:44403|issue:45081", "issue:43317|issue:43482", - "issue:43208|issue:47013", "issue:43645|issue:46661" ], - "prepared_review_unit_hash": "b132e41a86fcfdf5f60222161112d0db1ce575f6a450990fbef04e40599206b3", + "prepared_review_unit_hash": "8da3bdda165ef06a3536193520633072e304ebee39bf3296390ecef180a524f1", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, @@ -3542,192 +3526,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers regressions that share a loose \u201cv5/loading/model backend\u201d theme. I only see one likely true duplicate pair in the GGUF loading area; the rest look like distinct bugs in different models, backends, or code paths.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 43452 is the best representative because it describes the broader GGUF/from_pretrained loading regression, which is the clearest shared code path in the only plausible duplicate subcluster.", + "summary": "This set is mostly heterogeneous v5/regression reports, not a single tight duplicate cluster. I only see two plausible duplicate pairs: GGUF loading regressions and an audio feature-extraction crash path.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed report here and has the strongest evidence of being a central standalone bug rather than a narrow one-off.", "canonical_pr_reason": null, - "best_issue_reason": "43452 is the strongest global issue candidate: broad, concrete, and likely to subsume the more model-specific GGUF loading report.", + "best_issue_reason": "issue:43873 is the best overall representative issue in this set because it is broad, high-signal, and has the most inbound attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different subsystems: tokenizer mapping logic vs compiled flex_attention on torch 2.9." + "reason": "Different subsystems: tokenizer-mapping bug vs compiled flex_attention regression." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model classes and failures: CLIP structure inconsistency vs Sam3 text encoder weights not loading." + "reason": "Different model families and failures: CLIP structure inconsistency vs Sam3 text-encoder loading." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Both mention runtime/compile problems, but the concrete failures and code paths are unrelated." + "reason": "Both are runtime/compile errors, but the concrete code paths and symptoms are unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but they involve different models and likely different tokenizer/model registry bugs." - }, - { - "left": "issue:43873", - "right": "issue:47331", - "accept": false, - "reason": "Quantization/offload theme only; one is offloading behavior, the other is a Metal batched-generate corruption bug." + "reason": "Both are load failures, but the affected models and likely root causes differ." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen variants and different failures: FP8 config vs paged attention cache/group type error." + "reason": "Both mention Qwen, but one is FineGrainedFP8Config and the other is a PagedAttentionCache/linear_attention crash." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:43873", + "right": "issue:47331", "accept": false, - "reason": "AutoConfig remote-code field loss is a separate bug from Qwen3.5 paged attention cache crashes." + "reason": "Both involve quantization/offload, but one is generic offloading behavior and the other is a specific Metal batched-generate corruption bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity anomaly vs runtime special-token post-processor update; no shared code-path evidence." + "reason": "Perplexity/debugging issue vs tokenizer post-processor update behavior; no same underlying bug evident." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Remote-code config loading vs Qwen3.5 PagedAttentionCache crash are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer class-name conflict vs custom model initialization in notebooks are distinct regressions." + "reason": "Tokenizer method-name conflict vs custom model initialization in notebooks are different failures." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different domains and failures: multimodal finetuning dataset handling vs mistral_common chat-template behavior." + "reason": "Different multimodal tokenizer/training paths with no shared concrete bug shown." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting bug is unrelated to Qwen2.5-VL iterable dataset multi-image failures." + "reason": "Trainer token counting vs Qwen2.5-VL dataset handling are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but XLNet positional encoding and Qwen3_5Moe rotary embedding are distinct code paths." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT MLM prediction issues are unrelated." + "reason": "Whisper pipeline behavior vs CamemBERT masked LM predictions are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "Both touch device placement, but they affect different models and different forward-pass logic." + "reason": "Both are v5 regressions, but one is about junk-filled buffers and the other about custom model initialization; not the same concrete bug." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both concern backend registration/install behavior, but the concrete backend problems differ." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio-feature related, but the titles point to different failures and no shared bug is explicit." + "reason": "Packaging/backend-mapping issues, but one is missing tensorflow in an extra and the other is an invalid tensorflow_text backend entry." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Same broad tokenizer-loading theme, but different models and no evidence of the exact same regression." + "reason": "Both are tokenizer/model loading failures in v5, but they appear model-specific rather than the same bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "AppleSilicon allocator TypeError vs _is_hf_initialized regression are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path failing around _torch_extract_fbank_features / unsupported center handling." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different objects and failures: template-node compilation vs GraniteMoEHybrid method dispatch." + "reason": "Template compilation error vs GraniteMoEHybrid invalid-method call are different failure modes." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both are GGUF/from_pretrained loading regressions; one is the broad API breakage and the other a model-specific manifestation, so they plausibly share the same fix." + "reason": "Both describe the same GGUF loading regression in transformers v5; one is generic from_pretrained/gguf_file breakage and the other is a model-specific manifestation." }, { "left": "issue:43482", "right": "issue:47312", "accept": false, - "reason": "GGUF loading failure is unrelated to a generic kernels 0.16 incompatibility report." + "reason": "GGUF loading regression vs kernel compatibility issue; different bugs." }, { "left": "issue:43582", "right": "issue:47331", "accept": false, - "reason": "Apple Silicon allocator warmup and Metal quantized batched generation corruption are different code paths." + "reason": "AppleSilicon caching allocator error vs Metal quantization corruption are different code paths." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper token handling, but one is decode skipping and the other is empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens behavior and the other is empty transcription after align_special_tokens." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT adapter local checkpoint loading and mistral_common continue_final_message are unrelated issues." + "reason": "PEFT checkpoint loading vs continue_final_message tokenizer behavior are unrelated." }, { "left": "issue:43262", "right": "issue:47331", "accept": false, - "reason": "Audio processor sampling-rate defaulting and Metal quantization batch corruption are unrelated." + "reason": "Audio processor sampling-rate defaulting vs Metal quantization batch corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM-related, but one is a trio of training bugs and the other is a specific return_last_states=False crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash are different problems." + "reason": "Generic loading noise vs Mistral regex patch crash are not the same underlying issue." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantized-model loading is not the same bug as GGUF model loading failure." - }, - { - "left": "issue:43208", - "right": "issue:47013", - "accept": false, - "reason": "Both are xLSTM, but one is a set of three training bugs and the other is a specific train-mode state unpacking crash." + "reason": "Dequantized model offload failure vs GGUF loading failure are different problems." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Custom model initialization in notebooks is separate from remote-code AutoModel config_class failures." + "reason": "Custom model initialization in notebooks vs remote-code config_class error are distinct initialization paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft pair, issue:43452 vs issue:43482, is plausibly the same GGUF/from_pretrained loading regression and could be fixed by one PR. The rejections are also suitably cautious and do not overclaim duplicate status from vague thematic overlap." + "feedback": "The summary is grounded in the packet: issue:43873 is a reasonable canonical/best representative based on its generic title, high discussion, and inbound references. The soft-edge verdicts are mostly conservative and the two accepted pairs are plausibly the same bug family based on the titles alone. I do not see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -3743,8 +3727,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -3768,10 +3752,11 @@ "issue:43742", "issue:43792", "issue:43819", - "issue:43883", + "issue:43872", "issue:43994", "issue:44008", "issue:44062", + "issue:44220", "issue:44265", "issue:44291", "issue:44403", @@ -3779,10 +3764,10 @@ "issue:44464", "issue:44466", "issue:44479", - "issue:44488", "issue:44534", "issue:44589", "issue:44610", + "issue:44683", "issue:44849", "issue:44877", "issue:44987", @@ -3803,8 +3788,8 @@ "issue:44987|issue:45081", "issue:43262|issue:43377", "issue:42915|issue:44291", - "issue:28530|issue:34567", "issue:36032|issue:43742", + "issue:28530|issue:34567", "issue:43377|issue:43819", "issue:44062|issue:44987", "issue:43404|issue:44466", @@ -3815,214 +3800,227 @@ "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:44265|issue:44610", + "issue:44008|issue:46899", "issue:45923|issue:47254", - "issue:44464|issue:45987", "issue:44479|issue:45325", - "issue:44008|issue:46899", + "issue:44464|issue:45987", "issue:43322|issue:43540", - "issue:43425|issue:44403", "issue:43632|issue:46821", "issue:43089|issue:45987", + "issue:43425|issue:44403", "issue:43296|issue:43531", "issue:40444|issue:45325", - "issue:43883|issue:44488" + "issue:44220|issue:44683", + "issue:43872|issue:44291" ], - "prepared_review_unit_hash": "d3985a02d708fce8c46b47990ea315938897e01085a2ee4340ef9378b4de3438", + "prepared_review_unit_hash": "65bb2145487be7243b16f8b2c61f4d04f89e95fdc4efa40c6c070abf83ca81cc", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35907, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36779, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous; most pairs are only superficially similar by subsystem or keyword and do not look like the same underlying bug. I found no duplicate pair with enough evidence to merge confidently.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous, but the strongest repeated theme is Transformers v5 initialization-compatibility regressions around `_is_hf_initialized` / `init_empty_weights`; no soft pair looks like a true duplicate, and there are several unrelated issue subclusters.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44291 is the clearest, most general representative of the `_is_hf_initialized`/model-init compatibility break that also appears in nearby issues like 43872 and 43632.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "44291 has the broadest root-cause framing and is easiest to use as the cluster representative for the shared v5 initialization regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Both are model-loading/runtime failures, but they involve unrelated models and failure modes (Whisper cannot run vs YOLO multi-GPU device-map issues)." + "reason": "Different models and failure modes: Whisper cannot run vs YOLO multi-GPU device-map auto failure." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different bugs: Qwen3Moe FP8 config failure vs a Jinja/template compilation TypeError. Same broad v5-era context only." + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs template compilation error." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization behavior; not the same code-path bug." + "reason": "Both are v5-related, but one is custom model initialization breakage and the other is non-persistent buffer corruption; not the same bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Unrelated loader failures: physical-intelligence/fast import breakage vs Mistral tokenizer regex patch crash." + "reason": "Different code paths: loading physical-intelligence/fast vs Mistral tokenizer regex patching." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both touch audio processing, but one is chat-template sampling-rate defaulting and the other is MIMI batching/padding-mask mismatch." + "reason": "Audio chat-template sampling-rate default bug vs MIMI encoder batching/padding-mask mismatch." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 config failure vs init_empty_weights/_is_hf_initialized argument incompatibility." + "reason": "Both mention loading/config issues, but the concrete problems differ: FP8 config failure vs `_is_hf_initialized` init-argument incompatibility." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Completely different trainer features: early-stopping metric selection vs num_input_tokens_seen not updating." + "reason": "Tokenizer method-name conflict is unrelated to a key error loading a specific model." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Different tokenizer/model load failures with different symptoms and likely different root causes." + "reason": "Training early-stopping metric handling vs token-count tracking; unrelated trainer issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model issues, but one is batching/padding-mask support and the other is DAC.from_latents vs forward mismatch." + "reason": "Different multimodal/audio bugs: batching parity in MIMI encoder vs DAC latent decoding mismatch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizers AddedToken special-arg conflict is unrelated to loading physical-intelligence/fast." + "reason": "Tokenizer AddedToken keyword collision vs model loading failure for a specific checkpoint." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Close thematically, but one is an untied lm_head in Mistral3ForConditionalGeneration while the other is inconsistent serialization depending on device; not clearly the same bug." + "reason": "Weight tying bug in a model class vs inconsistent lm_head serialization depending on device." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model/tokenizer load failures; only share a tokenization-related theme." + "reason": "Generic model loading failure vs tokenizer regex patch crash; no shared underlying defect." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different subsystems: SigLIP2 output quality/pipeline behavior vs OmDet-Turbo image-size preprocessing mismatch." + "reason": "Different vision model problems: nonsensical outputs vs processor/model input-size mismatch." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Related Qwen multimodal family, but one is output_hidden_states behavior and the other is temporal position-id scaling in Qwen2.5-VL." + "reason": "Output-hidden-states bug in Qwen3.5 vs rope-index scaling bug in Qwen2.5-VL." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 config vs missing Float8 storage object." + "reason": "FP8 config failure is unrelated to float8 storage lookup error." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Different bugs: T5 tokenizer method-name conflict vs Qwen3 auto device map cuda assert." + "reason": "Tokenizer loading error vs Qwen3 auto device-mapping cuda assert; different failures." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Same general area of model/config handling, but sliding_window behavior and strict config validation are distinct issues." + "reason": "Qwen3-MoE sliding-window behavior vs strict-config loading rejection; not the same bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet-Turbo processor size mismatch." + "reason": "torch.export export failure via torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." }, { - "left": "issue:45923", - "right": "issue:47254", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a missing capability flag and the other is a DeepSpeed/PEFT checkpoint runtime error." + "reason": "Different multimodal models and causes: Gemma3n variable collision vs Gemma4 unsafe dtype cast under 4-bit quantization." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:45923", + "right": "issue:47254", "accept": false, - "reason": "Different code paths: compiled chunked generation inconsistency vs StaticCache return-type contract." + "reason": "Missing supports_gradient_checkpointing flag is unrelated to a PEFT+DeepSpeed checkpointing error." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Potentially related Qwen multimodal regressions, but one is broad video-input breakage across several models while the other is a specific still-image temporal-position scaling bug; not enough to merge." + "reason": "Video input regression across Qwen variants vs still-image rope-index scaling bug; separate code paths." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a variable-name collision in Gemma3n forward and the other is unsafe dtype casting in Gemma4 quantization." + "reason": "Chunked generation inconsistency under compiled forward is not the same as StaticCache get_seq_length returning the wrong type." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal loading/processing failures for different model families and different error types." + "reason": "Llava Next loading segfault vs Qwen3OmniMoe video-input ValueError; distinct multimodal load/processing failures." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Torch version compatibility vs loading-noise/reporting issue; no common underlying bug." + "reason": "Transformers v5 `_is_hf_initialized` breakage is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and cache-length return type are unrelated." + "reason": "Generation performance overhead and GPU syncs are unrelated to StaticCache length return-type bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as noisy model-loading logs." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different failures in different model families; only broad v5-era regression similarity." + "reason": "PaddleOCR-VL loading failure vs Qwen3-MoE sliding-window issue; different models and root causes." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is temporal position scaling in inference; not the same bug." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL rope-index scaling." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "_torch_extract_fbank_features issue is unrelated to compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43872", + "right": "issue:44291", "accept": false, - "reason": "Unrelated load failures: missing all_tied_weights_keys on MolmoForCausalLM vs model loading failure for cjvt/sleng-bert." + "reason": "These are related in theme, but not the same concrete bug: bitsandbytes constructor incompatibility vs broader init_empty_weights/_is_hf_initialized loading failure." } ] }, @@ -4067,20 +4065,20 @@ "issue:43746", "issue:43792", "issue:43856", - "issue:43872", "issue:43883", "issue:44079", - "issue:44220", + "issue:44265", "issue:44291", "issue:44403", "issue:44462", + "issue:44488", "issue:44534", "issue:44568", "issue:44589", - "issue:44683", "issue:44756", "issue:44811", "issue:44991", + "issue:45072", "issue:45081", "issue:45216", "issue:45357", @@ -4096,210 +4094,198 @@ "issue:46899" ], "soft_pairs": [ - "issue:44220|issue:44683", - "issue:43872|issue:44291", + "issue:43883|issue:44488", "issue:43611|issue:44534", - "issue:45216|issue:45357", "issue:44991|issue:46315", - "issue:44403|issue:44991", "issue:43716|issue:46899", + "issue:45216|issue:45357", + "issue:44403|issue:44991", "issue:42796|issue:43746", "issue:45812|issue:46491", "issue:44291|issue:44589", "issue:43381|issue:45923", - "issue:33666|issue:40444", "issue:43792|issue:44589", + "issue:33666|issue:40444", "issue:40990|issue:44811", "issue:43632|issue:44756", "issue:42796|issue:46710", "issue:43531|issue:44291", "issue:35707|issue:40444", - "issue:43883|issue:44991", "issue:44079|issue:45663", + "issue:43883|issue:44991", "issue:41720|issue:45081", "issue:43482|issue:43525", "issue:43421|issue:44568", - "issue:42175|issue:45542", "issue:43296|issue:46821", "issue:42175|issue:43296", + "issue:42175|issue:45542", "issue:44462|issue:45812", - "issue:43317|issue:43856", "issue:44079|issue:44534", + "issue:43317|issue:43856", "issue:43482|issue:45538", - "issue:43611|issue:43646" + "issue:43611|issue:43646", + "issue:44265|issue:45072" ], - "prepared_review_unit_hash": "cd1dbe3adedaa5aff4d6d44234c18f7ca16a0827369c85321492be204405c366", + "prepared_review_unit_hash": "12f771bc243cda319a5677c78428d09b526ff91c2fc9946151d92248e46c647f", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37025, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 37075, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive mega-cluster: it mixes several unrelated Transformers v5 regressions (model loading/init, tokenizer behavior, multimodal dtype issues, packaging, and training). Only a couple of issue pairs look like true duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 loading/init regressions. It\u2019s a better anchor than the more symptom-specific reports, though the cluster is too heterogeneous for a perfect canonical issue.", + "summary": "This cluster is mostly heterogeneous: tokenizer-loading regressions, multimodal training issues, model init/load bugs, and backend/install problems. Only the Qwen3.5 save_pretrained pair looks like a clear duplicate family.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45216 is the clearest duplicate anchor because 45357 is a follow-up of the same Qwen3.5 save_pretrained regression; the rest of the set is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the most central and reusable issue for the shared v5 model-loading regression family in this set.", + "best_issue_reason": "Issue 45812 is the strongest standalone representative overall: it describes a broad silent v4\u2192v5 regression affecting all Granite models and has multiple inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Different failures: fbank feature extraction vs compiled flex_attention on torch>=2.9." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying Transformers v5 regression around the new `_is_hf_initialized` argument breaking empty-weight/model init paths and bitsandbytes compatibility." + "reason": "Different failures: missing all_tied_weights_keys vs model load failure; no clear same code path." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Unrelated bugs: base_model_prefix loading regression vs non-persistent buffer junk values." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression corrupting visual encoder keys across versions." + "reason": "One is a model-loading regression, the other is non-persistent buffer initialization; unrelated bugs." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both tokenizer regressions, but they hit different code paths and symptoms: loading failure vs slow convert_tokens_to_ids." + "reason": "Tokenizer load failure vs convert_tokens_to_ids performance regression; different symptoms and likely different fixes." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "No shared underlying bug: generic loading noise vs tokenizer loading failure for a specific model." + "reason": "Both are dtype-related multimodal issues, but on different models and with different root causes." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; the second issue is a residual manifestation involving visual encoder keys." + }, + { + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Both are multimodal dtype problems, but for different models and different concrete paths; too broad to call duplicates." + "reason": "Noise on loading vs tokenizer loading failure; not the same underlying bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated." + "reason": "Tokenizer BPE marker handling and PEFT/local-checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different models: wrong IDs for Granite vs leading-space round-trip on CodeLlama." + "reason": "Granite AutoTokenizer regression and CodeLlama leading-space round-trip bug are different tokenizer issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument and Float8 storage lookup failure are separate issues." + "reason": "init_empty_weights/_is_hf_initialized vs Float8 storage lookup; different breakages." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag." + "reason": "Eval-mode gradient checkpointing constraint vs missing supports_gradient_checkpointing flag; separate issues." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Different Qwen2-VL/Qwen2.5-VL training failures with different triggers." + "reason": "Whisper run failure and Float8 storage lookup error are unrelated." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Whisper runtime failure vs Float8 storage type error are unrelated." + "reason": "Both are Qwen2-VL training-related, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning; not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression and Whisper batch_decode behavior are unrelated." + "reason": "Perplexity regression on gpt-oss vs Whisper batch_decode special-token handling; unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "One is a Transformers v5 init-flag regression; the other is an mmap OOM mitigation on Strix Halo." + "reason": "_is_hf_initialized flag regression vs mmap/OOM workaround; no shared fix path." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and downstream accuracy regression are not the same bug." + "reason": "Tokenizer BPE marker bug and DeepSeek accuracy regression are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `_is_hf_initialized` init errors." + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights argument mismatch; different code paths." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with past_key_values vs multi-image IterableDataset finetuning are different problems." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Missing all_tied_weights_keys and tokenizer loading failure are unrelated." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states issue; unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Model attribute error vs tokenizer loading regression; not the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-map cuda assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "Qwen3 auto device map cuda assert and Mistral regex patch crash are different failures." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different v5 breakages affecting different model/config paths." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate model-load problems." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a specific BOS/EOS addition regression." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Same broad TensorFlow packaging area, but not the same concrete bug." + "reason": "Runtime special-token post-processor update bug vs add_special_tokens not adding BOS/EOS for one tokenizer; related area but not clearly the same underlying issue." }, { "left": "issue:43296", @@ -4311,43 +4297,55 @@ "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend issue vs model load failure for a different stack." + "reason": "TensorFlow backend packaging issue vs model load failure; different problems." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-id regression are different tokenizer issues." + "reason": "Install/backend packaging issue vs undefined tf backend error; not the same concrete bug." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "device_map offload loading failure and Qwen3 MoE training memory inefficiency are unrelated." + "reason": "Tokenizer.json lookup bug and Granite wrong-token-IDs regression may be related, but the titles do not show the same concrete failure path strongly enough." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping and buffer initialization junk are different code paths." + "reason": "ModelOutput key assignment vs non-persistent buffer junk; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading bug vs Qwen3 MoE training memory inefficiency; different issues." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "GGUF loading failure vs CLIPTokenizer model_max_length default; unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 loading/init regressions, but the titles point to different concrete failure modes; not enough to merge as the same bug." + "reason": "Both are Transformer v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not enough evidence they are the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/exportability bug vs bfloat16 dtype mismatch CI issue; different code paths and fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The cluster is indeed heterogeneous, and the two accepted duplicate pairs are the only ones that look plausibly mergeable as the same bugfix from the titles alone. The canonical/best-issue choice is reasonable as a central representative of the v5 loading/init regression family, without overstating cohesion across the rest of the set." + "feedback": "The summary is grounded in the packet and stays conservative. The chosen representatives are well supported by titles and inbound references, and the only accepted soft-edge pair (45216/45357) looks like a plausible same-bug follow-up. The other pair rejections are cautious and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -4376,6 +4374,7 @@ "issue:42617", "issue:42796", "issue:42915", + "issue:42947", "issue:43257", "issue:43262", "issue:43377", @@ -4400,7 +4399,6 @@ "issue:44509", "issue:44829", "issue:44877", - "issue:45072", "issue:45325", "issue:45357", "issue:45381", @@ -4419,17 +4417,16 @@ ], "soft_pairs": [ "issue:44509|issue:46909", - "issue:44265|issue:45072", "issue:45325|issue:45834", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:40444|issue:45381", "issue:44291|issue:44877", - "issue:43493|issue:43994", "issue:45325|issue:45381", + "issue:43493|issue:43994", "issue:43818|issue:46402", - "issue:40444|issue:47217", "issue:43454|issue:44466", + "issue:40444|issue:47217", "issue:43818|issue:45357", "issue:43873|issue:45701", "issue:43701|issue:45325", @@ -4442,249 +4439,246 @@ "issue:43262|issue:43746", "issue:35707|issue:41720", "issue:34634|issue:35707", - "issue:44186|issue:44265", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:42617|issue:42915", "issue:45823|issue:46821", "issue:43257|issue:45923", - "issue:42796|issue:46209", - "issue:43454|issue:45072" + "issue:40990|issue:42947", + "issue:42796|issue:46209" ], - "prepared_review_unit_hash": "da4f4189c23542c15c98fa6351bee3dfc4f33fcd21e789131f9ff81cce0ca1ac", + "prepared_review_unit_hash": "9fc24cbb4fa861a59553cc5094cfbab3e5696ae365ac93a9945c3e98a5c8d878", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37813, - "estimated_input_tokens": 9454, - "estimated_eval_tokens": 19164 + "soft_pair_count": 32, + "serialized_chars": 37507, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs in audio, vision-language, tokenization, export, device-mapping, checkpointing, and docs. I do not see any duplicate pair that is the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated bugs across different models and subsystems. The only high-confidence duplicate pair is the SigLIP2 regression; the rest are distinct issues and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the only strong duplicate pair: it directly compares Hugging Face SigLIP2 behavior against the original JAX implementation and frames the bug precisely.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative; the set is too broad and no issue covers the same concrete failure mode as the others.", + "best_issue_reason": "issue:43493 is the best representative issue overall because it is the most specific and technically diagnostic report among the accepted duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation problems, but one is about removed pipeline task names and the other is a broken DIA example; different fixes." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "Export failure with torch_compilable_check is unrelated to bf16 dtype mismatches during inference." + "reason": "Both are documentation-related, but they target different docs problems: removed pipeline tasks vs a broken DIA example." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is a still-image RoPE scaling bug and the other is an OCR long-input index error." + "reason": "Different models and failures: Qwen2.5-VL rope/index handling vs Kosmos2.5 OCR long-input index errors." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different models and code paths: MIMI padding-mask batching bug vs Gemma3 sliding-window NaN embeddings." + "reason": "Different models and code paths: MIMI padding-mask batching bug vs Gemma3 mixed-length sliding-window NaNs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization junk and ModelOutput key assignment are separate implementation bugs." + "reason": "Unrelated bugs: junk-filled non-persistent buffers vs ModelOutput key assignment when a key was previously None." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are VL-related, but one is finetuning with multiple images per prompt and the other is a video position-id regression." + "reason": "Same model family, but different symptoms and input modes: multiple images per prompt vs wrong video position ids." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Init-empty-weights argument incompatibility is not the same as strict config rejection for granite_speech." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is an HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline result." + "reason": "Different loading/config issues: unexpected _is_hf_initialized in init_empty_weights vs strict config blocking granite_speech." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both concern position ids in Qwen VL models, but one is still-image temporal scaling and the other is video-input vision position ids." + "reason": "Both mention Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video input position ids; not enough to treat as the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation correctness problem: HF outputs are wrong compared with expected behavior and produce nonsensical inference results." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA missing temporal attention is unrelated to Sam3Model text encoder weights not loading." + "reason": "Different models and failures: Video-LLaVA temporal-attention/weight-sharing issue vs Sam3 text-encoder weights not loading." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both mention image placement in VL workflows, but the failures are different: multi-image finetuning vs placeholders in user text." + "reason": "Both involve lm_head/tied weights, but one is a generation bug and the other is a serialization/device-dependent save bug." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:40444", + "right": "issue:47217", "accept": false, - "reason": "Tie-weight/serialization behavior is related in theme, but one is failing to tie lm_head and the other is device-dependent serialization of an already tied weight." + "reason": "Both are VL-input issues, but the failures are different: multi-image prompt handling vs image placeholder placement in user text." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA architecture bug and Qwen3.5 visual-encoder key serialization bug are different problems." + "reason": "Different bugs: missing temporal attention / shared weights in Video-LLaVA vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior has nothing to do with tokenization changes across versions." + "reason": "Unrelated: quantization/offloading behavior vs tokenization changes across versions." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL RoPE/position-id scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training loss, but one is FlashAttention-3 degeneracy and the other is single-label classification with num_labels=1." + "reason": "Both are training degeneration reports, but one is flash_attention_3-related loss collapse and the other is the num_labels=1/single_label_classification zero-loss issue." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export failing on torch_compilable_check." + "reason": "Different failure modes: CPU offload device mismatch vs torch.export failing on torch_compilable_check." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and VL video vision_position_ids are different bugs." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen video vision-position-id bugs." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "The former is a Qwen VL video-input regression; the latter is a Gemma4 PLE device-mapping mismatch." + "reason": "Different models and problems: Qwen video-input regression vs Gemma4 PLE device mismatch." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and a window_size AttributeError are unrelated failures." + "reason": "Different runtime errors: autocast dtype mismatch vs TimesFM window_size AttributeError." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity on WikiText-2 and Whisper empty-transcription generation are different model/task bugs." + "reason": "Different symptoms and models: high perplexity on gpt-oss-20b vs Whisper empty-transcription generation failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech local checkpoint loading are separate issues." + "reason": "Audio chat-template sampling-rate default vs GraniteSpeech PEFT checkpoint loading are separate issues." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map cudaErrorAssert." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different code paths and bugs." + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and torch.export/torch_compilable_check failures are unrelated." + "reason": "Different models and failures: Qwen3 CUDA assert under auto device map vs Gemma4 PLE forward device mismatch." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both are device-mapping failures, but they affect different models and error modes." + "reason": "Tokenizer crashes are unrelated to torch.export failures in compiler-check code paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents not matching forward pass." + "reason": "CPU offload device mismatch and DAC.from_latents/STE mismatch are different bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied-weight loading/serialization and Bamba torch.compile SDPA failures do not share the same bug." + "reason": "Different model failures: tied-weight generation/serialization issue vs torch.compile SDPA failure." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "3d_parallel.py execution failure is unrelated to Qwen3MoE FP8Config loading/execution." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-map mismatch has nothing to do with TimesFM window_size AttributeError." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed and a missing gradient_checkpointing flag are different problems." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on Nemotron remote-code variant." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failing on B200." + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing being ineffective with PEFT LoRA." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "lm_head tie-weight behavior and bf16 dtype mismatches are different failure classes." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43493 with issue:43994, is supported by the titles and the stated SigLIP2 discrepancy. The remaining soft pairs are rejected with cautious, model- or bug-specific reasoning rather than overclaiming duplication. No mergeability concerns apply here because this is an issue-clustering judgment, not a PR-pair merge decision." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4709,7 +4703,6 @@ "issue:41720", "issue:42617", "issue:42915", - "issue:42947", "issue:43065", "issue:43295", "issue:43317", @@ -4751,238 +4744,238 @@ "issue:47317" ], "soft_pairs": [ - "issue:40990|issue:42947", + "issue:43454|issue:45072", "issue:44568|issue:45920", "issue:43377|issue:44610", - "issue:41553|issue:43582", "issue:36331|issue:42617", - "issue:43454|issue:43720", + "issue:41553|issue:43582", "issue:43317|issue:43873", - "issue:43749|issue:44534", - "issue:43572|issue:45759", + "issue:43454|issue:43720", "issue:41720|issue:43322", - "issue:43377|issue:44898", + "issue:43749|issue:44534", "issue:36331|issue:42915", + "issue:43572|issue:45759", "issue:44877|issue:44991", + "issue:43377|issue:44898", "issue:46305|issue:46315", "issue:41720|issue:44977", - "issue:43322|issue:46050", "issue:44387|issue:45704", "issue:41720|issue:42617", "issue:40990|issue:45701", + "issue:43322|issue:46050", "issue:43450|issue:45701", "issue:43873|issue:44756", "issue:44466|issue:45357", + "issue:45685|issue:46821", "issue:26413|issue:28530", + "issue:44451|issue:47020", "issue:44186|issue:45072", - "issue:45685|issue:46821", "issue:43295|issue:45701", "issue:46897|issue:47317", - "issue:44451|issue:47020", "issue:43065|issue:46402" ], - "prepared_review_unit_hash": "03d683f69a8fb7b75d4a63f52a0d45da5ed7fd96d7367ffda435c4220be7e80f", + "prepared_review_unit_hash": "0b93f21e3eeda7af69a0f2b9a31f86f208fa4aefd78de95e973852e695cf2440", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36337, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of distinct bugs across training loops, tokenizers, model loading, quantization/offloading, and model-specific regressions. The soft links are mostly superficial thematic matches, not true duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a safe canonical here; the items span unrelated failure modes and model families, so collapsing them would over-merge distinct bugs.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs share broad themes like loading, tokenization, or quantization, but they do not describe the same underlying bug/change. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the items span unrelated training, loading, tokenizer, multimodal, and quantization bugs.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:45701 is the broadest regression-style item, but it is still not a good canonical because the apparent overlaps are only loose tokenization/version similarity.", + "best_issue_reason": "issue:45920 is the broadest single representative item here (multi-model tokenizer regression), but it still does not unify the cluster into one duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Different problems: perplexity/eval quality vs gradient-checkpointing behavior in PEFT. No shared code-path bug." + "reason": "Different bugs: lm_head weight tying vs bfloat16 dtype mismatch in unrelated models/code paths." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer while the other returns wrong IDs across multiple models. Too different to merge." + "reason": "Both are tokenizer-related, but one is missing add_special_tokens behavior while the other is wrong token IDs across multiple models." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask bug and OmDet processor image-size mismatch are unrelated model/processor issues." + "reason": "Different domains and failures: MIMI batched padding-mask behavior vs OmDet-Turbo image input shape mismatch." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated issues: Trainer compute_loss API break vs failure to run a 3D parallel script." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer error-message issue and Apple Silicon TypeError are unrelated subsystems." + "reason": "Different subsystems: AutoTokenizer error messaging for Voxtral vs Apple Silicon allocator TypeError." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Trainer API incompatibility and a 3D parallel script failure are distinct failures with no common underlying bug." + "reason": "Both involve offloading/quantization, but they are distinct failures with different trigger conditions and code paths." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight-tying bug and BitNet packed-weight loading bug affect different models and code paths." + "reason": "Different model-loading bugs: weight tying in AyaVision vs unpacking packed BitNet weights during accelerate loading." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading regression. Not the same concrete defect." + "reason": "Both are load-time GPU failures, but they affect different models and manifest as different errors (cudaErrorAssert vs segfault)." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are separate loading/init regressions." + "reason": "Both touch loading/state handling, but one is broken FSDP CPU RAM efficient loading and the other is a non-persistent buffer serialization regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: custom Trainer loss signature break vs Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for multimodal configs are different config-handling bugs." + "reason": "Different config-loading problems: missing pad_token_idx vs failure to unwrap text_config in composite multimodal configs." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Different model failures: Qwen3 auto device mapping assert vs Llava Next segfault." + "reason": "Both are load failures, but one is strict config rejection and the other is tokenizer-loading failure for a different model family." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different root causes and models: MIMI padding-mask batching bug vs Perceiver non-default resolution handling." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer compute_loss signature regression and Qwen3Moe FP8 loading failure are unrelated." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Both are loading/config regressions, but one is strict config blocking granite_speech and the other is tokenizer loading for est-roberta. Different code paths." + "reason": "Different issues in different model classes: MIMI batching/padding-mask bug vs Perceiver non-default resolution handling." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Moonshine off-by-one masking and convert_tokens_to_ids performance regression are not the same bug." + "reason": "One is a streaming mask off-by-one correctness bug; the other is a tokenizer performance regression." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family, but one is a device-mapping crash and the other is flash-attention generation corruption. Different fixes." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Segfault on Llava Next load and sinq save/load breakage are distinct serialization/loading issues." + "reason": "Same model family, but not the same bug: device-mapping load assert vs flash-attention generation failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 OOM from reserved memory growth and an apex RMSNorm memory leak are unrelated memory problems." + "reason": "Different memory issues in different code paths: int4 CUDA reserved memory/OOM vs T5 apex RMSNorm leak." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-mapping crash and a 3D parallel script failure are different issues." + "reason": "Unrelated: Qwen3 auto device-map failure vs a 3d_parallel.py runtime problem." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model is not the same as a tokenizer-version behavior change." + "reason": "Different symptoms and likely causes: high perplexity on a specific eval vs tokenizer behavior changing across versions." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: Llava Next load-time segfault vs sinq quantization save/load corruption." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug and tokenization-version regression are unrelated." + "reason": "Video processor batching/shape bug is unrelated to tokenizer-version behavior changes." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading regression and Strix Halo mmap OOM are different memory-management problems." + "reason": "Both concern memory/offload behavior, but one is quantization offloading and the other is mmap OOM on a specific platform." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual encoder keys. Not mergeable as one bug." + "reason": "Both involve save_pretrained serialization, but one is lm_head weight serialization and the other is visual encoder key saving in a different model." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: MPS histogram support issue vs TimesFM window_size attribute error." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup are separate training-loop issues." + "reason": "Different training-loop issues: checkpoint resumption epoch_iterator failure vs early stopping metric selection." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Tokenizer padding/truncation crash and dtype mismatch in inference are unrelated." + "reason": "Both are tokenizer-loading issues, but they affect different tokenizer implementations and model families." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "MPS histogram Int error in MoE and TimesFM window_size AttributeError are different backend/model issues." + "reason": "Tokenizer crashes on NER/batched padding are unrelated to a bfloat16 inference dtype mismatch." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression with image inputs is not the same as general tokenization changes in v5." + "reason": "A multimodal processor/tokenizer API regression is not the same underlying bug as generic tokenization changes across versions." }, { "left": "issue:46897", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss bugs, but they affect different models and likely different shift logic; too little evidence of the same underlying defect." - }, - { - "left": "issue:44451", - "right": "issue:47020", - "accept": false, - "reason": "ScandiBERT loading failure and XLMRobertaTokenizer/Unigram constructor mismatch are distinct tokenizer-loading paths." + "reason": "Both are training-loss bugs, but they involve different models and no evidence of the same code path or fix." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one concerns a dummy Conv2d in the pixel decoder and the other missing text encoder weights. Different subcomponents and fixes." + "reason": "Same Sam3 family, but different problems: dummy Conv2d in the pixel decoder vs missing text encoder weights loading." } ] }, @@ -5017,6 +5010,7 @@ "issue:43317", "issue:43404", "issue:43441", + "issue:43452", "issue:43531", "issue:43550", "issue:43572", @@ -5043,8 +5037,6 @@ "issue:45357", "issue:45406", "issue:45479", - "issue:45632", - "issue:45684", "issue:45823", "issue:46291", "issue:46612", @@ -5052,235 +5044,236 @@ "issue:46821", "issue:46858", "issue:46869", + "issue:47020", "issue:47317", "issue:47337" ], "soft_pairs": [ - "issue:43550|issue:43720", "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:43577|issue:43708", "issue:44186|issue:44610", "issue:43550|issue:43606", - "issue:43577|issue:43708", - "issue:43646|issue:46665", "issue:46821|issue:46869", - "issue:43881|issue:44488", "issue:42915|issue:43317", + "issue:41720|issue:45161", "issue:43404|issue:45357", "issue:44610|issue:44898", - "issue:41720|issue:45161", - "issue:28530|issue:33666", "issue:44423|issue:45406", "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:43881|issue:44488", "issue:42915|issue:46291", "issue:43531|issue:43572", "issue:43441|issue:47337", "issue:44734|issue:46858", "issue:44186|issue:44361", - "issue:44464|issue:46858", - "issue:28530|issue:30064", "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:44464|issue:46858", "issue:44671|issue:44743", "issue:45479|issue:47317", - "issue:45632|issue:45684", + "issue:29159|issue:36032", "issue:43316|issue:44913", - "issue:29159|issue:36032" + "issue:43452|issue:47020" ], - "prepared_review_unit_hash": "5b94b4c6a67cad40b7f3e9806e7458262e666e5b2ba0d37629bf1422ddfafffa", + "prepared_review_unit_hash": "f9046e3382ee847a7601cc8606aee9c7d92cbb22c33d84c40f353d020aa4c05a", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36260, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36250, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bug reports. The soft pairs share occasional surface similarities, but none look like the same concrete defect or change, so I\u2019d reject all duplicate links.", - "confidence": 0.18, - "canonical_issue_reason": "If forced to pick one representative issue, issue:43646 is the broadest regression-style report and has the clearest generic title about a core initialization path.", + "summary": "This cluster is mostly a bag of unrelated Transformers issues that only share broad subsystem vocabulary (loading, tokenizers, cache, device maps, multimodal serving). None of the soft pairs look like the same concrete bug, so I would not merge any of them.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the best broad representative: it describes a general Transformers 5.0 initialization regression, which is closer to the cluster\u2019s repeated loading/initialization failure themes than the model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43646 is the most generally framed, actionable bug report in the set, so it is the best single issue to represent the cluster even though it is not a true duplicate of the others.", + "best_issue_reason": "Among these mixed issues, issue:43646 is the most general and reusable as a representative umbrella for the cluster, because it targets core model initialization rather than a single model or edge-case path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "Different models and different failure modes: torch.compile/SDPA vs packed weights not unpacked during accelerate loading." - }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache logic, but one is beam-search reorder skipping in multiple recurrent models while the other is static-cache slice arithmetic on non-CUDA backends." + "reason": "Both involve generation/cache code, but one is beam-search cache reorder skipping and the other is a static-cache seq-length tensor arithmetic bug; different code paths and fixes." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation versus image processor size mismatch; unrelated code paths." + "reason": "Different failures: torch.compile with SDPA in Bamba vs. packed BitNet weights not unpacked during accelerate loading." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Both mention device-related failures, but they target different models and distinct offload/SDPA execution paths." + "reason": "Both are loading/init regressions, but one is a v5 custom model initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same bug." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a dtype-loading bug in BLIP2, the other is Trainer checkpoint-resume math; not the same issue." + "reason": "One is a dtype propagation bug when loading Blip2, the other is a Trainer checkpoint resume max_steps calculation bug." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both are loading/initialization complaints, but one is about custom model init in v5 and the other about from_pretrained behavior inside Python classes." + "reason": "Both are preprocessing bugs, but they affect different components and different root causes: tokenizer crashes vs. processor image-size mismatch." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated." + "reason": "Both mention device/offload style failures, but one is SDPA/torch.compile on a specific model and the other is a CPU-offload device mismatch in a different model." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Different models, different load failures, and no shared code-path is evident from the titles." + "reason": "Unrelated: a TimesFM window_size attribute error versus a YOLO multi-GPU device_map auto failure." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are model-loading/device-map problems, but one is a Qwen3MoE FP8 config failure and the other is dequantized gpu+cpu offload loading." + "reason": "Both touch loading with advanced config/offload, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different distributed/runtime failures: cudaErrorAssert on A800 vs. tensor-parallel support not working." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "One is an lm_head tying bug in Mistral3; the other is incorrect save_pretrained visual encoder keys in Qwen3.5." + "reason": "One is a tied-weights bug in Mistral3 generation, the other is incorrect visual encoder keys saved in Qwen3.5." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image input sizing, but they affect different models and different preprocessing assumptions." + "reason": "Both are vision preprocessing issues, but the concrete bugs differ: wrong output resolution vs. non-default-resolution interpolation failure." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Different models and symptoms: CUDA assert under auto device mapping versus TP not working for GPT-OSS MoE." + "reason": "Both are serve-related multimodal crashes, but the failures are different: one is a string/.to issue in continuous batching, the other is a missing _tokenizer attribute on Gemma4Processor." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Different Gemma variants and different root causes: a variable-name collision in forward vs. a device mismatch in PLE forwarding." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Both hit transformers serve with multimodal models, but the errors point to different broken assumptions and code paths." + "reason": "Early stopping/metric selection is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Gemma3n forward-name collision versus Gemma4 PLE device mismatch; different subsystems and failure causes." + "reason": "Both are model loading failures, but one is a generic glm-4v-9b load issue and the other is a specific tokenizer/model loading problem for cjvt/sleng-bert." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Model FP8/device-map loading versus pipeline import dependency validation; not the same defect." + "reason": "One is a Qwen3Moe FP8 loading/config issue; the other is an import-time kernels dependency/version problem." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated version/regression issues." + "reason": "Different config bugs: Qwen3-MoE sliding_window behavior vs. StableLmConfig missing pad_token_idx after v5 update." }, { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "FlashAttention model failure and a flaky bbox-range test have no underlying code-path in common." + "reason": "Completely unrelated: FlashAttention on Ministral-3 vs. a flaky bbox-range test." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache handling, but one is serve KV-cache continuation indexing and the other is static-cache length arithmetic in prefill/compile." + "reason": "Both involve KV cache behavior, but one is serve continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/task crashes, but they involve different tokenizer classes and different exception contexts." + "reason": "Both are tokenizer/task crashes, but they affect different tokenizers and different failure modes." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is not the same as cache.get_seq_length returning a device tensor." + "reason": "Different models and bugs: a dtype mismatch between image preprocessor and model vs. a TimesFM window_size attribute error." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution and void segmentation-map preprocessing are unrelated." + "reason": "Early stopping metric selection is unrelated to image processor void segmentation map handling." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Mistral-3 dtype mismatch and TimesFM window_size AttributeError are different model-specific bugs." + "reason": "Both mention compiled/cache paths, but one is inconsistent chunked generation output and the other is a static-cache slice arithmetic failure." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are separate model behaviors." + "reason": "Different model bugs: CamemBERT masked-LM prediction regression vs. Qwen3.5 recurrent states resetting with cache." }, { "left": "issue:45479", "right": "issue:47317", "accept": false, - "reason": "Both concern training loss, but they are different models and different loss-path bugs." + "reason": "Generic training-loss wording is not enough; one is a zero-loss classification bug across models, the other is a PPFormulaNet-specific training-loss bug." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code; the other is permissions propagation in save_pretrained." + "reason": "Both are tokenizer issues, but one is slow/fast inconsistency and the other is a T5Tokenizer method-name conflict during load." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config reload discrepancies, but they concern different fields and different model families." + "reason": "Both are config persistence/API discrepancies, but one concerns Gemma3TextConfig and the other rotary_pct silently resetting on reload." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as a T5Tokenizer load-time add_special_tokens conflict." + "reason": "Both affect from_pretrained/tokenizer loading, but one is a gguf_file regression across APIs and the other is an XLMRobertaTokenizer constructor type mismatch." } ] }, @@ -5316,7 +5309,6 @@ "issue:43322", "issue:43329", "issue:43388", - "issue:43452", "issue:43526", "issue:43531", "issue:43540", @@ -5340,6 +5332,8 @@ "issue:45059", "issue:45406", "issue:45464", + "issue:45632", + "issue:45684", "issue:45701", "issue:45704", "issue:45759", @@ -5348,34 +5342,33 @@ "issue:46821", "issue:46858", "issue:46894", - "issue:47020", "issue:47145", "issue:47254", "issue:47317" ], "soft_pairs": [ + "issue:45632|issue:45684", "issue:30064|issue:34634", "issue:45701|issue:47145", - "issue:43452|issue:47020", "issue:42915|issue:43322", - "issue:33357|issue:35707", "issue:43873|issue:45704", - "issue:46894|issue:47317", - "issue:43881|issue:44991", + "issue:33357|issue:35707", "issue:43540|issue:43782", + "issue:46894|issue:47317", "issue:43531|issue:45759", "issue:41720|issue:43746", + "issue:43881|issue:44991", "issue:43550|issue:43653", "issue:44534|issue:46665", - "issue:43526|issue:43883", "issue:43257|issue:47254", - "issue:44492|issue:44509", + "issue:43526|issue:43883", "issue:42490|issue:43329", "issue:43606|issue:43720", "issue:43531|issue:46821", "issue:34634|issue:41720", - "issue:34567|issue:35707", + "issue:44492|issue:44509", "issue:43531|issue:44589", + "issue:34567|issue:35707", "issue:45406|issue:45464", "issue:43606|issue:43653", "issue:45759|issue:45859", @@ -5384,208 +5377,208 @@ "issue:43388|issue:45059", "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "0a9a4450f8501833b47b1685111b3c1e05d8267c0bcb0d62f90c8a76b1dbc5a9", + "prepared_review_unit_hash": "0aa694607cec554133aae7f60b4b1210e21b1c56599ad4588fc387ec05f640b2", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36310, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "serialized_chars": 36318, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share only broad subsystem vocabulary (loading, processors, Qwen, offload, training) but not the same concrete bug. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43873 is the best representative single issue here: it is broad, infra-facing, and has the strongest discussion/reference activity, whereas most others are narrow model- or component-specific bugs.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft pairs share vocabulary or a broad subsystem, but not the same concrete bug. No pull requests are present. Among the issues, #43873 is the best representative because it is a broad, high-engagement open regression report with multiple references.", + "confidence": 0.68, + "canonical_issue_reason": "#43873 is the strongest cluster representative: broad offloading/quantization bug, open, and one of the highest-engagement reports in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most suitable anchor if one issue must be chosen, because it is the most general and most actively discussed problem in the set.", + "best_issue_reason": "#43873 is the best standalone issue to anchor the cluster because it is concrete, widely discussed, and closest to a reusable triage target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache-path collision for local trust_remote_code loading vs permission propagation in save_pretrained." + }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different processor bugs: void segmentation-map handling vs Bark voice_preset behavior." + "reason": "Unrelated processor failures: void segmentation-map handling vs Bark voice_preset parsing." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Tokenizer/version-induced tokenization change vs FP8 checkpoint loading without weight_scale; unrelated failures." - }, - { - "left": "issue:43452", - "right": "issue:47020", - "accept": false, - "reason": "GGUF/AutoModel loading breakage vs XLMRobertaTokenizer Unigram init type mismatch; different code paths." + "reason": "Tokenization/version behavior change is unrelated to FP8 frozen-checkpoint weight_scale loading." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config loading vs Llava Next segfault; different models and symptoms." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; unrelated issues." + "reason": "Different model paths and failure modes: Qwen3Moe FineGrainedFP8Config vs Llava Next segfault." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading bug vs T5 apex RMSNorm memory leak; not the same underlying defect." + "reason": "Both mention loading/runtime behavior, but one is offloading+quantization and the other is a T5/apex RMSNorm memory leak." }, { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Both are training-loss bugs, but for different models and likely different shift logic/code paths." + "reason": "MacOS bus error with CLIP is unrelated to progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "GLM-4V load failure vs tokenizer loading regression for est-roberta; different components." + "reason": "Same model family, but different concrete failures in different APIs/code paths (video input processing vs from_pretrained weight_only)." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:46894", + "right": "issue:47317", "accept": false, - "reason": "Video-input processing error vs weight_only loading error; distinct Qwen multimodal bugs." + "reason": "Both are training-loss bugs, but they affect different models and likely different loss pipelines." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs config unwrapping for composite multimodal Qwen; not the same fix." + "reason": "Sliding-window handling in Qwen3-MoE is not the same as config unwrapping for composite Qwen multimodal models." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "CUDA assert under auto device mapping vs PEFT adapter local checkpoint loading; unrelated." + "reason": "CUDA assert during auto device mapping is a different failure than PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading problems: one is a model-load failure for glm-4v-9b, the other is tokenizer loading for a specific RoBERTa model." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA model failure vs tokenizer special-token registration; different subsystems." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization bug vs from_pretrained behavior inside Python classes; not the same issue." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error; unrelated." + "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed vs PEFT ZeRO-3 checkpointing error; different failure modes." + "reason": "Both involve distributed loading/training, but the concrete problems differ: MoE weight conversion vs PEFT+ZeRO-3 checkpointing." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Cache strategy typo vs removed pipeline-task docs; documentation-only and unrelated." + "reason": "Beit label reduction is unrelated to Molmo's all_tied_weights_keys attribute error." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning vs undefined video-branch variables in multimodal token counting; different bugs." + "reason": "A trailing-slash import warning is unrelated to an undefined-variable bug in multimodal token counting." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; distinct loading problems." + "reason": "Both touch loading/offload, but the actual bugs are different: CPU offload device mismatch vs unpacking packed weights." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs TimesFM window_size AttributeError; same word, different models and code paths." + "reason": "Qwen3-MoE sliding_window behavior is not the same as TimesFM window_size attribute handling." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device mapping CUDA assert; unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping failures are unrelated." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "TrainerState token accounting bug vs progressive generation with embeds/cache; unrelated." + "reason": "A typo in cache strategies is unrelated to stale docs for removed pipeline tasks." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window vs Float8 storage lookup failure; unrelated infrastructure bugs." + "reason": "Sliding-window model logic is unrelated to missing Float8 storage during checkpoint loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to progressive generation with embeddings and cache state." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in transformers serve vs Qwen3.5 streaming chat/completions failure; different components." + "reason": "Gemma4Processor server crash and Qwen3.5 streaming inference failure are different code paths and symptoms." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch vs BigBirdTokenizer mask-token registration; no shared root cause." + "reason": "CPU offload/device mismatch is unrelated to tokenizer mask-token registration." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different bugs." + "reason": "Config unwrapping for multimodal Qwen models is unrelated to CPU-offload incompatibility in rotary embedding." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-load regressions affecting different model families; not the same underlying issue." + "reason": "Loading ScandiBERT and loading EMBEDDIA/est-roberta are different tokenizer/model issues." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe vs device-tensor seq-length arithmetic in cache prefill; unrelated." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to cache length arithmetic under static cache and torch.compile." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering drops tuple labels vs SAM3 text/box behavior; different tasks and code paths." + "reason": "Label gathering in metrics is unrelated to SAM3 text/bounding-box behavior." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init gating vs Qwen3.5 num_labels propagation; unrelated configuration issues." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are separate configuration issues." } ] }, @@ -5604,8 +5597,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -5621,7 +5614,6 @@ "issue:43653", "issue:43673", "issue:43746", - "issue:43782", "issue:43844", "issue:43873", "issue:43927", @@ -5640,12 +5632,12 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44995", "issue:45042", "issue:45072", "issue:45081", "issue:45356", "issue:45357", - "issue:45381", "issue:45479", "issue:45704", "issue:45923", @@ -5654,6 +5646,7 @@ "issue:46655", "issue:46665", "issue:46693", + "issue:46858", "issue:47050", "issue:47333", "issue:47337" @@ -5666,221 +5659,224 @@ "issue:44898|issue:45072", "issue:44062|issue:44451", "issue:41720|issue:45704", - "issue:39692|issue:44610", "issue:44918|issue:44936", - "issue:44625|issue:45479", + "issue:39692|issue:44610", "issue:43746|issue:46050", + "issue:44625|issue:45479", "issue:43381|issue:45704", + "issue:44514|issue:44545", "issue:42886|issue:44843", + "issue:30064|issue:36010", "issue:43421|issue:43927", + "issue:43746|issue:43873", "issue:43381|issue:43844", - "issue:30064|issue:36010", "issue:46655|issue:46693", - "issue:43746|issue:43873", - "issue:44514|issue:44545", - "issue:39692|issue:43493", "issue:43421|issue:43653", + "issue:39692|issue:43493", "issue:44464|issue:47050", - "issue:44368|issue:45357", - "issue:43673|issue:47337", + "issue:44995|issue:46858", "issue:45081|issue:45356", - "issue:43782|issue:45381", + "issue:43673|issue:47337", + "issue:44368|issue:45357", "issue:43994|issue:44671" ], - "prepared_review_unit_hash": "ef3d4b68a7831bfb3b7b477e4c1202c976fb688dbac716060decaa55df45eb80", + "prepared_review_unit_hash": "23b065ca5a0908c3781f5842f10eae8f811fe8a3b268a45a6c9bda14c1d0250d", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "serialized_chars": 36221, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I only see two true duplicate pairs: the offline `_patch_mistral_regex` tokenizer bug and the identical Qwen2_5_VLProcessor batched-padding crash; the rest are broad subsystem similarities, not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44843 is the clearest root-cause report for the offline Mistral regex bug (`model_info()` called unconditionally in `_patch_mistral_regex`), and it directly subsumes the symptom described in 42886.", + "summary": "Most pairs are false positives across unrelated bug reports. The only clear duplicate here is the Qwen2_5_VLProcessor batched padding=False crash pair (44514/44545). No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue spans the whole set; the only true duplicate pair is 44514/44545, and 44514 is the earlier, cleaner report to anchor on.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the strongest representative issue in the set: it is specific, actionable, and describes the underlying failure mode rather than only the downstream symptom.", + "best_issue_reason": "Issue 44514 is the best issue candidate because it is the earliest report of the exact same batched-input crash and has the clearest title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Both mention `from_pretrained`, but they describe different failures: non-persistent buffers being filled with junk vs inconsistent behavior inside Python classes." + "reason": "Both mention loading/behavior regressions, but they describe different problems: non-persistent buffers vs from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "These are different bugs in different code paths; one is a model load failure for `physical-intelligence/fast`, the other is PIL image processors requiring torchvision in v5.4.0." + "reason": "Different failure modes and subsystems: model loading failure for a specific repo vs PIL image processor requiring torchvision." }, { - "left": "issue:45357", + "left": "issue:45356", "right": "issue:46402", "accept": false, - "reason": "Both involve model loading regressions, but one is Qwen3.5 visual encoder save/load keys and the other is Sam3Model text encoder weights not loading; not the same bug." + "reason": "Unrelated topics: tokenizer regex/codec regression vs Sam3Model text encoder weights not loading." }, { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Different offloading-related issues: one is a missing `supports_gradient_checkpointing` flag, the other is failure to save a disk-offloaded Qwen model." + "reason": "Different offloading/checkpoint concerns: missing supports_gradient_checkpointing flag vs inability to save a disk-offloaded model." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Both are dtype/mode mismatches, but they affect different models and different failure modes; too broad to treat as one bug." + "reason": "Both involve dtype/vision issues, but they are different concrete bugs in different models and code paths." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "One is an `AddedToken(..., special=...)` constructor error, the other is a model/tokenizer loading failure for ScandiBERT; not the same underlying issue." + "reason": "Tokenizer AddedToken argument duplication is unrelated to failing to load a specific model checkpoint." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "These are unrelated training/runtime problems; auto device mapping on Qwen3 causing cuda asserts is not the same as T5 using a memory-leaking Apex norm." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Both touch vision models, but one is SigLIP2 docs/model mismatch and quantization errors, while the other is OmDet-Turbo producing the wrong image resolution." + "reason": "Completely different bugs: cudaErrorAssert during auto device mapping vs apex FusedRMSNorm memory leak." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer/model integration bugs: unpacking Qwen3.5 embeddings with TRL SFT vs `trainer.evaluate()` failing after `trainer.train()`." + "reason": "Trainer embedding unpacking failure is not the same as evaluate() failing after train()." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Both are config/classification-related, but one is missing `num_labels` propagation and the other is a degenerate zero-loss issue when `num_labels=1`." + "reason": "Both are model/processor mismatch flavored, but they affect different models and distinct bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load, but they are distinct: PEFT adapters not loading from local checkpoints vs quantized models breaking after save/load." + "reason": "Different save/load regressions: PEFT local checkpoint loading vs quantized model round-trip after save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention labels, but one is config propagation for Qwen3.5 and the other is a zero-loss classification bug across models." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing in eval mode and T5 Apex RMSNorm memory leak are unrelated problems." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:44514", + "right": "issue:44545", "accept": true, - "reason": "Same offline tokenizer bug in `_patch_mistral_regex`: 42886 reports the failure, while 44843 identifies the unconditional `model_info()` call causing it." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Both involve tokenizer/config metadata, but one is runtime special-token post-processing and the other is custom token IDs being lost after save/load; not the same bug." + "reason": "These are the same crash report with only minor title/formatting differences: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Both mention training/runtime behavior, but one is eval-mode checkpointing prohibition and the other is a DeepSpeed ZeRO-3 gradient increase regression." + "reason": "Both involve offline/cache behavior, but one is tokenizer cache loading and the other is an unconditional model_info() call in a regex patch." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor void segmentation maps vs a `GenerationMixin` import error." + "reason": "Segmentation-map processing failure and GenerationMixin import error are unrelated." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "One is a video padding-calculation bug in SmolVLM; the other is a performance regression with FA2 and long-context generation." + "reason": "Special-token post-processor updates and DiaConfig custom token IDs being lost on save/load are different defects." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both are offloading/quantization-adjacent, but one is PEFT checkpoint loading and the other is disk offloading not working as expected with quantization." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to quantization/offloading behavior." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same title and same batched-input crash with `padding=False`; these are duplicate reports of the same Qwen2_5_VLProcessor bug." + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as the ZeRO-3 gradient increase regression." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Same SigLIP2 family, but different bugs: docs example/model mismatch and quantization failure vs implementation discrepancy with the original JAX model." + "reason": "Video processor padding calculation and FA2 long-context performance regression are different issues." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizer special tokens, but one is about updating the post-processor after runtime changes and the other is a BigBird mask token registration bug." + "reason": "Runtime post-processor updates for special tokens is not the same as BigBirdTokenizer mask token registration/decoding." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Different execution/export paths: compiled-forward chunked generation inconsistency vs ONNX fp16 export dtype mismatch in attention." + "reason": "Both are SigLIP2-related, but one is a doc example problem and the other is an implementation discrepancy with the original JAX model." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "A warning about `tie_word_embeddings=False` is not the same as incorrect visual encoder keys being saved for Qwen3.5." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to ONNX export dtype mismatch in CanineModel." }, { - "left": "issue:43673", - "right": "issue:47337", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Generation cache missing in v5.0.0 and a flaky bbox-range test failure are unrelated." + "reason": "A stale indexer cache on second forward pass is not the same as cache.get_seq_length() returning a device tensor in prefill." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is an AttributeError crash and the other is a tokenizer regression about codec handling/warnings; not the same concrete bug." + "reason": "Both touch fix_mistral_regex, but one is a crash on tokenizer patching and the other is a Kimi-K2.5 codec/warning regression; not the same concrete bug." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a flaky bbox coordinate test are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Different Qwen VL issues: a `weight_only=True` load error vs incorrect `vision_position_ids` for video input." + "reason": "A tied-word-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failure modes: SigLIP2 nonsensical outputs with AutoModel/pipeline vs CamemBERT masked LM predictions being wrong in v5." + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked LM predictions." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the only accepted soft pair is the exact-title duplicate 44514/44545, and the summary stays conservative about the rest. No PRs are present, so the null PR fields are consistent with the packet." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -5895,12 +5891,14 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ "issue:30064", + "issue:34634", + "issue:36010", "issue:36331", "issue:39692", "issue:41720", @@ -5915,24 +5913,22 @@ "issue:43643", "issue:43653", "issue:43720", + "issue:43782", "issue:43819", "issue:43873", "issue:43881", "issue:43927", + "issue:44008", "issue:44062", "issue:44186", "issue:44220", - "issue:44361", "issue:44488", "issue:44661", "issue:44821", - "issue:44843", "issue:44857", "issue:44898", "issue:44991", - "issue:44995", "issue:45072", - "issue:45081", "issue:45084", "issue:45356", "issue:45381", @@ -5945,250 +5941,256 @@ "issue:46693", "issue:46829", "issue:46832", - "issue:46858", "issue:47020", "issue:47050" ], "soft_pairs": [ "issue:43421|issue:44186", - "issue:44995|issue:46858", + "issue:43782|issue:45381", "issue:46032|issue:46463", "issue:44857|issue:47050", - "issue:45356|issue:45907", "issue:39692|issue:43873", + "issue:45356|issue:45907", "issue:39692|issue:47050", - "issue:43526|issue:43881", - "issue:43720|issue:43819", "issue:43596|issue:44220", + "issue:43720|issue:43819", "issue:43295|issue:45834", - "issue:43550|issue:43927", "issue:43540|issue:46294", - "issue:43550|issue:44361", + "issue:43526|issue:43881", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:44488|issue:47020", "issue:44062|issue:44488", - "issue:43653|issue:43720", "issue:43531|issue:43643", + "issue:43653|issue:43720", "issue:45072|issue:47050", - "issue:45381|issue:46693", "issue:41720|issue:44991", "issue:30064|issue:36331", - "issue:44488|issue:47020", + "issue:45381|issue:46693", "issue:44220|issue:44661", - "issue:46829|issue:46832", - "issue:43611|issue:46665", "issue:44821|issue:45084", + "issue:43611|issue:46665", + "issue:46829|issue:46832", "issue:44186|issue:44898", + "issue:43540|issue:44008", "issue:43653|issue:43819", - "issue:43550|issue:43819", - "issue:44843|issue:45081" + "issue:44991|issue:47020", + "issue:34634|issue:36010" ], - "prepared_review_unit_hash": "b8244a8a522efe738058964daeb10d097c473b800851e028cd7be78448726ae1", + "prepared_review_unit_hash": "4895872fc91f8e266fc05b69854b03379f2d5c4fdcbbcb4297a6174bcbebe2e9", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36974, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated, with only a few title-level overlaps in tokenizer/vision/cache areas. I did not find any soft pair that clearly describes the same underlying bug well enough to merge as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44843 is the strongest representative bug report in this set: it has a clear regression, a specific code path (_patch_mistral_regex), and a broad user impact (HF_HUB_OFFLINE breakage).", + "summary": "This cluster is a grab-bag of unrelated Transformers bugs across tokenizers, vision models, loading, compilation, and dtype/runtime paths. The soft edges are mostly superficial similarity rather than the same underlying defect, so none should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the best representative anchor: it is the most active item, has broad user impact, and is the only open issue among many narrow runtime bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45081 is the most actionable single report: it names the exact exception, the triggering flag, and the concrete tokenizer loading path, making it the cleanest standalone bug to triage.", + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it has the highest discussion/inbound activity and describes a broad runtime regression rather than a niche model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other is a LayoutLMv2 NER/padding crash; different bugs and code paths." + "reason": "Different tokenizer problems: runtime special-token/post-processor sync vs LayoutLMv2 NER/padding crashes." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both mention cache behavior, but one is a stale indexer cache in GlmMoeDsa and the other is a static-cache/device-tensor slice arithmetic issue; not the same defect." + "reason": "Different model families and failures: Qwen3VL loading/weight_only vs Qwen2.5-VL video position ids." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different models and failure modes: a silent correctness bug in Mamba2Mixer cache handling versus a decoder-input validation error message in T5." + "reason": "Unrelated bugs: Mamba2Mixer cache correctness vs T5 decoder-input validation message." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both are dtype-related, but they affect different models and workflows (training loss AMP crash vs ONNX export attention mismatch)." + "reason": "Both are dtype-related, but they hit different models and code paths: LwDetr loss AMP vs Canine ONNX export attention." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Unrelated: Kimi-K2.5 tokenizer codec/regression issue versus a repo API forwarding bug in list_repo_files." + "reason": "Doc/example mismatch and quantization failure is not the same as a runtime offloading-with-quantization bug." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Both touch quantization, but one is a broken docs example with model/processor mismatch and the other is an offloading bug; not the same underlying change." + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different subsystems and failures: docs quantization/example problems versus fp16 ONNX attention dtype mismatch." + "reason": "A broken documentation example is not the same bug as fp16 ONNX export dtype mismatch." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to glm-4v-9b model loading failure." + "reason": "Different subsystems: deepspeed zero3/BertModel init vs audio fbank feature extraction." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Both are model/runtime bugs, but one is packed-weight loading in BitNet and the other is DAC latent reconstruction missing STE; unrelated code paths." + "reason": "Different mechanisms and models: packed-weight loading in BitNet vs missing STE behavior in DAC.from_latents." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Completely different areas: Deepspeed zero3/BertModel initialization versus audio fbank feature extraction." + "reason": "Both mention processor/tokenizer behavior, but one is a regression in custom code and the other is an OCR length/index bug in Kosmos2.5." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Different multimodal failures: processor.tokenizer/image passing regression versus Kosmos2.5 OCR long-input indexing." + "reason": "Both are video-related Qwen issues, but one is a Qwen3OmniMoe processing error and the other is a chat-template token/feature mismatch in Qwen3.5-9B." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "A torch.compile + SDPA failure in Bamba is unrelated to DiaConfig token ID persistence after save/load." + "reason": "BEiT reduce_labels bug is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Both involve video input in Qwen models, but the titles point to different model families and different pipeline stages (processing error vs chat-template token/feature mismatch)." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:43819", "accept": false, - "reason": "Unrelated model/runtime failures: Bamba torch.compile/SDPA versus MLukeTokenizer AttributeError on tasks." + "reason": "These are different model-path failures: compile/SDPA vs DAC latent reconstruction." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "The AddedToken special-argument TypeError is a tokenizer construction bug; the sleng-bert report is a separate model-load failure with no clear shared root cause." + "reason": "Both are loading/tokenizer issues, but they affect different classes and failure modes: model loading vs Unigram init with dict vocab." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and BitNet packed-weight loading are distinct bugs." + "reason": "AddedToken special-argument duplication is not the same as the cjvt/sleng-bert loading failure." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window behavior versus AutoConfig.from_pretrained missing fields with trust_remote_code." + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config field loss are unrelated." }, { - "left": "issue:45072", - "right": "issue:47050", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Both are dtype issues, but they affect different models and execution modes; no shared concrete bug." + "reason": "BigBird special-token registration and BitNet packed-weight loading are different tokenizer/model-loading bugs." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are unrelated." + "reason": "Both are dtype mismatches, but they occur in different models and inference/export paths." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and tokenizer loading for EMBEDDIA/est-roberta are different failures." + "reason": "Auto device mapping CUDA assert on Qwen3 is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Image segmentation-map processing and Trainer.compute_loss signature mismatch are different issues." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Loading cjvt/sleng-bert and XLMRobertaTokenizer/Unigram initialization are different tokenizer-loading issues without evidence of the same root cause." + "reason": "Video position-id bug and FA2 long-context performance regression are distinct generation-path problems." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug versus add-new-model-like failure inside TOKENIZER_MAPPING_NAMES; different subsystems." + "reason": "Audio fbank feature extraction is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different vision-model bugs: incorrect output field assignment in VideoPrism versus RT-DETR feature-level mismatch." + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both mention loading behavior, but one is a base_model_prefix breakage in Transformers 5.0.0 and the other is generic from_pretrained inconsistency inside Python classes." + "reason": "Both involve loading behavior, but base_model_prefix breakage is a different regression than from_pretrained inside Python classes." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated errors." + "reason": "Different model-specific forward bugs: VideoPrism output fields vs RT-DETR feature-level mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver interpolate_pos_encoding failure are different model-specific bugs." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver resolution/interpolation failure are unrelated vision/tokenizer issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and bugs: Qwen3OmniMoe video input handling vs Gemma3n variable-name collision in forward()." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer mask-token special handling and DAC latent reconstruction are unrelated." + "reason": "BigBird special-token registration and DAC latent mismatch do not share the same code path." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE." + "reason": "Tokenizer loading for a specific model is not the same as Unigram expecting a sequence during XLMRoberta init." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Same helper function family, but the reported bugs differ: one is an offline-mode model_info call regression, the other is an AttributeError on backend_tokenizer when fix_mistral_regex is enabled." + "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated." } ] }, @@ -6207,18 +6209,15 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:34634", - "issue:36010", "issue:39692", "issue:43322", "issue:43335", "issue:43421", - "issue:43540", "issue:43550", "issue:43577", "issue:43606", @@ -6240,12 +6239,16 @@ "issue:44671", "issue:44805", "issue:44811", + "issue:44843", "issue:44877", "issue:44936", "issue:44977", "issue:44991", "issue:45020", "issue:45072", + "issue:45081", + "issue:45183", + "issue:45479", "issue:45584", "issue:45685", "issue:45834", @@ -6257,51 +6260,49 @@ "issue:46829", "issue:46858", "issue:46932", - "issue:47020", "issue:47337" ], "soft_pairs": [ - "issue:34634|issue:36010", + "issue:44843|issue:45081", "issue:45987|issue:46829", - "issue:43540|issue:44008", - "issue:43335|issue:43756", + "issue:44008|issue:46858", "issue:43643|issue:44877", - "issue:44991|issue:47020", + "issue:43335|issue:43756", "issue:39692|issue:45834", - "issue:44008|issue:46858", - "issue:44186|issue:44442", - "issue:43618|issue:43697", "issue:44561|issue:45020", - "issue:45987|issue:46932", + "issue:44186|issue:44442", "issue:44448|issue:44671", - "issue:44991|issue:46291", + "issue:45987|issue:46932", + "issue:43618|issue:43697", "issue:44805|issue:44936", - "issue:45584|issue:45834", + "issue:44991|issue:46291", "issue:43322|issue:45685", - "issue:46752|issue:47337", - "issue:43606|issue:45072", + "issue:45584|issue:45834", "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:46294|issue:46463", "issue:43550|issue:45072", + "issue:46752|issue:47337", + "issue:43716|issue:44008", "issue:44479|issue:45834", - "issue:46294|issue:46463", "issue:43782|issue:44977", "issue:43644|issue:43749", - "issue:43577|issue:43818", - "issue:43716|issue:44008" + "issue:45183|issue:45479", + "issue:43577|issue:43818" ], - "prepared_review_unit_hash": "c2becbc6b41f9233bc68732ba6caf66f835ae69a4789e8068d02edb0942bc7d8", + "prepared_review_unit_hash": "8dfbfcef45bb8883965f50511ce99e66b3ac37927fd6b6f904943f9e2a23fde0", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, + "soft_pair_count": 26, "serialized_chars": 35369, "estimated_input_tokens": 8843, "estimated_eval_tokens": 17942 @@ -6311,174 +6312,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models and regressions. Only the StaticCache.get_seq_length reports look like the same underlying bug; the rest are too far apart in model, code path, or failure mode to merge.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45987 is the clearest root-cause report: it identifies that get_seq_length() returns a tensor instead of the documented int, which matches the later failure mode.", + "summary": "This cluster is noisy: the items span many unrelated model-, tokenizer-, cache-, and runtime-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella item here, covering a general class of recent `remote_code` breakages rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the most actionable report overall because it shows the concrete downstream breakage in static cache + torch.compile on non-CUDA backends.", + "best_issue_reason": "45020 is the best representative anchor for triage because it is the most general and closest to the few other `remote_code`-related reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Different components and failure modes: Bark voice preset handling vs a transformers import error." + "reason": "Both involve Mistral regex handling, but one is an offline `model_info()` call in `AutoTokenizer`, while the other is a `backend_tokenizer` attribute crash in `_patch_mistral_regex`; different failure points and fixes." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "One is a cache length API contract bug; the other is an output-field mismatch in a video classification model." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Both are runtime errors, but they affect unrelated multimodal pipelines and different root causes." + "reason": "`StaticCache.get_seq_length()` returning a tensor is unrelated to VideoPrism misreporting `hidden_states` in `ImageClassifierOutput`." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Different bugs in different SwitchTransformer/Smollm3 code paths; no shared concrete failure." + "reason": "Gemma3n\u2019s `audio_mel_mask` variable collision is a model-forward bug; `cache.get_seq_length()` returning a device tensor is a cache API/backend issue." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is trust_remote_code field loss while the other is strict config rejection for a specific model." + "reason": "`trust_remote_code=True` missing fields and strict config rejection of `granite_speech` are different config-loading problems with different root causes." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Tokenizer-loading failures, but for different tokenizer classes and different underlying constructor issues." + "reason": "One is sparse-layer construction when `num_sparse_encoder_layers=0`; the other is a RoPE-layer count mismatch in Smollm3." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal examples, but one is a SigLIP2 doc mismatch and the other is a Kosmos2.5 OCR length/index bug." + "reason": "SigLIP2 doc/example errors and Kosmos2.5 long-OCR index errors are unrelated artifacts and code paths." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different model families and different bugs: Gemma3n variable collision vs cache length return-type problems." + "reason": "Both mention `remote_code`, but #44561 is specifically the removal of `is_torch_fx_available`, while #45020 is a broader recent-regression report across models." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to FastSpeech2ConformerTokenizer auto-loading." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "CLIP attentions metadata regression is unrelated to RTDetrV2 output drift." + "reason": "Both are v4-v5 output differences, but they affect different model families and different behaviors; not the same code-path bug." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Both mention remote_code breakage, but one is a specific missing helper removal and the other is a broad regression report." + "reason": "`get_seq_length()` return-type issues are unrelated to Gemma4 quantized vision/audio embedder dtype casting." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Shared theme of dtype/casting is too broad; these are different cache and quantized-embedder bugs." + "reason": "Missing `CLIPOutput.attentions` and RTDetrV2 output drift are separate output-shape/return-value regressions." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Different model behaviors: Pegasus output changes vs CamemBERT masked-LM predictions." + "reason": "A mask-shape `IndexError` during model execution is unrelated to `trainer.evaluate()` failing after `trainer.train()`." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading vs pipeline import failure; different layers and causes." + "reason": "Tokenizer loading failure for a specific model and `transformers.pipelines` import failing due to `kernels` versioning are different dependency issues." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "An indexing shape error is not the same underlying bug as trainer.evaluate() failing after training." + "reason": "Llava Next segfault/loading issue and MPS `histogram_mps` integer error in MOE are unrelated backend/model problems." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long-OCR index error are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next loading segfault and MOE MPS histogram error are separate backend/model issues." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input indexing are different input-handling bugs." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "An empty-list apply_chat_template crash is unrelated to a flaky bbox-range test." + "reason": "Runtime special-token/post-processor update behavior is distinct from Whisper `batch_decode()` ignoring `skip_special_tokens`." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are dtype/device mismatches, but they involve different models and different runtime paths." + "reason": "CPU offload device mismatch in suno/bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same defect." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Tokenizer post-processor update behavior is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Qwen3.5-9B video chat-template feature mismatch and T5 decoder-input validation are unrelated bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and bfloat16 mismatches in other models are not the same bug." + "reason": "`torch.compile`/SDPA failure in Bamba-9B-v2 and dtype-mismatch inference issues are different concrete runtime paths." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "Video-input regression in Qwen variants is unrelated to the Kosmos2.5 OCR index error." + "reason": "Empty-list `apply_chat_template` crash and flaky bbox-range `IndexError` are unrelated." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Qwen video/chat-template mismatch and T5 decoder input validation are different code paths." + "reason": "Mistral-3 image preprocessor/model dtype mismatch and Gemma3n variable collision in `forward()` are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error do not share the same underlying change." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "weight_only loading failure for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Qwen3VL `weight_only=True` loading error and Qwen3.5 flash-attention generation failure are separate issues in different models/code paths." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM-efficient loading are separate regressions." + "reason": "Non-persistent buffer junk in Transformers v5 and broken FSDP CPU RAM efficient loading are unrelated initialization/loading regressions." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing bugs are unrelated." + "reason": "Input validation error-message issues are not the same as the zero-loss bug from `problem_type=\"single_label_classification\"` with `num_labels=1`." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is not the same as Gemma3n audio-mask variable collision." + "reason": "Blip2 dtype fields staying float32 and Video-LLaVA temporal-attention/weight-sharing issues are different multimodal-model defects." } ] }, @@ -6497,14 +6492,15 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ "issue:28218", "issue:29159", "issue:34634", + "issue:36010", "issue:36331", "issue:42175", "issue:42915", @@ -6519,6 +6515,7 @@ "issue:43742", "issue:43749", "issue:43782", + "issue:43819", "issue:43825", "issue:43931", "issue:43994", @@ -6532,10 +6529,8 @@ "issue:45042", "issue:45072", "issue:45081", - "issue:45183", "issue:45325", "issue:45381", - "issue:45479", "issue:45563", "issue:45701", "issue:46032", @@ -6552,237 +6547,241 @@ "issue:47337" ], "soft_pairs": [ - "issue:45183|issue:45479", - "issue:45563|issue:47276", "issue:28218|issue:29159", + "issue:45563|issue:47276", "issue:43582|issue:46512", - "issue:43931|issue:46846", "issue:43825|issue:43994", + "issue:43931|issue:46846", "issue:44610|issue:45072", "issue:43540|issue:45381", "issue:43749|issue:44291", "issue:34634|issue:36331", + "issue:43645|issue:46665", "issue:43720|issue:45072", "issue:47276|issue:47337", - "issue:43645|issue:46665", "issue:47254|issue:47333", "issue:43388|issue:46032", "issue:42175|issue:45081", "issue:44671|issue:45701", - "issue:47254|issue:47332", "issue:43742|issue:45020", + "issue:47254|issue:47332", "issue:43577|issue:43582", - "issue:46697|issue:46728", "issue:42915|issue:47333", + "issue:46697|issue:46728", "issue:44589|issue:45042", - "issue:43262|issue:47217", "issue:43782|issue:45325", - "issue:44964|issue:47337", - "issue:43653|issue:44912" + "issue:43262|issue:47217", + "issue:36010|issue:43645", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:44964|issue:47337" ], - "prepared_review_unit_hash": "a23569ab7d2ee442c9114df4426f128b07ca0a16d139bb52c36d1d4e9b53e0df", + "prepared_review_unit_hash": "f78a36a892515fc6b22735e481557d24256891840dce75c309ec88cceb28cc00", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36111, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "soft_pair_count": 28, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs share only broad subsystem labels, not the same concrete bug or change. I do not see any true duplicates among the candidate pairs; the closest representative issue is the broad tokenization-regression report.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45701 is the broadest tokenizer-focused report in the set and the closest umbrella for the tokenizer-related entries, though it still isn't a true duplicate of the others.", + "summary": "Revised conservatively: 28218\u219429159 is the only clear duplicate pair here. The 44671\u219445701 link is too speculative from the titles alone and should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression umbrella in the packet, while 28218\u219429159 is the clearest concrete duplicate pair underneath it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most representative issue overall because it is broad and sits closest to the only related subset of tokenizer reports.", + "best_issue_reason": "45701 is the best global issue umbrella for this small tokenizer cluster because it is the most general report and can absorb closely related tokenizer-regression duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Different bug class: input-validation/error-message logic vs. sequence-classification loss degeneracy." + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer-behavior regression around added-token spacing and slow/fast tokenizer inconsistency." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warning-related, but one is about stale num_return_sequences messaging and the other about synced_gpus messaging in continuous batching." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": false, - "reason": "Related tokenizer symptoms, but one is a specific added-token spacing regression and the other is a broader slow-vs-fast tokenizer inconsistency." + "reason": "Both are warning-related, but they are different warnings in different generation paths." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Different loading/dtype problems: Apple Silicon allocator warmup TypeError vs stale config.dtype after from_config." + "reason": "Both mention dtype-ish behavior, but one is an Apple Silicon warmup TypeError and the other is stale config dtype after construction." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Different Qwen/VL issues: a model loading shape mismatch vs missing TP-plan entries causing OOM/shape errors." + "reason": "One is an error-message/pipeline-support issue; the other is a model output quality/loading issue." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "One is a pipeline error-message regression; the other is a model behavior/output correctness bug." + "reason": "Both involve shape problems, but they affect different models and different root causes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different code paths entirely: image processor sizing vs dtype mismatches in unrelated model wrappers." + "reason": "Different subsystems: image preprocessing size mismatch vs dtype mismatch during inference." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different models and failures: Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL position-id handling." + "reason": "Both are Qwen video-input issues, but the failure modes and model variants differ." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "Different loading failures with different triggers and code paths." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated subsystems: BarkProcessor voice_preset handling vs CustomTrainer.compute_loss signature change." + "reason": "Unrelated bugs: BarkProcessor voice_preset vs Trainer.compute_loss signature change." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom-model loading, but the notebook/Jupyter problem is distinct from from_pretrained-in-classes behavior." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking in BitNet is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + "reason": "Packed-weight loading failure and dtype mismatch are different bugs." }, { "left": "issue:47276", "right": "issue:47337", "accept": false, - "reason": "A warning-message issue and a flaky bbox-range test are not the same underlying bug." - }, - { - "left": "issue:43645", - "right": "issue:46665", - "accept": false, - "reason": "Different behaviors around custom model initialization vs from_pretrained inside Python classes." + "reason": "A stale warning and a flaky bbox-range test are not the same underlying issue." }, { "left": "issue:47254", "right": "issue:47333", "accept": false, - "reason": "PEFT/ZeRO-3 checkpointing failure is unrelated to saving a disk-offloaded Qwen3 model." + "reason": "Separate offloading/checkpointing failures with different symptoms." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different failures: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." + "reason": "Metric gathering on tuple labels is unrelated to Mamba2 use_cache correctness." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency issue vs tokenizer regex patch AttributeError; not the same bug." + "reason": "Packaging/backend dependency issue vs tokenizer patch crash; no shared bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "One is a model-specific masked-LM regression; the other is a broad tokenizer-version complaint, not the same concrete defect." + "reason": "The CamemBERT masked-LM prediction issue is too specific and not clearly the same tokenizer regression as the generic version-changes-tokenization report." }, { - "left": "issue:47254", - "right": "issue:47332", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Same broad offloading area, but different operations and failures: checkpointing vs saving a disk-offloaded model." + "reason": "A specific MobileLLM loading key error is not the same as the broader remote_code regression." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:47254", + "right": "issue:47332", "accept": false, - "reason": "A specific MobileLLM load KeyError is not the same as a broad remote_code breakage report." + "reason": "Separate offloading/checkpointing save/load problems." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different symptoms and paths: dtype propagation on Blip2 loading vs caching_allocator_warmup TypeError." + "reason": "Both mention dtype, but they are different failures in different subsystems." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:42915", + "right": "issue:47333", "accept": false, - "reason": "Both are image-preprocessing bugs, but one over-pads divisible images while the other miscounts patches for odd 490 multiples." + "reason": "Different Qwen model failures with different causes." }, { - "left": "issue:42915", - "right": "issue:47333", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Different Qwen issues: FineGrainedFP8Config failure vs disk-offload save failure." + "reason": "Both are image-size-related, but the exact padding/counting bugs differ." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." + "reason": "Float8 storage error and torchvision dependency requirement are unrelated." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to VL placeholder handling in user text." + "reason": "One is a weight_only load error; the other is a rope-index/position-id scaling bug." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "Different Qwen-VL bugs: weight_only loading failure vs rope-index scaling for still images." + "reason": "Audio chat-template sampling-rate handling and VL image-placeholder handling are different problems." }, { - "left": "issue:44964", - "right": "issue:47337", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Model loading failure and a flaky bbox-range test do not share the same underlying bug." + "reason": "GenerationMixin import failure is unrelated to notebook custom-model initialization issues." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird special-token decode behavior is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:45020", - "right": "issue:45081", + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate handling and DAC latent reconstruction mismatch are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:47337", "accept": false, - "reason": "Broad remote_code regressions and a Mistral regex patch AttributeError are different concrete failures." + "reason": "A model-loading regression and a flaky bbox test are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is reasonable, and the 28218\u219429159 duplicate call is well grounded. However, the accepted 44671\u219445701 edge is too assertive for the packet: 44671 is about incorrect masked LM predictions, and the title alone does not clearly support a tokenizer-regression duplicate claim. Because the soft-edge verdicts must stay conservative, I can\u2019t accept this as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6801,11 +6800,9 @@ "nodes": [ "issue:36010", "issue:36331", - "issue:38175", "issue:42175", - "issue:42490", + "issue:42915", "issue:43257", - "issue:43262", "issue:43329", "issue:43452", "issue:43526", @@ -6814,7 +6811,7 @@ "issue:43582", "issue:43638", "issue:43643", - "issue:43645", + "issue:43696", "issue:43697", "issue:43746", "issue:43819", @@ -6825,8 +6822,8 @@ "issue:43927", "issue:44060", "issue:44368", - "issue:44610", "issue:44811", + "issue:44821", "issue:44857", "issue:44912", "issue:44936", @@ -6839,227 +6836,214 @@ "issue:45372", "issue:45406", "issue:45538", - "issue:45600", "issue:45759", + "issue:45859", "issue:46175", "issue:46209", "issue:46285", "issue:46291", "issue:46326", - "issue:46932" + "issue:46932", + "issue:47050" ], "soft_pairs": [ - "issue:45003|issue:46285", - "issue:43262|issue:43819", "issue:46175|issue:46932", - "issue:43825|issue:43827", - "issue:36010|issue:43645", "issue:43582|issue:44857", + "issue:45003|issue:46285", "issue:36010|issue:36331", - "issue:45372|issue:46326", + "issue:43825|issue:43827", "issue:43531|issue:45042", - "issue:43550|issue:44912", "issue:43638|issue:44936", + "issue:45372|issue:46326", + "issue:43550|issue:44912", "issue:42175|issue:46291", - "issue:43257|issue:43329", "issue:43452|issue:44991", + "issue:43257|issue:43329", "issue:45081|issue:45406", "issue:43819|issue:43927", "issue:43526|issue:43697", - "issue:44060|issue:44368", "issue:43906|issue:46209", + "issue:44060|issue:44368", "issue:43854|issue:44977", "issue:43746|issue:44811", + "issue:42915|issue:44821", + "issue:43257|issue:43696", "issue:45084|issue:45538", - "issue:42490|issue:43257", - "issue:38175|issue:44610", "issue:43643|issue:45759", - "issue:43329|issue:45600" + "issue:45859|issue:47050" ], - "prepared_review_unit_hash": "8ed64cdc1c678f88c2784f66c0ef497334243dff5ee592b14c8330db3f7b94f2", + "prepared_review_unit_hash": "7075b69adedf75b3923deee7d2f0ac26af95ad6b97cb62d8f52ed6ffb85c09a4", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36036, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34750, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items share broad Transformers-related themes, but none of the soft-pair candidates appear to be the same concrete bug or change. I would not merge any of the proposed soft edges.", - "confidence": 0.95, - "canonical_issue_reason": "No true duplicate set emerges here. If a single issue must anchor the cluster, #43825 is the best documented user-facing regression with external references, but it is not actually the same bug as the others.", + "summary": "These items are mostly unrelated standalone issues; the soft pairs only show superficial topical overlap, not the same underlying bug. No PRs were provided.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43825 is the strongest representative: a concrete, user-facing regression with clear scope and inbound references, whereas the other issues are narrower or more incidental.", "canonical_pr_reason": null, - "best_issue_reason": "#43825 is the strongest representative only in the sense of having a clear repro and follow-up context; otherwise the cluster should remain split because the issues cover distinct subsystems and failure modes.", + "best_issue_reason": "issue:43825 is the best overall issue candidate for the cluster because it is well-scoped, clearly described, and has the most evidence of being a reference point for related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Different problems: unsafe sys.modules access vs CLIP text-model structure inconsistency." + "reason": "Both involve Gemma4, but one is about a huge one-hot position embedding and the other is about dtype casting in quantized embedders; different bugs." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to DAC STE/latents mismatch." + "reason": "Completely different failures: AppleSilicon allocator warmup TypeError vs CUDA AMP loss crash in LwDetr." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot embedding issue and the other is dtype casting for quantized embedders." + "reason": "sys.modules access safety vs CLIP text model structure inconsistency are unrelated code paths." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Related to v5 pipeline removals, but one is a bad error message and the other is stale docs; not the same bug." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss are unrelated issues." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model initialization are unrelated failures." + "reason": "Both mention v5 pipeline removals, but one is an error message bug and the other is stale docs; related topic, not the same defect." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crashing." + "reason": "Qwen3-MoE sliding-window handling and PIL/torchvision backend requirements are unrelated." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "ImportError for GenerationMixin and custom trainer compute_loss signature mismatch are different code paths." + "reason": "Both touch trainer behavior, but zero3/non-pretrained Bert indexing and post-train evaluate failure are different problems." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but one is an import error in Gemma4 loading and the other is a continue_final_message tokenizer bug." - }, - { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Gemma4/mistral_common import failure and continue_final_message behavior are distinct tokenizer/processor issues." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba-9B-v2 is unrelated to MXFP4 quantization fallback for git-oss-20b." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Zero3/non-pretrained Bert IndexError is not the same as evaluate() failing after train()." + "reason": "torch.compile + SDPA on Bamba is unrelated to MXFP4 quantization fallback on git-oss-20b." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow in a torch install and pipelines importing kernels v0.15 are different dependency issues." + "reason": "Packaging missing TensorFlow in the torch extra is unrelated to pipelines import breaking on kernels v0.15." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-counting video branch bug." + "reason": "Both are loading/tokenizer reports, but one is gguf/from_pretrained handling and the other is a specific tokenizer load regression for a model repo." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "gguf_file regression in from_pretrained is different from tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to multimodal token counting in the video branch." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash in tokenizer loading and Gemma4Processor missing _tokenizer are different failures." + "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different loading bugs." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents/forward mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "DAC latent decoding mismatch and DiaConfig losing custom token IDs are unrelated model/config issues." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is not the same as RTDetrV2 output divergence in v5." + "reason": "BEiT fast label reduction and RTDetrV2 output differences in v5 do not describe the same bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Both involve tied-weights warnings, but they refer to different models and likely different underlying checks." + "reason": "An isolated reproduction of an old issue is not the same as the FP8/B200 inference failure." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the FP8 inference failure on B200." + "reason": "Both mention tied-weights warnings in Qwen models, but the titles point to different warning logic and different triggers; not enough to treat as the same defect." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash loading test failure and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated processor/model issues." + "reason": "PEFT/local checkpoint loading and Whisper batch_decode skip_special_tokens behavior are separate bugs." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Template-node compilation error has nothing to do with CLIPTokenizer max_length behavior." + "reason": "Qwen3Moe FP8 backend failure and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Trailing-slash local model warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + "reason": "MOE weight conversion with accelerate/deepspeed is unrelated to a plain OOM report." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo 640px-vs-224px preprocessing are different bugs." + "reason": "Template compilation error and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and composite Qwen config unwrapping are distinct config-loading issues." + "reason": "Missing fields from trust_remote_code config loading and composite Qwen multimodal config unwrapping are different config-path bugs." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Undefined video-token helpers and stale auto_mappings references are unrelated maintenance bugs." + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding and Canine ONNX dtype mismatch are different issues." } ] }, @@ -7089,19 +7073,22 @@ "issue:33357", "issue:34567", "issue:34689", + "issue:38175", "issue:39692", "issue:40990", + "issue:42490", "issue:42915", "issue:43257", "issue:43262", "issue:43329", "issue:43425", "issue:43450", + "issue:43454", "issue:43525", "issue:43526", "issue:43540", + "issue:43577", "issue:43650", - "issue:43696", "issue:43742", "issue:43749", "issue:43906", @@ -7111,263 +7098,257 @@ "issue:44479", "issue:44554", "issue:44589", + "issue:44610", "issue:44617", "issue:44756", "issue:44811", - "issue:44821", "issue:44912", "issue:44987", "issue:45042", "issue:45081", "issue:45459", "issue:45538", + "issue:45600", "issue:45803", - "issue:45859", "issue:46291", - "issue:46421", - "issue:46424", "issue:46701", "issue:47020", - "issue:47050", "issue:47145", "issue:47333" ], "soft_pairs": [ - "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:42490|issue:43257", "issue:43262|issue:44811", - "issue:43257|issue:43696", - "issue:42915|issue:44821", - "issue:43526|issue:44554", + "issue:43329|issue:45600", "issue:42915|issue:43742", "issue:43329|issue:44479", "issue:44291|issue:45042", + "issue:43526|issue:44554", "issue:43329|issue:43450", "issue:39692|issue:44912", "issue:34567|issue:40990", "issue:44387|issue:44617", - "issue:44589|issue:47333", "issue:29159|issue:34567", + "issue:44589|issue:47333", "issue:43257|issue:43931", - "issue:44912|issue:47145", - "issue:44987|issue:45538", "issue:45081|issue:47020", + "issue:44987|issue:45538", "issue:43425|issue:46291", - "issue:43525|issue:46291", + "issue:44912|issue:47145", "issue:45459|issue:45803", + "issue:43525|issue:46291", "issue:28282|issue:29870", "issue:28282|issue:34689", - "issue:43650|issue:43906", "issue:43540|issue:46701", - "issue:46421|issue:46424", + "issue:43749|issue:44756", "issue:33357|issue:34567", - "issue:43749|issue:44756" + "issue:43650|issue:43906", + "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "7eb3d405c63561f99bd865ec849011b9b915ad0623d7a8e09b5e7a0d4e84b3b9", + "prepared_review_unit_hash": "8584446607a7c5fcdb563e5cb289312eb6868ed8d4715315270f46c1d5d583ea", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36161, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated and should remain separate. The only plausible duplicate is the video-token regression pair, where both reports point to the same video-input code path in multimodal token counting.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43329 is the better canonical issue: it identifies the concrete root cause in `_get_num_multimodal_tokens`\u2019s video branch, while issue:44479 is a broader regression report across several Qwen VL variants that appears to stem from the same code path.", + "summary": "This cluster is very heterogeneous: most items are standalone loading, tokenizer, processor, or quantization bugs rather than true duplicates. I don\u2019t see a strong single canonical bug; at most, there\u2019s a loose video-input regression theme among a few multimodal issues.", + "confidence": 0.39, + "canonical_issue_reason": "No exact duplicate center stands out, so I\u2019d use issue 42490 as the least model-specific representative of the loading-related subset in this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest issue to anchor the cluster because it is the most specific and actionable diagnosis of the shared video-input failure mode.", + "best_issue_reason": "Issue 42490 is the most broadly applicable, user-facing loading-path bug among these mostly unrelated reports, so it is the best weak representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45859", - "right": "issue:47050", - "accept": false, - "reason": "Different subsystems and failure modes: CPU offload/rotary embedding compatibility vs fp16 ONNX attention dtype mismatch." - }, - { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both touch audio processors, but they describe different bugs in different methods (`apply_chat_template` sampling rate vs `batch_decode` skip_special_tokens handling)." + "reason": "Both are vision-model/processor problems, but one is SigLIP2 zero-probability behavior and the other is an OmDet input-size mismatch; different bugs." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading bug is unrelated to a GPT-oss CUDA OOM report." + "reason": "Both involve model loading, but one is a local-path import warning and the other is Qwen3 MoE weight conversion under accelerate/deepspeed; not the same defect." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "FP8 config failure for Qwen3Moe is unrelated to loading AutoImageProcessor from URL." + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is Whisper batch_decode skipping special tokens; unrelated code paths." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "BeitImageProcessor label reduction bug and an MPS attention correctness issue are unrelated code paths." + "reason": "Both touch multimodal internals, but one is a video-token counting bug and the other is stale auto-mapping references; not the same underlying issue." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and different failures: FineGrainedFP8Config vs MobileLLM key error." + "reason": "Different loading failures: FineGrainedFP8Config vs a key error for MobileLLM-125M. Similar surface area, not the same bug." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both describe the same underlying video-input regression in multimodal processing; 43329 gives the specific root cause in `_get_num_multimodal_tokens`, and 44479 reports the broader model-level regression." + "accept": false, + "reason": "Both mention video-input regressions in VLMs, but the titles point to different failure modes and model sets; too broad to treat as one duplicate." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Separate loading/runtime regressions: `init_empty_weights` argument handling vs an image processor torchvision dependency issue." + "reason": "One is an init_empty_weights argument incompatibility, the other is an image-processor torchvision requirement regression; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated bugs." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token-counting undefined variables are not the same as batched video processor output shape errors." + "reason": "Both involve video processing, but one is a missing helper in multimodal token counting and the other is a batched video processor shape bug; not the same defect." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 loading fallback behavior in git-oss-20b." + "reason": "Documentation/example errors in SigLIP2 and MXFP4 loading fallback for git-oss-20b are separate problems." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer state bookkeeping and perplexity on gpt-oss-20b are unrelated issues." + "reason": "Trainer token accounting and high perplexity on gpt-oss-20b are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a SAM video model memory issue." + "reason": "Both can lead to OOM, but one is a quantization memory regression and the other is a Sam3Video runtime memory issue; different causes." }, { - "left": "issue:44589", - "right": "issue:47333", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Float8 storage lookup failure and disk-offloaded Qwen3 save failure are different bugs." + "reason": "Tokenizer consistency and trainer token counting are different subsystems and bugs." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:44589", + "right": "issue:47333", "accept": false, - "reason": "Tokenizer consistency behavior and TrainerState token-count updating are unrelated." + "reason": "Float8 storage lookup failure and disk-offloaded Qwen3 save failure are different loading/offloading problems." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3, but they are distinct problems: MoE weight conversion vs VL weight-shape mismatch." + "reason": "Both are Qwen3-family load failures, but one is MoE weight conversion under accelerate/deepspeed and the other is a shape-mismatch on a VL model; not clearly the same bug." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Both are quantization/loading issues, but one is MXFP4 fallback to bf16 and the other is missing `weight_scale` application for FP8 compressed-tensors; not the same bug." + "reason": "Both are tokenizer construction bugs, but they involve different tokenizers and different failure mechanisms." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a specific model under transformers>=5.1.0 is unrelated to CLIPTokenizer's `model_max_length` bug." - }, - { - "left": "issue:45081", - "right": "issue:47020", - "accept": false, - "reason": "Different tokenizer code paths: Mistral regex patch crash vs XLMRoberta Unigram initialization type error." + "reason": "A model-loading failure for physical-intelligence/fast and CLIPTokenizer max-length misconfiguration are unrelated." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels import requirements are unrelated." + "reason": "Torch 2.10 incompatibility and kernels import requiring version/revision are different dependency issues." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "Llama4 `pad_token_id` missing attribute error is unrelated to pipelines importing kernels." + "reason": "Both are quantization-loading bugs, but MXFP4 fallback to bf16 and FP8 frozen-checkpoint weight_scale omission are distinct defects." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they affect different code paths and different error classes; not the same underlying bug." + "reason": "Both concern exception handling, but they are different functions and different masked-error scenarios." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "PyTorch missing dependency import error is unrelated to BART generation's unbound local variable." + "reason": "Llama4Config missing pad_token_id and kernels import requirements are unrelated." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:29870", "accept": false, - "reason": "Missing PyTorch dependency and Llama 3.2 Vision loading breakage are different issues." + "reason": "Missing PyTorch for AutoModel and Bart generate decoder_attention_mask assignment error are unrelated." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "A placeholder issue title does not match an isolated reproduction report." + "reason": "A missing-dependency import error and a Llama 3.2 Vision model-loading regression are not the same bug." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and DiffusionGemma pipeline failure are different model/pipeline problems." + "reason": "Both are multimodal pipeline failures, but one is Qwen3OmniMoe video processing and the other is DiffusionGemma image-text-to-text pipeline behavior; too different." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both concern cache behavior, but one is spurious recompilation from lazy init and the other is `max_cache_length` scope semantics; not the same bug." + "reason": "Both involve memory/offloading, but one is an FSDP CPU RAM-efficient loading regression and the other is mmap on Strix Halo OOM avoidance; different issues." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counting are unrelated." + "reason": "A MacOS CLIP bus error and trainer token counting are unrelated." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "ADD THE DATA is not a concrete bug report, and the isolated reproduction of #38071 is a separate issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Both are memory-related, but one is broken FSDP CPU RAM efficient loading and the other is mmap being disabled on Strix Halo to avoid OOM; different causes and fixes." + "reason": "AyaVision weight tying and BLIP2 dtype propagation are different model bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet. The lone accepted soft pair (issue:43329 / issue:44479) is a conservative match: the titles point to the same video-input multimodal tokenization regression, with 43329 giving the more specific root cause and 44479 describing the broader regression. The other soft-edge rejections are appropriately cautious and do not overstate 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 }, @@ -7397,7 +7378,6 @@ "issue:42915", "issue:43404", "issue:43452", - "issue:43454", "issue:43531", "issue:43540", "issue:43577", @@ -7409,7 +7389,6 @@ "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44554", "issue:44560", "issue:44568", @@ -7425,6 +7404,8 @@ "issue:45405", "issue:45488", "issue:45538", + "issue:46421", + "issue:46424", "issue:46512", "issue:46693", "issue:46821", @@ -7434,246 +7415,245 @@ "issue:47332" ], "soft_pairs": [ - "issue:43454|issue:43577", + "issue:46421|issue:46424", "issue:44568|issue:45356", "issue:43742|issue:44291", - "issue:42175|issue:43824", + "issue:44291|issue:44821", "issue:44936|issue:46821", + "issue:42175|issue:43824", "issue:28282|issue:29127", - "issue:45137|issue:45405", "issue:44589|issue:47332", "issue:43404|issue:45127", - "issue:44291|issue:44821", "issue:44479|issue:46693", - "issue:43697|issue:45357", "issue:24643|issue:29159", + "issue:45137|issue:45405", "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:43582|issue:47254", "issue:44857|issue:46832", "issue:44062|issue:44991", + "issue:43531|issue:44821", "issue:39379|issue:44554", - "issue:43582|issue:47254", - "issue:27957|issue:28282", - "issue:42915|issue:43749", + "issue:44568|issue:45488", "issue:45538|issue:46869", + "issue:42915|issue:43749", + "issue:27957|issue:28282", "issue:41720|issue:43540", - "issue:43531|issue:44821", - "issue:44568|issue:45488", - "issue:43452|issue:43582", "issue:43540|issue:44560", + "issue:43452|issue:43582", "issue:43540|issue:44479", "issue:34567|issue:36331", - "issue:42175|issue:44488", - "issue:43577|issue:46512", - "issue:42915|issue:47332" + "issue:42915|issue:47332", + "issue:43577|issue:46512" ], - "prepared_review_unit_hash": "86dcb4a87b8fdfb2584cc78a91491b4cceb8829142c178fa0c8bb4b76592e6f8", + "prepared_review_unit_hash": "eb8d937d3fd29fd0945e66a7efb77adc2a8aba7462a11dab2ff1a5d9c717555d", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36990, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "soft_pair_count": 30, + "serialized_chars": 36695, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster; it is a loose semantic-similarity group spanning unrelated bugs across trainers, tokenizers, multimodal models, device-mapping, and packaging. None of the soft edges look like the same underlying defect or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue here is a true canonical duplicate target: the set mixes distinct failures, APIs, and model families rather than one shared bug.", + "summary": "All suggested soft edges are false positives: the pairs share broad subsystems or keywords, but not the same underlying bug/change. No PRs are present. I chose a high-signal tokenizer regression issue as the best canonical issue candidate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45488 is the strongest representative issue here: it describes a concrete, user-visible regression in a core tokenizer path, has multiple inbound references, and is scoped clearly enough to serve as a canonical example.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43454 is the cleanest self-contained bug report with a specific failure mode and concrete affected model, but it still does not represent the rest of the cluster.", + "best_issue_reason": "issue:45488 is also the best issue overall because it is a high-impact regression with a clear failure mode and strong external impact across multiple model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both mention weight-tying, but one is Mistral3 lm_head tying and the other is BLIP2 dtype handling; different bugs and code paths." + "reason": "Both are cache-related, but one is about lazy cache init and recompilation while the other is about max_cache_length only applying to quantized cache; different bugs." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer-related, but one is missing BOS/EOS insertion in v5 and the other is a Kimi-K2.5 codec/regression warning issue." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; no shared concrete code-path bug is evident." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "One is a missing-key loading error for MobileLLM; the other is init_empty_weights passing an unexpected internal argument." + "reason": "One is a model-loading KeyError for MobileLLM, the other is an init_empty_weights argument mismatch; unrelated failures." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Packaging/backend availability versus missing Qwen2.5-VL class import; unrelated release/installation failures." + "reason": "Different loading paths and different error classes; not the same bug." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle failure after train is not the same as a TimesFM window_size AttributeError." + "reason": "Trainer lifecycle failure vs a TimesFM window_size AttributeError; different code paths." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "AutoModel torch-missing ImportError and a LayoutLMv3 error-message clarity issue are different problems." + "reason": "Packaging/backend inclusion issue vs missing model import; unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque pop and a MIN_PEFT_VERSION bump are unrelated." + "reason": "AutoModel import dependency failure vs a LayoutLMv3 error-message/validation issue; not the same bug." }, { "left": "issue:44589", "right": "issue:47332", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to disk-offloaded save behavior for Qwen3-VL." + "reason": "Float8 storage lookup failure vs disk-offload save failure; different mechanisms." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve embeddings/weight tying, but one is Mistral3 lm_head tying and the other is LoRA merge with extended vocabulary; not the same bug." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." + "reason": "Both involve tied weights, but one is a Mistral3 lm_head tying bug and the other is LoRA merge with extended vocab causing collapse; not the same concrete issue." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "A video-input regression in several Qwen models is not the same as a long-context FA2 performance regression." + "reason": "One is a multimodal video-input regression; the other is a performance regression with FA2 and long-context generation." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "RT-DETR output drift in v5 and Qwen3.5 incorrect visual encoder keys are separate model-specific regressions." + "reason": "DeepSpeed training runtime error vs tokenizer slow/fast inconsistency; unrelated." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "DeepSpeed training weight-dimension error and tokenizer fast/slow inconsistency are unrelated subsystems." + "reason": "ZeRO-3 deque error vs a version-bump/package-release complaint; different topics entirely." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3MoE FP8 config failure has no overlap with CLIPTokenizer max-length behavior." + "reason": "Qwen3-MoE FP8 failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization bug; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs PEFT/ZeRO-3 checkpointing error; not the same bug." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "An AMP/CUDA crash in LwDetrImageLoss is not the same as an RT-DETR forward TypeError on feature-level mismatch." + "reason": "Both are RT-DETR family issues, but one is an AMP/CUDA crash and the other is a feature-level/backbone mismatch; distinct failure modes." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken argument collision and tokenizer-loading failure for est-roberta are different tokenizer issues." + "reason": "Tokenizers.AddedToken argument duplication vs tokenizer loading failure for a specific checkpoint; different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor loading from URL; unrelated." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama mask handling and an MPS attention correctness issue are distinct model/backend bugs." + "reason": "mllama mask handling bug vs MPS attention correctness issue; no shared concrete bug." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and PEFT+ZeRO-3 checkpointing errors are unrelated runtime failures." + "reason": "Both are tokenizer regressions, but they concern different tokenizer classes and different breakage; too broad to merge." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and missing PyTorch ImportError are not the same issue." + "reason": "Tokenizer max_length default vs YOLO multi-GPU device map failure; unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading are different training/infra problems." + "reason": "Different training/runtime subsystems and different failure modes." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "CLIPTokenizer max-length and YOLO multi-GPU device-map failure are unrelated." + "reason": "Flash Attention behavior in XLM-Roberta vs missing PyTorch import dependency; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video-input ValueError are different failure modes." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior does not match the AutoImageProcessor URL-loading problem." + "reason": "Auto device mapping cudaErrorAssert vs video-input ValueError in another Qwen3 variant; different code paths." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Both tokenizer regressions, but one is add_special_tokens BOS/EOS insertion and the other is LlamaTokenizer overwriting tokenizer.json pre-tokenizer settings." + "reason": "Both involve video inputs in Qwen3 variants, but the models and observed failures differ; not enough to treat as one bug." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breaks are unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "gguf_file loading breakage vs Apple Silicon allocator TypeError; unrelated." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Both touch Qwen video paths, but one is Qwen3OmniMoe video processing and the other is Qwen3-vl-embedding StopIteration; different code paths." + "reason": "Both mention Qwen video regressions, but one is a ValueError in Qwen3OmniMoe and the other is a broader v5.3.0 regression across multiple Qwen VL variants; not the same concrete issue." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are separate trainer API issues." + "reason": "TrainerState token-count tracking vs a custom compute_loss signature change; different trainer issues." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:42915", + "right": "issue:47332", "accept": false, - "reason": "TensorFlow missing from a torch-only install and a sleng-bert loading problem are unrelated packaging/loading bugs." + "reason": "Qwen3-MoE FP8 config failure vs saving a disk-offloaded Qwen3-VL model; distinct problems." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "BLIP2 dtype propagation and from_config stale config.dtype are related in theme but not the same concrete bug." - }, - { - "left": "issue:42915", - "right": "issue:47332", - "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to saving a disk-offloaded Qwen3-VL model." + "reason": "Both are dtype-related, but one is model/qformer weights not adopting dtype and the other is config.dtype becoming stale; different bugs." } ] }, @@ -7702,7 +7682,7 @@ "issue:29870", "issue:32090", "issue:38175", - "issue:42796", + "issue:42175", "issue:43257", "issue:43452", "issue:43540", @@ -7746,9 +7726,10 @@ "issue:47333" ], "soft_pairs": [ + "issue:45042|issue:45081", + "issue:42175|issue:44488", "issue:44479|issue:45381", "issue:44062|issue:45081", - "issue:45042|issue:45081", "issue:44987|issue:45907", "issue:38175|issue:44898", "issue:43742|issue:44589", @@ -7756,227 +7737,232 @@ "issue:44849|issue:45701", "issue:43742|issue:47333", "issue:43257|issue:43756", + "issue:43716|issue:46701", "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45672|issue:45674", "issue:43756|issue:46399", "issue:46463|issue:47276", - "issue:45823|issue:46463", - "issue:43716|issue:46701", - "issue:45405|issue:45600", "issue:44737|issue:46463", - "issue:45672|issue:45674", - "issue:24643|issue:29870", - "issue:43906|issue:46693", + "issue:45405|issue:45600", "issue:43577|issue:45072", + "issue:43906|issue:46693", + "issue:24643|issue:29870", "issue:44568|issue:46491", "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:43452|issue:44488", + "issue:28282|issue:32090" ], - "prepared_review_unit_hash": "d3a39ac98cb25ab419594c62f41283c4ffc18c039725ac9d2ba4cb2632b81f10", + "prepared_review_unit_hash": "d9b48e383792b6376b527ee187c0a9af4c6c95dd298cc16f7ee5a93c723d182c", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35762, - "estimated_input_tokens": 8941, - "estimated_eval_tokens": 18138 + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; most pairs are only superficially similar and not true duplicates. The strongest anchor is the Qwen2.5-VL video-input regression thread, with one likely duplicate-style soft match.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 46693 is the most self-contained, high-activity regression report in the set, so it is the best single issue to anchor triage, though the rest of the cluster is largely unrelated.", + "summary": "This cluster is mostly heterogeneous issue reports with one likely duplicate pair in the Qwen VL video-position regression area. The rest appear to be separate model-, tokenizer-, config-, or environment-specific bugs and should not be merged.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the broadest and clearest report of the Qwen2.5/3 VL video-input regression, covering multiple affected model variants and the shared code path more completely than the narrower follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 has the clearest regression framing, the most discussion, and enough detail to serve as the best representative issue in an otherwise mixed cluster.", + "best_issue_reason": "issue:44479 has the strongest duplicate-triage value here because it describes the regression in the most general terms and is the best anchor for the one plausible duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and failure modes: image processor torchvision dependency vs tokenizer regex patch crash." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated loading/backend problems affecting different packages and models; no shared concrete code path." + }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same Qwen2.5-VL video-input regression around vision/position ids in transformers 5.3.0; one is just broader in scope." + "reason": "Both describe the same Qwen2.5-VL/Qwen VL video-position-id regression in v5.3.0; one is broader across model variants, the other is the narrow qwen2.5-vl symptom." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading failures, but they hit different models and different failure points (`AddedToken` kwargs vs Mistral regex patch)." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "One is about image processors requiring torchvision; the other is a tokenizer regex crash. Different subsystems and code paths." + "reason": "Tokenizer AddedToken keyword conflict is unrelated to the Mistral regex/backend_tokenizer crash." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different problems: model loading breaks in one case, while the other is a repo-files API forwarding issue in CI." + "reason": "Different bug classes: model loading failure vs Hub API argument forwarding in CI." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both involve vision models, but the symptoms and likely fixes differ substantially (zero probabilities vs interpolation/image-size failure)." + "reason": "Both are vision-model issues but they concern different models and distinct inference paths." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time errors with no clear shared root cause: config/key handling versus missing float8 storage support." + "reason": "Different models and different root causes: config key error vs missing Float8 storage type." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal-related, but one is a failed Janus generation test and the other is a Phi-4 model load failure; not the same bug." + "reason": "Both are multimodal failures, but the affected models and code paths are different enough to treat separately." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is a Qwen3.5 hidden-states bug; the other is a tokenizer behavior change across versions. Different code paths." + "reason": "Qwen3.5 hidden-state bug is unrelated to a tokenizer change regression." }, { "left": "issue:43742", "right": "issue:47333", "accept": false, - "reason": "Both are model-loading issues, but one is a key/config error and the other is an offloading save bug for disk-offloaded models." + "reason": "Different loading/saving scenarios and models; no evidence of the same bug." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Accelerate/DeepSpeed MoE weight-conversion bug versus a RoPE-layer-count bug; related model families do not make them the same issue." + "reason": "Both are model-specific regressions, but one is accelerate/deepspeed weight conversion and the other is RoPE-layer dropping." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Both touch Qwen-family internals, but one is about dropped RoPE layers and the other about still-image temporal position ids." + "reason": "Image-preprocessor dtype mismatch in Mistral-3 is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:43756", - "right": "issue:46399", + "right": "issue:45325", "accept": false, - "reason": "Different Qwen3.5 bugs: layer configuration versus kernel registration / decorator failure." + "reason": "Both mention RoPE/position handling, but they affect different models and different bugs." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Both are messaging/validation-related, but they affect different warnings/errors in different features." + "reason": "Device-map dtype mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Device-mapping mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + "reason": "Both involve 4-bit inference, but the failing code paths are different: uint8 audio-module finfo handling vs BitsAndBytes skip-module exclusion logic." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Different multimodal failures: preprocessor/model dtype mismatch versus pipeline output object incompatibility." + "reason": "RoPE-layer count bug in Smollm3 is unrelated to the Qwen3.5 kernel registration crash." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:46463", + "right": "issue:47276", "accept": false, - "reason": "One is a dependency version bump problem; the other is stale auto-mapping references causing CI breakage." + "reason": "These are both message-quality issues, but they are different warnings in different execution paths." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "CPU device-placement bug in XLNet versus an error-message issue in T5 validation." + "reason": "XLNet CPU placement bug is unrelated to T5 decoder validation error wording." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both are 4-bit inference related, but one is a uint8/torch.finfo failure in audio modules and the other is a BitsAndBytes skip-module exclusion bug." + "reason": "PEFT version pinning issue and removed-config auto-mapping CI break are unrelated maintenance problems." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Training with DeepSpeed weight-shape error and Bart generate-time unbound variable are unrelated failures." + "reason": "Both are dtype-related, but they concern different model families and different implementation bugs." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is a reproduction of a prior bug; the other is a FA2 long-context performance regression. Not the same issue." + "reason": "No evidence that the isolated reproduction of issue 38071 is the same concrete bug as the FA2 long-context performance regression." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Both mention dtype mismatches, but they affect different models and different inference paths." + "reason": "DeepSpeed training weight-shape error and BART decoder_attention_mask UnboundLocalError are different failures." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: missing special tokens versus leading-space round-trip loss." + "reason": "Tokenizer regressions, but on different models and different symptoms (special-token addition vs leading-space round-trip)." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "One is config propagation for num_labels; the other is strict config loading. Related area, but not the same defect." + "reason": "Config propagation bug in Qwen3.5 is not the same as strict config rejection for granite_speech." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and FA2 long-context performance regression are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Both concern loading from pretrained, but one is a gguf_file API break and the other is a specific model-loading failure." + "reason": "Qwen3OmniMoe video processing error is unrelated to FA2 generation performance regression." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "Different offloading/loading problems: key error on MobileLLM versus saving a disk-offloaded Qwen3-VL model." + "reason": "Different models and different operations: loading MobileLLM vs saving a disk-offloaded Qwen3-VL model." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both are environment/trainer errors, but one is missing PyTorch import and the other is a NoneType broadcast failure." + "reason": "Both are loading-related, but one is a gguf_file/from_pretrained regression and the other is a specific model load failure; not enough evidence of the same bug." }, { - "left": "issue:42796", - "right": "issue:43906", + "left": "issue:44737", + "right": "issue:45072", + "accept": false, + "reason": "CPU device placement in XLNet and bfloat16 dtype mismatches are unrelated issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer BPE-marker handling and a reproduction of another issue are not the same concrete bug." + "reason": "Environment-missing-PyTorch import error is unrelated to the Trainer _gpu_broadcast_one NoneType error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue 46693 is clearly the highest-activity regression report, and the rest of the cluster is mostly a mix of distinct tokenizer, loading, multimodal, config, and offloading bugs. The lone positive soft-edge match (44479/45381) is conservative enough given the shared Qwen2.5-VL video-input regression framing; the other rejections are appropriately cautious." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate pair around the Qwen VL video-position-id regression and treats the rest as separate issues. The accepted soft-edge pair is also reasonably supported by the issue titles and wording, without overstating certainty." }, "evaluator_used": true, "retried": false, @@ -8002,15 +7988,16 @@ "issue:38175", "issue:40444", "issue:41762", + "issue:42796", "issue:43295", "issue:43452", - "issue:43525", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43749", + "issue:43906", "issue:43994", "issue:44361", "issue:44442", @@ -8038,7 +8025,6 @@ "issue:46121", "issue:46170", "issue:46463", - "issue:46701", "issue:46821", "issue:46829", "issue:46846", @@ -8049,221 +8035,221 @@ "soft_pairs": [ "issue:44466|issue:45005", "issue:46463|issue:46899", + "issue:42796|issue:43906", "issue:41762|issue:44936", "issue:43452|issue:44843", - "issue:43697|issue:46829", "issue:44913|issue:46121", "issue:45663|issue:46846", - "issue:43720|issue:44898", + "issue:43697|issue:46829", "issue:44737|issue:45588", + "issue:43720|issue:44898", "issue:43653|issue:44361", - "issue:44361|issue:44442", "issue:38175|issue:43295", - "issue:43697|issue:45216", + "issue:44821|issue:46821", "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43697|issue:45216", "issue:45357|issue:45920", "issue:43688|issue:43749", "issue:43994|issue:44898", - "issue:44821|issue:46821", - "issue:43643|issue:45375", "issue:29159|issue:33357", "issue:44756|issue:47332", "issue:40444|issue:44811", + "issue:43643|issue:45375", "issue:44843|issue:44991", "issue:45372|issue:46170", - "issue:44857|issue:47000", - "issue:43525|issue:46701" + "issue:44857|issue:47000" ], - "prepared_review_unit_hash": "7cf6ee7f4932fc900802c92b871f241b3d2cc2a84e9e28574018ba727eded27d", + "prepared_review_unit_hash": "df28a69601f9bce28c93104057a65ecbc077da2dcca9c65c0be81e943b947ac5", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35900, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "serialized_chars": 35906, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft duplicate pair looks like the same bug: the v5 tied-weights / save_pretrained regression in translation models. The rest are distinct model-, tokenizer-, config-, or runtime-specific failures.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45005 is the best canonical issue because it describes the broader tied-weights regression in v5, while issue:44466 appears to be a narrower manifestation of the same save_pretrained/serialization problem.", + "summary": "Most pairs are unrelated. The only clear duplicate-looking pair is the v5 tied-weights/save_pretrained regression: issue 45005 is the broader umbrella and issue 44466 looks like a specific symptom of it.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45005 is the broader, more canonical report for the tied-weights regression in v5; issue:44466 reads like a narrower manifestation (device-dependent lm_head.weight serialization).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the strongest representative of the cluster\u2019s only clear duplicate theme: tied weights being serialized incorrectly in v5 for translation models.", + "best_issue_reason": "issue:45005 is the best issue to keep as the representative bug report because it describes the underlying tied-weights problem more generally than 44466.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both describe the same v5 tied-weights/save_pretrained serialization regression affecting model checkpoints; 44466 is a more specific instance of the broader issue in 45005." + "reason": "Same underlying v5 tied-weights/save_pretrained regression; 44466 is a concrete symptom of the broader issue in 45005." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Different models and failure modes: T5 decoder-input validation vs Gemma-4 multimodal dtype casting under 4-bit quantization." + "reason": "Different models and failures: T5 decoder-input validation messaging vs Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a link to a separate reproduction; no evidence it matches the Ministral tokenizer BPE-marker bug." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Unrelated problems: ZeRO-3 loading crash for Gemma3 vs trainer.evaluate() failing after training." + "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer loading, but one is about gguf_file handling and the other about an unconditional hub call breaking offline mode; different concrete bugs." - }, - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "Different architectures and symptoms: RTDetrV2 output mismatch vs VideoPrism output field misassignment." + "reason": "Different code paths: gguf_file loading failures vs an offline-mode break in _patch_mistral_regex." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is GPTNeoXConfig rotary_pct not persisting on reload; the other is a TypeError in rope-parameter validation for JSON-loaded lists." + "reason": "Both involve config/rope-related code, but one is a reload/defaulting bug and the other is a TypeError on list handling." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Distinct Qwen/Gemma model bugs with different code paths: FSDP2 shared_kv_states KeyError vs tensor-parallel plan omissions causing OOM/shape errors." + "reason": "Different models and mechanics: Gemma4 FSDP2 KeyError vs Qwen3.5 TP plan omissions causing OOM/shape errors." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Unrelated: BitNet packed-weight loading bug vs Perceiver image classification failure on non-default resolution." + "reason": "RTDetrV2 output regression and VideoPrism output-field mismatch are unrelated bugs." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device-placement inefficiency is unrelated to flash_attention crashing on s_aux=None." + "reason": "XLNet CPU tensor placement issue is unrelated to flash_attention s_aux=None handling." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer AttributeError on tasks." + "reason": "BitNet packed-weight loading bug and Perceiver non-default-resolution failure are different issues." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but one is an MLuke task failure and the other is AutoTokenizer failing to load a different tokenizer class." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regressions: SigLIP zero-probabilities vs custom processor/tokenizer image-handling breakage." + "reason": "SigLIP2 zero-probabilities issue is unrelated to the processor.tokenizer regression in custom model code." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "RTDetr output drift and Qwen3.5 save_pretrained corruption are separate bugs with different code paths." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated." + "reason": "Position-id key warnings are not the same as sinq quantized model save/load corruption." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Different loading/saving issues: incorrect visual encoder keys for Qwen3.5 vs wrong token IDs from AutoTokenizer for many models." + "reason": "Two different tokenizer load/runtime failures with no concrete shared code path shown." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to FSDP CPU RAM efficient loading." + "reason": "RTDetrV2 output differences and Qwen3.5 checkpoint save corruption are different regressions." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "SigLIP2 pipeline nonsense outputs and Perceiver non-default-resolution failure are different model-specific bugs." + "reason": "Qwen3.5 visual-encoder key serialization is different from the broad AutoTokenizer token-ID regression." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both involve missing config fields, but one is trust_remote_code AutoConfig behavior and the other is a specific Qwen3.5MoeVisionConfig strict-field drop; not the same bug." + "reason": "SigLIP2 nonsense outputs and Perceiver non-default-res failures are different model-specific bugs." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error in a CLIP community model." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the MacOS CLIP bus error." }, { "left": "issue:44756", "right": "issue:47332", "accept": false, - "reason": "Strix Halo mmap OOM and Qwen3-VL disk-offload save failures are different storage/offloading issues." + "reason": "Strix Halo mmap OOM and disk-offloaded Qwen3-VL save failure do not share the same bug." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config field loss, but they are different manifestations and not the same concrete bug." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub lookup in mistral regex and EMBEDDIA/est-roberta tokenizer loading failure are different regressions, not one concrete bug." + "reason": "Offline model_info patching and EMBEDDIA/est-roberta tokenizer loading failure are not shown to be the same issue." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import failure due mistral_common vs Windows/ROCm torch.distributed dependency issues are unrelated." + "reason": "Gemma processor import failure and Windows ROCm distributed import/type errors are unrelated." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different detection-loss failures: LwDetr AMP crash vs RTDetrLoss cost-matrix infeasibility." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Different detection-loss crashes with different failure modes and likely different fixes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet and stays conservative. The accepted pair (44466, 45005) is a plausible duplicate theme around v5 tied-weights serialization/save_pretrained behavior, while the other pairs are reasonably distinguished by model, component, or failure mode. No PR-pair mergeability issue applies here." + "feedback": "The summary is grounded in the packet, and the one accepted soft pair (44466/45005) is a conservative duplicate-like link based on closely aligned titles about tied weights and save_pretrained behavior. The remaining pair rejections also stay cautious and do not overclaim shared bugs." }, "evaluator_used": true, "retried": false, @@ -8294,25 +8280,25 @@ "issue:43295", "issue:43452", "issue:43504", + "issue:43525", "issue:43550", "issue:43577", - "issue:43606", "issue:43643", "issue:43646", "issue:43653", "issue:43688", - "issue:43720", "issue:43749", "issue:43756", "issue:43761", + "issue:43782", "issue:43927", + "issue:44361", "issue:44464", "issue:44466", "issue:44479", "issue:44561", "issue:44568", "issue:44625", - "issue:44734", "issue:44743", "issue:44977", "issue:45356", @@ -8325,8 +8311,8 @@ "issue:46178", "issue:46402", "issue:46491", - "issue:46612", "issue:46693", + "issue:46701", "issue:46829", "issue:46832", "issue:46932", @@ -8335,24 +8321,26 @@ ], "soft_pairs": [ "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43525|issue:46701", "issue:43295|issue:45356", "issue:45542|issue:46178", - "issue:43688|issue:45701", "issue:43646|issue:43749", "issue:43653|issue:43927", - "issue:43653|issue:44568", + "issue:33666|issue:36010", "issue:43756|issue:46402", + "issue:43761|issue:47013", + "issue:43653|issue:44568", "issue:46832|issue:46932", - "issue:33666|issue:36010", "issue:44464|issue:44743", "issue:44479|issue:44625", + "issue:43550|issue:44361", "issue:43761|issue:46829", - "issue:43761|issue:47013", "issue:43452|issue:43577", "issue:42898|issue:46491", - "issue:32090|issue:33666", "issue:41720|issue:44464", "issue:33666|issue:36331", + "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:44464|issue:44977", "issue:44977|issue:46693", @@ -8360,226 +8348,217 @@ "issue:45405|issue:47254", "issue:43278|issue:43688", "issue:43688|issue:45440", - "issue:43504|issue:43720", - "issue:44734|issue:46612", - "issue:43720|issue:43927", - "issue:43643|issue:44561", - "issue:43606|issue:43927" + "issue:43782|issue:46693", + "issue:43643|issue:44561" ], - "prepared_review_unit_hash": "f878407eaa82a71794871941a8c8f85682ea36d4df1b9d3d0faa2b7446891df3", + "prepared_review_unit_hash": "5c2cde18e5f53f7ee052936ce029fa09d6a3344f1caf9bfe4ba942b65f3e1abd", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37352, - "estimated_input_tokens": 9338, - "estimated_eval_tokens": 18932 + "soft_pair_count": 30, + "serialized_chars": 36926, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly unrelated bug reports spanning different models, loaders, tokenizers, generation paths, and regression types. I do not see any pair that clearly describes the same underlying bug/change, so all soft edges should be rejected. No PRs are present in this cluster.", - "confidence": 0.97, - "canonical_issue_reason": "If a single representative issue must be chosen, issue 43749 is the broadest and most discussion-heavy infrastructure bug ('FSDP_CPU_RAM_EFFICIENT_LOADING broken'); however, it is not a duplicate of the other items.", + "summary": "This cluster does not contain any convincing duplicate pairs; the soft edges mostly connect unrelated regressions that only share broad themes like tokenization, loading, or generation.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43749 is the strongest anchor in this set: it describes a concrete regression, has substantial discussion/inbound references, and is more broadly actionable than the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the best cluster anchor only by breadth and activity, not because it matches the other reports as the same bug.", + "best_issue_reason": "issue:43749 is the best overall issue to represent the cluster because it is specific, high-signal, and clearly scoped to a real broken feature.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different bugs: auxiliary loss normalization vs a T5/apex RMSNorm memory leak." + "reason": "Different bugs: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different subsystems: loss normalization bug vs tokenizer-version behavior change." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated models and failures: missing pad_token_id on Llama4Config vs DiffusionGemma pipeline breakage." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec handling; not the same failure." + "reason": "Both are tokenizer regressions, but the concrete failure modes and code paths differ." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both involve backend availability, but they are different backend errors with different offending modules." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Different problem space: loss normalization vs tokenizer/version-dependent tokenization changes." + "reason": "Both mention TF/backend setup, but one is undefined backend state and the other is a missing BACKENDS_MAPPING entry." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token decode bug vs config field loss after save/load; different code paths and symptoms." + "reason": "Tokenizer special-token registration bug vs config fields lost on save/load." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Both are tokenization issues, but they affect different tokenizers and different special-token behavior." + "reason": "Multi-GPU Qwen2-VL training issue vs GenerationMixin import failure; no shared code-path." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 is unrelated to Sam3 text-encoder weights not loading." + "reason": "Different model-specific problems: RoPE layer loss vs Sam3 text-encoder weights not loading." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "RT-DETR feature-level indexing error vs Gemma4 quantized embedder dtype casting; different subsystems." + "reason": "Hidden-states output regression vs xLSTM state unpacking crash; different implementations." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs affecting different special-token behaviors." + }, + { + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Multi-GPU training support is unrelated to a GenerationMixin import error." + "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache behavior, but they are different bugs in different mechanisms and are not mergeable as one fix." + "reason": "Both concern generation/statefulness, but one is compiled-forward inconsistency and the other is recurrent-state reset logic." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to num_labels propagation in Qwen3.5 config." + "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both concern hidden-state outputs, but one is CLIPVisionModel returning None and the other is VideoPrism misassigning outputs." + "reason": "Torch.compile/SDPA failure is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:43761", - "right": "issue:47013", + "right": "issue:46829", "accept": false, - "reason": "CLIP hidden_states regression is unrelated to xLSTM train-mode unpacking behavior." + "reason": "Both touch hidden_states, but one is CLIPVisionModel.forward and the other is VideoPrism output packaging." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + "reason": "GGUF loading breakage is unrelated to Blip2 dtype handling." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they are different behaviors in different tokenizers and version changes." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Global tokenization-space behavior change vs a specific CodeLlama leading-space regression." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cuda assert and chunked-generation compiled-forward inconsistency are different bugs." + "reason": "CUDA assert under auto device map is unrelated to chunked generation with compiled forward." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support and unexpected compute_loss kwargs are separate Trainer issues." + "reason": "Different trainer/training bugs: multi-GPU Qwen2-VL vs compute_loss signature mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Generic Trainer broadcast TypeError is not the same as Qwen2-VL multi-GPU training failure." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to sinq quantized model save/load breakage." + "reason": "Both involve save/load, but tied-weight serialization is a different bug from sinq quantization persistence." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but one is compiled-forward chunking and the other is flash-attention correctness for Qwen3.5." + "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention behavior in Qwen3.5." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention output correctness and long-context FA2 performance regression are not the same bug." + "reason": "One is a correctness bug for Qwen3.5 with flash-attention; the other is a performance regression after 5.2.0." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failures are unrelated." + "reason": "BEiT pretrained-load legacy-field issue is unrelated to Bamba SDPA/torch.compile failure." }, { "left": "issue:45405", "right": "issue:47254", "accept": false, - "reason": "A version pin bump is unrelated to the PEFT + DeepSpeed checkpoint error." + "reason": "Unreleased PEFT version bump is not the same bug as PEFT+DeepSpeed checkpointing errors." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to auxiliary loss normalization." + "reason": "dtype drift between train and eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary loss normalization does not match the DeepSeekV3MoE implementation divergence." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy-field loading for BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:44734", - "right": "issue:46612", - "accept": false, - "reason": "Both involve cache behavior, but one is server KV-cache continuation indexing and the other is beam-search cache reorder skipping for specific models." + "reason": "Both involve MoE models, but the observed failures are different and not the same code-path problem." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Packed-weight loading and custom token ID persistence are unrelated bugs." + "reason": "Weight-only load error for Qwen3VL is unrelated to FA2 long-context performance regression." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig output and the other is removal of an import utility breaking remote-code models." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss and generation IndexError." + "reason": "Missing config fields from trust_remote_code is a different regression than removing is_torch_fx_available." } ] }, @@ -8598,8 +8577,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -8615,11 +8594,11 @@ "issue:43525", "issue:43572", "issue:43577", + "issue:43606", "issue:43611", "issue:43646", "issue:43701", "issue:43720", - "issue:43782", "issue:43825", "issue:43927", "issue:43994", @@ -8629,10 +8608,10 @@ "issue:44488", "issue:44514", "issue:44554", - "issue:44568", "issue:44610", "issue:44625", "issue:44704", + "issue:44734", "issue:44843", "issue:44964", "issue:44977", @@ -8646,231 +8625,237 @@ "issue:46192", "issue:46209", "issue:46365", - "issue:46489", - "issue:46693", + "issue:46612", "issue:46846", "issue:47276", "issue:47332" ], "soft_pairs": [ + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:44734|issue:46612", + "issue:43606|issue:43927", "issue:44625|issue:47276", - "issue:43782|issue:46693", "issue:43504|issue:44610", "issue:43720|issue:44361", - "issue:44484|issue:44704", "issue:43577|issue:44554", + "issue:44484|issue:44704", "issue:43525|issue:43572", "issue:43611|issue:46846", "issue:44964|issue:45405", "issue:28218|issue:33357", "issue:44514|issue:45290", - "issue:43493|issue:43825", "issue:45823|issue:46050", + "issue:43493|issue:43825", "issue:44977|issue:46209", "issue:39692|issue:43295", + "issue:43334|issue:45759", "issue:45491|issue:46002", "issue:43994|issue:46192", "issue:45405|issue:47332", + "issue:43334|issue:43572", "issue:44488|issue:44843", - "issue:44554|issue:46365", "issue:42796|issue:44977", - "issue:43334|issue:45759", - "issue:43278|issue:43701", + "issue:44554|issue:46365", "issue:43646|issue:44466", - "issue:43334|issue:43572", - "issue:44568|issue:46489", - "issue:43927|issue:44361" + "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "edbb430d29aab4382d61424defc3870349aac56c27d276664643f2106385504d", + "prepared_review_unit_hash": "d3210fd52d0315697b2a3f98142f5495beb68f228d81b5ae3c6352d0bd7fb895", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35981, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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": "No soft pair looks like a true duplicate or mergeable same-bug/same-change match; the set is mostly unrelated model-, tokenizer-, and runtime-specific regressions.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43646 is the broadest, most self-contained regression report here; it reads like a representative Transformers 5.0 loading/init breakage rather than a narrow model-specific symptom.", + "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bugs; the soft pairs share subsystems or symptoms, but not the same concrete code-path failures. I would not merge any of the proposed soft edges.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44843 is the clearest, most self-contained regression in a core loading path, with a specific failure mode and actionable reproduction.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best standalone representative in this set because it is concrete, broadly scoped, and easy to triage independently.", + "best_issue_reason": "issue:44843 is the best representative because it is a precise, user-facing loading bug with broad impact and a well-defined fix surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:47276", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Different problems: config propagation for Qwen3.5 vs a misleading warning about synced_gpus." + "reason": "Legacy-field model loading failure vs. packed-weight unpacking during accelerate loading; different bugs and code paths." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading vs. DiaConfig save/load losing custom token IDs; unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Wrong tensor indexing in serve KV-cache continuation vs. beam-search cache reorder skipping for certain models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs. config serialization dropping custom token IDs; not the same issue." + }, + { + "left": "issue:44625", + "right": "issue:47276", "accept": false, - "reason": "One is a Qwen3VL from_pretrained/weight_only failure; the other is an FA2 long-context performance regression." + "reason": "Missing num_labels propagation vs. misleading warning text; one is a functional bug, the other a message issue." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Unrelated models and failures: legacy field loading for BEiT vs processor/model input-size mismatch for OmDet-Turbo." + "reason": "Pretrained preset load failure from a legacy field vs. processor/model size mismatch; different concrete problems." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different subsystems: BitNet packed-weight loading vs MLukeTokenizer task-time AttributeError." + "reason": "Accelerate loading of packed weights vs. tokenizer AttributeError on tasks; unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwargs not reaching cached_file." + "reason": "BLIP2 dtype handling vs. MPS attention correctness issue; different models and code paths." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness bug are separate issues." + "reason": "max_shard_size behavior question vs. AutoProcessor kwargs not reaching cached_file; not the same bug." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs/models and do not look like the same bug." + "reason": "Missing pad_token_id in Llama4Config vs. missing pad_token_idx in StableLmConfig; similar theme, different defect." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Generic base_model_prefix loading regression is distinct from Qwen3.5 TP-plan omissions causing OOM/shape errors." + "reason": "base_model_prefix loading regression vs. missing linear_attn TP plan entries; separate failures." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT minimum-version pin being ahead of PyPI." + "reason": "Model load failure for Phi-4 multimodal vs. an unreleased dependency version bump; unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." + "reason": "Tokenizer extra-space bug vs. Mac bus error on a CLIP model; no shared underlying code-path." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template crashes, but the triggering conditions and code paths are different." + "reason": "Both involve apply_chat_template crashes, but on different inputs and failure modes, so not the same concrete bug." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to an incorrect pipeline error message about translation support." + "reason": "Gemma4 device mismatch during forward vs. sinq quantized save/load breakage; different behavior and fix surface." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Device-map PLE mismatch and sinq quantized save/load breakage are different failure modes." + "reason": "SigLIP2 implementation discrepancy vs. an incorrect pipeline error message; unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failing on B200." + "reason": "Qwen3.5 flash-attention generation bug vs. FP8 inference failure on B200; different hardware/code-path issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same as a regression breaking processor.tokenizer access in custom model code." + "reason": "Documentation example errors vs. a regression in processor/tokenizer handling; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config vs. failing to unwrap text_config in multimodal configs; related area, different defect." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 mixed-length attention and the other is classification-head NaNs on checkout/init." + "reason": "Gemma3 NaNs in sliding-window attention vs. NaNs in classification heads after checkout/init; distinct failures." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsensical outputs are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP2 bad outputs from AutoModel/pipeline vs. return_tensors being ignored when text_kwargs is explicit; unrelated." }, { "left": "issue:45405", "right": "issue:47332", "accept": false, - "reason": "A dependency version bump issue is unrelated to saving a disk-offloaded Qwen3-VL model." + "reason": "PEFT version bump issue vs. inability to save a disk-offloaded Qwen3-VL model; no shared root cause." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Cannot load a specific model is not the same as AutoTokenizer always calling model_info and breaking offline mode." + "reason": "Qwen3-VL pad token attribute loss vs. StableLm pad_token_idx regression; same symptom class, different models and fields." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to an import conflict involving datasets and Trainer." + "reason": "Unable to load cjvt/sleng-bert vs. unconditional model_info() call breaking offline mode; different tokenizer-loading problems." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different tokenizer/model issues." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config is not the same as failing to unwrap text_config in composite Qwen configs." + "reason": "Tokenizer BPE-marker handling vs. Qwen3.5 flash-attention generation; unrelated bugs." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "MPS attention correctness issue vs. Trainer import conflict with datasets; different subsystems and failures." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is separate from inconsistent lm_head.weight serialization." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Same broad theme of missing pad-token fields, but different models and different missing attributes." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Different tokenizer regressions for different models; they are not clearly the same underlying bug." + "reason": "Custom model initialization regression vs. inconsistent lm_head.weight serialization; not the same underlying bug." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to MLukeTokenizer task AttributeError." + "reason": "dtype mismatch between train/eval vs. resume_from_checkpoint key mismatch; unrelated." } ] }, @@ -8913,9 +8898,11 @@ "issue:43824", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44112", "issue:44291", + "issue:44361", "issue:44464", "issue:44493", "issue:44568", @@ -8924,7 +8911,6 @@ "issue:44964", "issue:45072", "issue:45084", - "issue:45200", "issue:45229", "issue:45245", "issue:45357", @@ -8935,18 +8921,19 @@ "issue:46050", "issue:46209", "issue:46285", - "issue:46399", + "issue:46489", "issue:46710", "issue:46821", "issue:46832", - "issue:46846", "issue:47013", "issue:47254" ], "soft_pairs": [ + "issue:44568|issue:46489", "issue:44568|issue:45812", - "issue:43278|issue:43844", + "issue:43927|issue:44361", "issue:43572|issue:44291", + "issue:43278|issue:43844", "issue:43493|issue:43844", "issue:46209|issue:46710", "issue:43504|issue:43606", @@ -8955,234 +8942,232 @@ "issue:46821|issue:46832", "issue:44493|issue:46285", "issue:43504|issue:43653", + "issue:43994|issue:44493", "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:42490|issue:43696", "issue:45245|issue:46710", - "issue:43994|issue:44493", "issue:45072|issue:46832", "issue:44464|issue:45584", - "issue:44849|issue:46209", "issue:43873|issue:46050", + "issue:44849|issue:46209", "issue:44849|issue:45357", - "issue:42490|issue:43696", - "issue:15354|issue:38175", "issue:42947|issue:43381", - "issue:43844|issue:44964", - "issue:29159|issue:32090", "issue:28218|issue:34567", - "issue:46399|issue:46846", + "issue:29159|issue:32090", + "issue:47013|issue:47254", + "issue:43844|issue:44964", "issue:45084|issue:45520", - "issue:45229|issue:45823", - "issue:45200|issue:45229", - "issue:47013|issue:47254" + "issue:45229|issue:45823" ], - "prepared_review_unit_hash": "d2b190f19df538745c231b2d2ccecfa4dec6fdf8a0e2f37df0603de7b7e6d140", + "prepared_review_unit_hash": "6c6532bd73ec70e0287ceea2490810c37b9c9f72a8763f3cbd358b95dcd28d37", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36843, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36814, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: the suggested pairs overlap only at a broad subsystem level (tokenizers, checkpointing, loading, dtype, etc.) but do not describe the same underlying bug or mergeable fix path. No soft-edge duplicate should be accepted.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is justified here; the items span unrelated bugs and regressions across tokenization, model loading, training, inference, and backend behavior.", + "summary": "This cluster is mostly a loose collection of unrelated model-, tokenizer-, training-, and quantization-specific bugs. None of the soft pairs look like the same underlying issue or a single mergeable change, so all soft edges should be rejected. If a representative issue is needed, 45812 is the broadest and most central tokenizer regression here.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45812 is the broadest, most general regression in the set: it affects AutoTokenizer across all Granite models, has cross-cutting impact, and is more representative than the very model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a true global best duplicate representative because the cluster is not a single bug family; at most, some items are broadly similar by area, not by root cause.", + "best_issue_reason": "issue:45812 is the best issue candidate because it is broadly scoped, clearly described, and appears to have wider downstream impact than the other mostly niche model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different failure modes (missing BOS/EOS vs incorrect output), so they are not the same bug." + }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS behavior for mDeBERTa and the other is Granite token ID mapping; different code paths and fixes." + "reason": "Related only at a high level: both concern tokenizer behavior in v5+, but one is about added_special_tokens on mdeberta and the other about Granite token IDs, so they are distinct issues." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both mention dtype/gradient anomalies, but one is an eval-time BF16-to-FP32 embedding change and the other is abnormal gradient growth with ZeRO-3; unrelated root causes." + "reason": "A save/load custom token ID loss bug is unrelated to a tokenizer AttributeError on tasks; no shared code-path is evident." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different failures: missing pad_token_idx in StableLmConfig versus an unexpected _is_hf_initialized argument in init_empty_weights model loading." + "reason": "These are different bugs: a missing config field for StableLm versus an init_empty_weights TypeError from an unexpected argument." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "One is an eval-time dtype change, the other is a ZeRO-3 gradient explosion; they do not describe the same underlying defect." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is a model implementation parity issue, while 43844 is a training instability under ZeRO-3; not the same bug." + "reason": "SigLIP2 HF-vs-JAX discrepancy and gradient growth under ZeRO-3 are unrelated failures in different model/training paths." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Both are FP8/accuracy related at a high level, but one is a B200 inference failure and the other is a regression in model accuracy after a Transformers upgrade; different failure modes." + "reason": "FP8 inference on B200 and a DeepSeek accuracy regression after upgrade are different model/runtime problems." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "One is a BEiT legacy-field loading bug and the other is a CPU offload device-mismatch in suno/bark-small; same broad loading/runtime theme only, not the same issue." + "reason": "A legacy-field load failure for Beit segmentation is unrelated to a CPU offload device mismatch in bark-small." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Both are storage/import related TypeErrors, but one is about missing Float8 storage support and the other is a Python 3.13 flash_attn import_utils KeyError." + "reason": "Float8 storage lookup failure and a flash_attn import error on Python 3.13 are unrelated issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for Qwen2.5-VL class availability is unrelated to Float8 storage lookup failures; different modules and fixes." + "reason": "An import error for Qwen2.5-VL and a Float8 storage type error are different code paths and symptoms." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size attribute handling and RT-DETR feature-level forward errors are separate model-specific bugs." + "reason": "Both are forward-path errors, but they involve different architectures and distinct logic failures (window_size vs feature-level mismatch)." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected key with position id is a state-dict/model-compat issue, while CLIP text model structure inconsistency is an API/layout change; not the same bug." + "reason": "Unexpected key/position-id regressions and CLIP text model structure changes are not the same defect." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy field loading and BigBirdTokenizer mask-token registration affect different code paths and symptoms." + "reason": "Loading a model preset with a legacy field is not the same as a tokenizer special-token registration bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "These affect different model families and different behaviors: nonsensical SigLIP2 outputs versus a position-id key regression." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but one is a real CPU offload mismatch and the other is a stale GraniteSpeech device override test; the latter is a test issue, not the same bug." + "reason": "Both mention CI/device behavior, but one is model offload mismatch and the other is a stale test override; they are not the same bug." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "A category-count limit error is unrelated to a Transformers upgrade accuracy regression." + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probability outputs are unrelated issues." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different problems in different model families." + "reason": "A category-count runtime limit and a model accuracy regression after upgrade are unrelated." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "dtype mismatches in bfloat16 inference and RT-DETR feature-level shape/type errors are not the same code-path problem." + "reason": "These are different inference bugs: dtype mismatches in bfloat16 versus a backbone-feature-level mismatch in RT-DETR." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription generation failure are distinct generation bugs." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8 inference on B200 are unrelated model/runtime issues." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different generation bugs." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading behavior and sinq save/load breakage are different lifecycle bugs, not one underlying defect." + "reason": "Quantization/offloading misbehavior and save/load breakage for sinq-quantized models are related only broadly, not the same concrete bug." }, { "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "One is about output_hidden_states behavior; the other is incorrect visual encoder keys on save_pretrained. Different regressions." - }, - { - "left": "issue:42490", - "right": "issue:43696", + "right": "issue:46209", "accept": false, - "reason": "A trailing-slash import warning and CUDA OOM on GPT-oss-20b are unrelated." + "reason": "Qwen3.5 hidden-state output and FP8 inference on B200 are unrelated issues." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "TorchScript GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are completely different issues." + "reason": "Both concern Qwen3.5, but one is an output_hidden_states bug and the other is incorrect save_pretrained visual keys; they are distinct." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both concern gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is explicit eval-mode prohibition; not the same underlying bug." + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is a hard failure in eval mode." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Gradient explosion under ZeRO-3 and inability to load Phi-4 multimodal are unrelated." + "reason": "Tokenizer added-space behavior and TrainerState token counting are unrelated subsystems." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency and Trainer _gpu_broadcast_one NoneType error share no root cause." + "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one TypeError have no shared underlying code-path." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Extra space after added token is a tokenizer output bug; num_input_tokens_seen not updating is TrainerState accounting." + "reason": "xLSTM train-mode unpacking crash and PEFT/DeepSpeed checkpoint errors are different failures that would not plausibly be one merged fix." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Missing decorator for apply_rotary_pos_emb registration in Qwen3.5 is unrelated to missing linear_attn tensor-parallel plan entries." + "reason": "Gradient inflation under ZeRO-3 and a model import/load failure for Phi-4 multimodal are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compilation failure and flash_attn import KeyError are unrelated implementation paths." + "reason": "A compile error for non-template nodes and a Python 3.13 flash_attn import KeyError are different problems." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Multi-GPU inference OOM for Gemma4 31B and PLE device mismatch during forward are distinct issues." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Missing mm_token_type_ids defaulting and multi-GPU CUDA OOM are not the same bug." - }, - { - "left": "issue:47013", - "right": "issue:47254", - "accept": false, - "reason": "xLSTM train-mode unpacking failure and PEFT+DeepSpeed checkpointing errors are different gradient-checkpointing problems with different fix paths." + "reason": "Multi-GPU CUDA OOM in Gemma4 and a device mismatch in Gemma4 PLE are distinct issues, not the same bug." } ] }, @@ -9206,13 +9191,10 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:29870", "issue:29942", "issue:30333", "issue:37428", - "issue:39692", "issue:41720", - "issue:42490", "issue:43065", "issue:43295", "issue:43450", @@ -9238,6 +9220,7 @@ "issue:45072", "issue:45198", "issue:45200", + "issue:45229", "issue:45406", "issue:45446", "issue:45520", @@ -9249,28 +9232,32 @@ "issue:46178", "issue:46192", "issue:46369", + "issue:46399", "issue:46701", "issue:46710", "issue:46752", "issue:46821", + "issue:46846", "issue:47145" ], "soft_pairs": [ + "issue:46399|issue:46846", + "issue:45200|issue:45229", + "issue:44423|issue:44734", "issue:45588|issue:46050", "issue:43493|issue:43701", "issue:44849|issue:47145", + "issue:37428|issue:43957", "issue:43937|issue:46701", - "issue:44423|issue:44734", "issue:41720|issue:46710", - "issue:37428|issue:43957", - "issue:44554|issue:45446", "issue:43295|issue:43450", + "issue:44554|issue:45446", "issue:43065|issue:46369", "issue:44977|issue:46701", "issue:44869|issue:46752", "issue:29942|issue:30333", - "issue:44977|issue:46710", "issue:45072|issue:45198", + "issue:44977|issue:46710", "issue:45588|issue:45759", "issue:43295|issue:43873", "issue:43572|issue:46821", @@ -9278,244 +9265,222 @@ "issue:43540|issue:45200", "issue:43295|issue:44610", "issue:43450|issue:43575", - "issue:44186|issue:46192", "issue:43572|issue:43957", + "issue:44186|issue:46192", "issue:45823|issue:46192", - "issue:43550|issue:43844", "issue:37428|issue:43824", + "issue:43550|issue:43844", "issue:45520|issue:46178", - "issue:29870|issue:29942", - "issue:45200|issue:45823", - "issue:42490|issue:43493", - "issue:43295|issue:43493", - "issue:39692|issue:46192" + "issue:45200|issue:45823" ], - "prepared_review_unit_hash": "490301c25b9e881f0035de9a715b8447b97c01b80d70984fc0d9d5b6d155c0c5", + "prepared_review_unit_hash": "07ccc8d0b74f32946ae36462b7c4b8f5b741d30145f428600242514c3ee98b87", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37738, - "estimated_input_tokens": 9435, - "estimated_eval_tokens": 19126 + "soft_pair_count": 31, + "serialized_chars": 37062, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-specific bugs that only look superficially similar. I found no soft-edge pair that is safe to merge as the same underlying bug/change; the best representative issue is the broad multimodal processor/tokenizer regression in 43295, but it is still not a duplicate of the others.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43295 is the broadest and most central item here: a v4.57.5 regression around multimodal processor/tokenizer behavior, which overlaps thematically with several nearby processor/model-loading reports.", + "summary": "This set is a grab-bag of unrelated closed issues across model loading, serving, quantization, flash-attn, tokenization, and training. None of the soft pairs describe the same underlying bug, so no duplicate merge is justified.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the clearest hub issue for the cluster\u2019s recurring processor/tokenizer regression theme, and it is the most plausible single triage anchor even though the cluster is not actually one duplicate bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a missing decorator on rotary-pos-emb registration and the other is missing TP-plan entries causing OOM/shape errors." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 token-type defaults for text-only fine-tuning vs a multi-GPU inference OOM are different problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both hit serving, but one is a multimodal continuous-batching `.to` crash and the other is a KV-cache continuation indexing bug." + }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading-adjacent behavior, but one is a flash-attention sinkless-model crash and the other is a save/load issue for sinq checkpoints; different failure modes and fixes." + "reason": "Flash-attention sinkless-model crash vs quantized checkpoint save/load breakage are unrelated bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is a model-specific correctness issue, while resume_from_checkpoint key mismatch is checkpoint state handling; unrelated code paths." + "reason": "SigLIP2 implementation discrepancy is not the same as a checkpoint resume key mismatch." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and FP8 frozen checkpoint weight_scale corruption are different subsystems with different symptoms and remedies." + "reason": "Qwen3.5 hidden-state output bug and FP8 weight_scale omission affect different code paths." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "GLM generation config validation and DiffusionGemma image-text pipeline failure are unrelated model/pipeline bugs." + "reason": "Flash-attn import failure and meta-device model loading failure are separate import/loading issues." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Both crash in serve, but one is multimodal continuous batching with string/image handling and the other is KV-cache continuation tensor indexing; not the same bug." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to the DiffusionGemma generation-output pipeline failure." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and DeepSeek accuracy regression after upgrade are different symptoms, different models, and likely different causes." + "reason": "A800 cudaErrorAssert during auto device mapping is not the same as an accuracy regression after upgrade." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "ImportError for a removed flash-attention helper and meta-device loading breakage are both 5.x compatibility issues, but they are distinct import/loading failures." + "reason": "Processor tokenizer regression and batched video shape bug are different multimodal preprocessing issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims and a PyTorch version gate for AuxRequest are unrelated backend/version issues." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor/tokenizer regression for custom multimodal code is not the same as batched video processor shape handling." + "reason": "MPS attention correctness bug is unrelated to the PyTorch version guard for AuxRequest import." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are both SAM3-related, but they target different components and problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are unrelated multimodal/model execution issues." + "reason": "Qwen3.5 flash-attn generation bug and DiffusionGemma pipeline failure are different models and failure modes." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding crash and empty chat-template list IndexError are separate text-processing paths with no shared bug." + "reason": "Whisper timestamp decoding crash and empty-list chat-template crash are unrelated input-validation bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on training failure are unrelated CI/training behaviors." - }, - { - "left": "issue:44977", - "right": "issue:46710", - "accept": false, - "reason": "Flash-attention generation breakage in Qwen3.5 is not the same as a post-upgrade accuracy regression in DeepSeek." + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues share nothing beyond being closed issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BFloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are separate issues touching different model families and code paths." + "reason": "dtype mismatches in CI are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention sinkless-model crash and AutoModelForCausalLM text_config unwrapping are different integration bugs." + "reason": "Flash-attn aux-state crash and Qwen composite-config unwrapping are different parts of the stack." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is not the same as quantization offloading behavior; one is API breakage, the other is runtime memory placement." + "reason": "Processor tokenization regression is not the same as quantization offloading not working." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are distinct config-attribute bugs in different models." + "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and JSON list handling in rope validation are unrelated regressions." + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to rope-params JSON list handling." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video input processing error and Gemma 4 mm_token_type_ids defaulting are different multimodal input issues with different failure points." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 text-only mm_token_type_ids defaulting are different bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo processor/model resolution mismatch are both preprocessing issues, but not the same bug." + "reason": "Custom processor-tokenizer access regression is unrelated to OmDet-Turbo's 640px vs 224px size mismatch." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are unrelated preprocessing vs. memory allocation failures." - }, - { - "left": "issue:44186", - "right": "issue:46192", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are tokenizer-specific, while return_tensors being ignored is a different processor argument propagation bug." + "reason": "Batched video shape bug and Qwen2-57B TP OOM are not the same underlying issue." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and meta-device model loading failures are different config/loading problems." + "reason": "Missing pad_token_idx and meta-device loading failures do not share a concrete code path." }, { - "left": "issue:45823", + "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Gemma4 PLE device mismatch during forward and return_tensors being ignored are different processor/model execution bugs." + "reason": "LayoutLMv2Tokenizer NER/padding crash and ignored return_tensors are separate tokenizer behaviors." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Bamba torch.compile + SDPA failure and ZeRO-3 gradient growth are both training/runtime issues, but not the same code-path problem." + "reason": "Gemma4 device-map mismatch and return_tensors being ignored are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Flash-attention import error and Qwen2.5-VL import error are different symbol/export breakages." + "reason": "Both are import errors, but for different symbols and models: flash_supports_window_size vs Qwen2.5 VL class." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Python 3.13 flash_attn import warning and tensorflow_text backend mapping error are separate import-layer issues." + "reason": "torch.compile+SDPA failure for Bamba is unrelated to a ZeRO-3 gradient increase bug." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Bart generate decoder_attention_mask bug and Flash Attention 2 test failures are unrelated." + "reason": "flash_attn KeyError on Python 3.13 and BACKENDS_MAPPING tensorflow_text validation are distinct import/config issues." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "mm_token_type_ids defaulting and Gemma4 PLE device mismatch affect different stages of the multimodal pipeline." - }, - { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Local-path trailing slash import warning and SigLIP2 JAX/HF discrepancy are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43493", - "accept": false, - "reason": "Both involve multimodal models, but one is a processor/tokenizer regression and the other is a model implementation discrepancy; not mergeable as one fix." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 documentation example errors and return_tensors propagation are different documentation/processor bugs with no shared underlying change." + "reason": "Gemma4 token-type defaulting and PLE device mismatch affect different parts of Gemma4." } ] }, @@ -9540,21 +9505,22 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", - "issue:37428", - "issue:41720", + "issue:39692", + "issue:42490", "issue:42915", "issue:43262", "issue:43278", + "issue:43295", "issue:43334", "issue:43335", - "issue:43425", "issue:43450", "issue:43452", + "issue:43493", "issue:43525", - "issue:43526", "issue:43550", - "issue:43606", "issue:43653", "issue:43819", "issue:43824", @@ -9564,13 +9530,13 @@ "issue:44112", "issue:44442", "issue:44466", + "issue:44479", "issue:44521", "issue:44561", "issue:44610", "issue:44737", "issue:44857", "issue:44898", - "issue:45083", "issue:45127", "issue:45198", "issue:45200", @@ -9585,242 +9551,227 @@ "issue:46285", "issue:46512", "issue:46894", - "issue:46899", - "issue:46932" + "issue:46899" ], "soft_pairs": [ - "issue:42915|issue:43824", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", "issue:43334|issue:43525", - "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:42915|issue:43824", "issue:43278|issue:43856", - "issue:28218|issue:35141", + "issue:44521|issue:45290", "issue:43824|issue:43975", + "issue:28218|issue:35141", "issue:43262|issue:43450", "issue:45381|issue:46209", "issue:43975|issue:45520", "issue:44737|issue:46894", + "issue:43950|issue:46285", "issue:44466|issue:45127", "issue:43653|issue:44112", "issue:43452|issue:46512", "issue:44442|issue:45198", - "issue:43950|issue:46285", "issue:44561|issue:46234", - "issue:43526|issue:46192", + "issue:44479|issue:46192", + "issue:45200|issue:45325", "issue:43819|issue:44112", "issue:43335|issue:43550", - "issue:45200|issue:45325", - "issue:44898|issue:45412", "issue:45200|issue:46899", - "issue:44610|issue:44857", - "issue:45200|issue:46932", - "issue:41720|issue:46209", - "issue:37428|issue:43425", - "issue:43819|issue:45083", - "issue:43335|issue:43653", - "issue:43606|issue:45083" + "issue:44898|issue:45412", + "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "0011af348f7552def2b273863d0032d166663f3ee28daa372e164c896ef93b2f", + "prepared_review_unit_hash": "594e4f0b1ba866449af3d0372c34391c4b22cb02a1c0e0f2a45086f7552b3efc", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36785, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "soft_pair_count": 27, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the pairs share broad subsystems or similar symptoms, but not the same concrete bug or fixable code path. I found no true duplicate anchor among the issues.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated transformers bug reports that only look superficially similar by subsystem. None of the soft pairs appear to describe the same underlying bug or change, so they should all be kept separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44521 is the best cluster anchor: it is open, highly discussed, and has the strongest inbound reference signal among the issues while describing a concrete, narrowly scoped bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest standalone bug report here: it describes a concrete, reproducible v5 regression in `from_pretrained()` that corrupts non-persistent buffers, with a clear API boundary and broad impact. It is still not a duplicate of the other issues, but it is the best representative issue in the set.", + "best_issue_reason": "issue:44521 is the most suitable representative issue because it is active and well-scoped, making it the best candidate to serve as the main triage target for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "One is a BART generate() decoder_attention_mask initialization bug; the other is a Flash Attention 2 test failure. Different code paths and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation mismatch are unrelated; same broad loading/model area only." + }, + { + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Both are Qwen-related, but one is a FineGrainedFP8Config failure and the other is a missing export ImportError for Qwen2.5-VL; different bug and code path." + "reason": "Regression about processor.tokenizer/images-to-tokenizer behavior is unrelated to SigLIP2 implementation divergence." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different config classes/models (Qwen3-VL vs Llama4) and likely different loaders." + "reason": "Both are pad_token_id AttributeErrors, but they affect different configs/models (Qwen3-VL vs Llama4) and likely different fixes." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors are not the same bug as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Same API surface (`apply_chat_template`), but one is wrong multimodal assistant masks and the other is a crash on tool-call messages with no content; different failures." + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are separate model/component issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16->FP32 dtype drift in evaluation is unrelated to Qwen3 MoE training memory inefficiency." + "reason": "Embedding dtype drift during evaluate and Qwen3 MoE memory usage are different runtime problems with no shared code-path evidence." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing when `tie_word_embedding=False`." + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages; distinct bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "A missing class import and an incorrect detokenization regression are separate issues with different symptoms and fixes." + "reason": "Import error for Qwen2.5-VL is unrelated to deepseek-coder detokenization regression." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space after added token and output embedding reinitialization on resize are unrelated tokenizer/model-init issues." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." + "reason": "Audio chat-template sampling-rate default and batched video processor output shape are different processor bugs." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Wrong Qwen2.5-VL vision position IDs is unrelated to FP8 inference failure on B200." + "reason": "Qwen2.5-VL vision_position_ids bug and FP8 inference failure on B200 are unrelated and target different model/runtime layers." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and Python 3.13 `flash_attn` import-key error are unrelated." + "reason": "Detokenization regression and Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU-device bug in positional encoding is unrelated to CohereASR training-loss double-shift behavior." + "reason": "XLNet CPU arange bug and CohereASR training-loss double-shift bug affect different models and code paths." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structure inconsistency." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of `lm_head.weight` by device and LoRA merge collapse with extended vocab are distinct problems." + "reason": "Serialization of lm_head.weight differs by device; LoRA merge collapse with extended vocab is a different tied-weights problem." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test issue do not share the same underlying code defect." + "reason": "BigBirdTokenizer special-token decode issue and GraniteSpeech stale device-override CI failure are unrelated test/behavior problems." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "GGUF loading failure and stale `config.dtype` after `from_config(dtype=...)` are different model-loading regressions." + "reason": "gguf_file loading failure and from_config(dtype=...) stale config dtype are different API regressions." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are different speech-model issues." - }, - { - "left": "issue:43950", - "right": "issue:46285", - "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text-model structure inconsistencies." + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer/model issues." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both involve import-utils symbols, but they are different removed/missing availability helpers with separate callers and fixes." + "reason": "Removal of is_torch_fx_available impacting trust_remote_code models is unrelated to a missing falcon_mamba_ssm availability helper." }, { - "left": "issue:43526", + "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "BEiT fast image label reduction and `return_tensors` being ignored in text kwargs are unrelated preprocessing bugs." + "reason": "Video input regression for Qwen variants and return_tensors ignored with text_kwargs are different multimodal/API bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting to zeros and Qwen2.5-VL rope index scaling are unrelated multimodal issues." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to a GraniteSpeech stale device-override CI failure." + "reason": "DAC.from_latents mismatch and GraniteSpeech CI stale device override are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are different model/runtime bugs." + "reason": "SwitchTransformers sparse-layer creation bug and Bamba-9B-v2 torch.compile SDPA failure are different model/config/runtime issues." }, { "left": "issue:45200", - "right": "issue:45325", + "right": "issue:46899", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL temporal position scaling are separate multimodal bugs." + "reason": "Gemma 4 mm_token_type_ids default issue is distinct from 4-bit quantization dtype-cast failures in multimodal embedders." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default-resolution failure and RT-DETR memory not releasing are unrelated model-behavior bugs." - }, - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Gemma4 text-only fine-tuning defaults are unrelated to unsafe dtype casting in quantized audio/vision embedders." + "reason": "Perceiver non-default resolution failure and RT-DETR memory release problem are unrelated vision bugs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Incorrect processor output size and an AMP/CUDA crash in LwDetrImageLoss are different bugs." - }, - { - "left": "issue:45200", - "right": "issue:46932", - "accept": false, - "reason": "Both are Gemma4-related, but one is about missing text-only defaults and the other about quantized embedder dtype casting; not the same fix." - }, - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and FP8 inference on B200 are different hardware/runtime issues." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "A missing flash-attention helper import and a Torch 2.10 incompatibility report are not the same bug." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration bug are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are different code paths and failures." + "reason": "OmDet-Turbo processor/model size mismatch and LwDetrImageLoss AMP crash are different failures in different components." } ] }, @@ -9848,40 +9799,40 @@ "issue:29942", "issue:32090", "issue:33357", - "issue:34689", - "issue:35141", "issue:37428", "issue:38175", + "issue:41720", "issue:42490", "issue:43335", "issue:43388", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", + "issue:43653", + "issue:43819", "issue:43827", "issue:43854", "issue:43901", "issue:44112", "issue:44206", "issue:44351", - "issue:44448", "issue:44466", "issue:44617", - "issue:44743", "issue:44792", "issue:44855", "issue:44857", "issue:45083", + "issue:45200", "issue:45290", "issue:45412", - "issue:45520", "issue:45563", "issue:45584", "issue:45593", "issue:45759", - "issue:46170", + "issue:46209", "issue:46285", "issue:46326", "issue:46424", @@ -9890,220 +9841,242 @@ "issue:46566", "issue:46697", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46932" ], "soft_pairs": [ - "issue:44792|issue:45563", + "issue:41720|issue:46209", + "issue:45200|issue:46932", + "issue:37428|issue:43425", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", "issue:44857|issue:45593", - "issue:43827|issue:43901", + "issue:44792|issue:45563", "issue:28282|issue:33357", "issue:46512|issue:46821", + "issue:43827|issue:43901", "issue:45759|issue:46285", - "issue:29942|issue:32090", "issue:38175|issue:45412", + "issue:29942|issue:32090", "issue:43335|issue:43504", "issue:44206|issue:45584", - "issue:43550|issue:44112", "issue:43611|issue:44466", + "issue:43550|issue:44112", "issue:46424|issue:46858", "issue:44855|issue:45083", "issue:43388|issue:43526", + "issue:46431|issue:46566", "issue:43335|issue:44112", "issue:43335|issue:45083", "issue:43335|issue:43606", - "issue:37428|issue:44351", "issue:42490|issue:43854", - "issue:45520|issue:46170", - "issue:44448|issue:44743", + "issue:37428|issue:44351", "issue:44617|issue:46697", - "issue:46431|issue:46566", - "issue:45290|issue:46326", - "issue:34689|issue:35141" + "issue:45290|issue:46326" ], - "prepared_review_unit_hash": "c68d4cde35337ebb127e16edc611eb6e8207b3b0c9b1612b3fd3f0a68e3a43a6", + "prepared_review_unit_hash": "57e16f82e06eef27fbe8a1fa69bcb444981df4e346d30575d7128f928a5da4d6", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35355, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not a duplicate cluster in any strong sense: they span unrelated bugs across loading, docs, cache, preprocessing, training, and model-specific regressions. All soft pairs should be rejected; the closest thing to a representative issue is a broad model-loading regression, but it still doesn\u2019t subsume the rest.", - "confidence": 0.94, - "canonical_issue_reason": "No real duplicate hub is present. If forced to choose an anchor, issue:43611 is the broadest cross-model loading regression, but it does not cover the heterogeneous rest of the cluster.", + "summary": "These items are a broad collection of distinct Transformers bugs/regressions rather than a tight duplicate cluster. Most pairs share only a subsystem or symptom class (import errors, cache issues, model-specific failures) but not the same concrete code path.", + "confidence": 0.92, + "canonical_issue_reason": "No single true canonical issue stands out from the set; if one must be chosen, issue:33357 is the best representative because it has the richest discussion and a clearly described runtime failure with a concrete reproduction context.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43611 is the most representative single bug in the set because it is a general v5 loading regression affecting model instantiation, but the cluster is still too heterogeneous to treat it as a true canonical duplicate.", + "best_issue_reason": "Issue:33357 is a strong cluster anchor because it is well-documented, has high discussion activity, and describes a specific user-facing crash scenario rather than a generic category label.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures and different hardware contexts: cudaErrorAssert during auto device mapping on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both mention Gemma 4, but one is about required mm_token_type_ids for text-only fine-tuning while the other is about dtype casting for quantized embedders." + }, + { + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different failures: a Janus image-generation test vs a stale paging warning in generation; not the same code path." + "reason": "One is a missing internal flash-attention import; the other is a broad Torch 2.10 incompatibility report. Not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents/STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetrImageLoss versus missing auxiliary losses in D-FINE; separate training bugs." + "reason": "Different models and bugs: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Both are docs regressions, but they target different APIs and pages: pipeline() removals vs return_all_scores." + "reason": "Janus image-generation test failure is unrelated to a stale num_return_sequences warning in paged generate()." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import error and a MacOS bus error on CLIP loading are unrelated runtime/env failures." + "reason": "AutoModel missing PyTorch dependency and a MacOS bus error in CLIP loading are completely different failures." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config.dtype after from_config versus a TimesFM window_size AttributeError; different configuration bugs." + "reason": "Stale config dtype after from_config() is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure mismatch are different model-family loading issues." + "reason": "Both are docs issues, but they concern different APIs: pipeline removal vs return_all_scores documentation drift." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "FlashAttention2 test failures and a Trainer NoneType broadcast error are distinct failures in different subsystems." + "reason": "Composite Qwen config unwrapping and CLIP text model structure inconsistency are separate model-architecture regressions." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory retention are unrelated inference vs lifecycle bugs." + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory not being released are unrelated bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType TypeError are unrelated code paths." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and legacy-field loading in BEiT are different initialization/load issues." + "reason": "SwitchTransformers sparse-layer config bug and Beit pretrained preset legacy-field loading bug are distinct." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription handling are separate preprocessing/generation bugs." + "reason": "LasrFeatureExtractor center-arg regression is unrelated to Whisper empty-transcription behavior after align_special_tokens." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and a stale GraniteSpeech CI override test are not the same underlying problem." + "reason": "Loading failures tied to base_model_prefix in Transformers 5.0.0 are unrelated to lm_head.weight serialization inconsistency." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Base-model-prefix loading regression and inconsistent lm_head serialization are different model-loading/serialization bugs." + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device override CI failure are different issues." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Quantized-cache max length handling and device-tensor seq_length arithmetic breakage are cache-related but distinct code-path bugs." + "reason": "Cache max_cache_length handling and device-tensor seq_length breaking static cache arithmetic are separate cache bugs." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parse error in DebertaV2Model and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Python 3.13 torch.jit script parsing/IndentationError is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is metric gathering truncation and the other is BeitImageProcessorFast reduce_labels behavior." + "reason": "Both involve labels, but one is metrics gathering for tuple labels and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and meta-device weights under device_map='auto' are unrelated failures." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and GraniteSpeech device-override CI failure are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech CI stale device override are unrelated." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug and qwen3_omni_moe helper behavior are different model issues." + "reason": "A SwitchTransformers config bug and a qwen3_omni_moe helper-function bug do not share the same underlying change." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "Sparse-layer creation and Bark CPU-offload device mismatch are separate bugs." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Missing flash-support import and missing HybridCache import are both import errors but for different symbols and fixes." + "reason": "Sparse-layer config creation and Bark CPU-offload device mismatch are unrelated." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash import warning and GLM-4.7-Flash loading failure are not the same issue." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "flash_attn KeyError on Python 3.13 and Windows ROCm torch.distributed dependency problems are unrelated environment/import bugs." + "reason": "Local-path trailing-slash warning and inability to load a specific GLM-4.7-Flash model in tests are different issues." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Pegasus output differences and recurrent-state reset with cache are different model-behavior regressions." + "reason": "Missing _flash_supports_window_size import and missing HybridCache import/export are both import-related but concern different symbols and fixes." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated performance vs preprocessing bugs." - }, - { - "left": "issue:46431", - "right": "issue:46566", - "accept": false, - "reason": "Missing chat template error and meta-device weight placement with device_map='auto' are different loading/preprocessing failures." + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Tool-call empty-content chat-template crash and mistral_common continue_final_message behavior are related broadly, but not the same concrete bug." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Llama 3.2 Vision loading regression and post_init reinitializing embeddings after resize are different bugs in different code paths." + "reason": "Chat template crash on tool-call assistant messages and mistral_common continue_final_message bug are distinct tokenizer/template edge cases." } ] }, @@ -10133,15 +10106,16 @@ "issue:27957", "issue:28218", "issue:29127", - "issue:29870", "issue:29942", "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", + "issue:42175", "issue:42490", "issue:43278", "issue:43526", @@ -10154,12 +10128,11 @@ "issue:43825", "issue:44112", "issue:44206", - "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", - "issue:44561", + "issue:44743", "issue:44779", "issue:44857", "issue:45072", @@ -10169,245 +10142,252 @@ "issue:45310", "issue:45459", "issue:45478", + "issue:45520", "issue:45588", - "issue:45593", "issue:45823", "issue:45859", - "issue:46234", - "issue:47000" + "issue:46170", + "issue:46234" ], "soft_pairs": [ + "issue:45520|issue:46170", + "issue:44448|issue:44743", "issue:45588|issue:45859", "issue:43819|issue:44493", + "issue:34689|issue:35141", "issue:39692|issue:43526", "issue:43606|issue:44857", - "issue:29127|issue:32090", + "issue:44206|issue:45823", "issue:39692|issue:44493", + "issue:10000|issue:15354", + "issue:29127|issue:32090", "issue:44514|issue:44521", - "issue:44206|issue:45823", "issue:28218|issue:32090", - "issue:43701|issue:45083", "issue:43720|issue:44112", + "issue:43701|issue:45083", "issue:44448|issue:44779", - "issue:10000|issue:15354", - "issue:43278|issue:43825", "issue:44857|issue:45072", - "issue:45310|issue:45478", + "issue:43278|issue:43825", "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:38175|issue:44493", + "issue:45310|issue:45478", "issue:43550|issue:45083", "issue:26413|issue:31501", "issue:27957|issue:34689", "issue:45127|issue:45245", "issue:45459|issue:46234", - "issue:29942|issue:35141", - "issue:45593|issue:47000", - "issue:44360|issue:44561", - "issue:29870|issue:32090" + "issue:37428|issue:42175", + "issue:29942|issue:35141" ], - "prepared_review_unit_hash": "08d979b6f659a82cc28060a59497e5c067e1c0655dc0c9e7f558281bbec06b00", + "prepared_review_unit_hash": "43323da83f1149a2e192dc813a30756483449522ccc7923e1c4dcd63c66ba587", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36093, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "soft_pair_count": 29, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated transformer bugs; only the two Qwen3.5-Moe from_pretrained reports are clear duplicates. The rest share broad subsystems at most, but not the same concrete failure mode.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45310 is the earlier and more substantive report of the exact Qwen3.5-Moe from_pretrained regression; issue:45478 is a near-identical duplicate.", + "summary": "Only one clear duplicate pair appears in this cluster: two reports of the same Qwen3.5 MoE from_pretrained regression. The rest are separate bugs touching different models, code paths, or symptoms, so they should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is earlier and has the fuller report for the same Qwen3.5 MoE from_pretrained failure, while issue:45478 has the same title and appears to be a later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best canonical issue because it captures the same concrete bug as its duplicate and appears to be the original report.", + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is the earliest, most complete instance of the only confirmed duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different failures: one is a flash_attention_utils import/key error on Python 3.13, the other is a Windows ROCm torch.distributed import/type issue." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Same broad version context, but different bugs: Pegasus v4/v5 output drift versus Qwen3 modular recurrent state reset with cache." + }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch attention/MIoE-adjacent code, but one is a flash-attention crash and the other is a CPU-offload incompatibility in a different path." + "reason": "Both involve flash-attention-related code, but one is an AttributeError on s_aux=None in flash_attention.py and the other is a CPU-offload incompatibility in rotary embedding." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents vs position-id key warnings are unrelated failure modes." + "reason": "Unrelated symptoms: DAC.from_latents mismatch due to missing STE versus unexpected position-id keys affecting many models." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading regression versus embedding reinitialization after resize; no shared concrete bug path." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Docs-example errors and BeitImageProcessorFast label reduction are different bugs in different components." + "reason": "Different components and bugs: SigLIP2 docs example errors versus BEiT image processor reduce_labels returning only one label." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "Different code paths and failures: CPU offload device mismatch for bark-small versus float16 AMP crash in LwDetrImageLoss." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "A clearer LayoutLMv3 error message is not the same issue as a Trainer broadcast TypeError." + "reason": "Different models and problems: unsupported center arg in LasrFeatureExtractor versus Gemma4 PLE forward device mismatch." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example issues do not match the unexpected position-id key regression." + "reason": "Docs/example breakage for SigLIP2 is unrelated to unexpected position-id key handling." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns wrong assistant masks; not the same concrete bug." + "reason": "Completely different historical issues: German DistilBertModel failure versus torch.jit.script GeneratorExp export support." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Unsupported center arg in an extractor and a Gemma4 device mismatch are unrelated." + "reason": "Unrelated: layoutlmv3 error-message clarity versus Trainer broadcast TypeError on NoneType." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a GPU broadcast NoneType error." + "reason": "Both concern apply_chat_template, but one is a batched-input crash with padding=False while the other is incorrect all-zero assistant masks; different defects." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Tokenizer extra-space bug is unrelated to the Trainer broadcast NoneType error." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech stale-device CI test are different bugs." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate model/tokenizer issues." + "reason": "Different failures: packed weights not unpacked during accelerate loading versus a stale GraniteSpeech CI test." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "German DistilBertModel issue and torch.jit.script generator-expression export failure are unrelated." + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to pipeline translation-task messaging." + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model-specific issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and code paths with different symptoms." + "reason": "Both are dtype-related, but they affect different models and code paths; not the same underlying bug." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same exact Qwen3.5-Moe from_pretrained error on transformers>=5.4.0; clearly duplicate reports of the same bug." + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-support error message." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error on CLIP loading are not the same underlying problem." + "reason": "Trainer broadcast TypeError is unrelated to the MacOS bus error with community CLIP." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path slash import warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + "reason": "Import warning for local paths ending in slash is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms in different models." + "reason": "SigLIP2 zero-probability output and unexpected position-id keys are unrelated bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same bug: identical title and model/version, both report the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe helper behavior." + "reason": "Bamba torch.compile SDPA failure is unrelated to the qwen3_omni_moe helper-function behavior." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both are training-flow issues, but one is a resume_from_checkpoint epoch_iterator failure and the other is training not starting; too different to merge." + "reason": "Training resume epoch-iterator failure is not the same as FineWeb SLM training not starting." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are unrelated." + "reason": "Flash Attention 2 support issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading breakage." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/extended-vocab collapse and category-limit runtime error are different bugs." + "reason": "LoRA/extended-vocab model collapse is unrelated to the categories limit runtime error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer exception masking and a missing import_utils helper are unrelated." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Failing FA2 tests and embedding reinitialization after resize are different code-path problems." - }, - { - "left": "issue:45593", - "right": "issue:47000", - "accept": false, - "reason": "Missing auxiliary losses in D-FINE and RTDetrLoss infeasible cost-matrix crashes are not the same bug." + "reason": "Tokenizer protobuf-error masking is unrelated to the missing import_utils symbol for falcon mamba availability." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Flash attention import error and missing TensorFlow backend in torch-only install are unrelated." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "BART generate decoder_attention_mask assignment bug is unrelated to the Trainer GPU broadcast NoneType error." + "reason": "Failing Flash Attention 2 tests are unrelated to output embedding reinitialization after token resize." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the Qwen3.5-Moe pair (issue:45310 / issue:45478) has identical titles and very similar bodies, so treating them as duplicates is conservative. The remaining soft-edge decisions also stay conservative and are supported by the packet\u2019s distinct titles/symptoms, with no obvious overstatement of evidence." + "feedback": "The summary is grounded in the packet: 45310 and 45478 have the same title, and 45310 is earlier. The non-duplicate soft-edge rejections are conservative and stay within what the titles/body summaries support." }, "evaluator_used": true, "retried": false, @@ -10437,10 +10417,8 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:37428", "issue:39692", "issue:40444", - "issue:42175", "issue:42490", "issue:43257", "issue:43278", @@ -10453,7 +10431,7 @@ "issue:43873", "issue:43927", "issue:44186", - "issue:44361", + "issue:44360", "issue:44448", "issue:44464", "issue:44466", @@ -10467,6 +10445,7 @@ "issue:45229", "issue:45290", "issue:45381", + "issue:45593", "issue:45698", "issue:45920", "issue:46192", @@ -10475,248 +10454,256 @@ "issue:46424", "issue:46655", "issue:46858", + "issue:47000", "issue:47276" ], "soft_pairs": [ - "issue:37428|issue:42175", + "issue:45593|issue:47000", + "issue:29870|issue:32090", "issue:43278|issue:43329", + "issue:44360|issue:44561", + "issue:25251|issue:32090", "issue:45290|issue:45381", "issue:29870|issue:33290", "issue:44464|issue:46424", "issue:44448|issue:44977", "issue:32090|issue:33290", "issue:43278|issue:43381", - "issue:25251|issue:32090", - "issue:43257|issue:43299", "issue:40444|issue:43526", + "issue:43257|issue:43299", "issue:45290|issue:46655", "issue:44855|issue:46399", - "issue:43927|issue:45698", + "issue:44530|issue:47276", + "issue:42490|issue:43873", "issue:44977|issue:45229", "issue:45920|issue:46192", - "issue:42490|issue:43873", - "issue:44530|issue:47276", + "issue:43927|issue:45698", "issue:44561|issue:44779", "issue:29127|issue:34567", "issue:33357|issue:39692", - "issue:43381|issue:43701", "issue:43873|issue:45229", "issue:44871|issue:44977", + "issue:43381|issue:43701", "issue:44448|issue:44466", "issue:44186|issue:45198", - "issue:46421|issue:46858", - "issue:43278|issue:43575", "issue:29942|issue:30064", - "issue:44361|issue:45198" + "issue:46421|issue:46858", + "issue:43278|issue:43575" ], - "prepared_review_unit_hash": "3b084f6d2ce5e8787caa441629755c24aee575a7229d75fde09a3c818452a5a1", + "prepared_review_unit_hash": "a0876d1394d3eb56b134a644eb2441c9d49d12a445f12a6f99be8f810d231f61", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36965, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "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": "The set is a collection of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug closely enough to merge. The strongest cluster representative is the actively discussed quantization/offloading issue.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 has the strongest signal as a representative: highest discussion/inbound activity in the set, a concrete reproducible failure, and broad enough scope to serve as the cluster label.", + "summary": "These items are mostly unrelated bugs across training, tokenization, multimodal processing, caching, and serialization. I do not see any pair that clearly describes the same concrete underlying defect closely enough to merge or deduplicate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the strongest representative anchor: it is open, has high discussion/references, and describes a concrete runtime regression in a broad loading/offloading path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate because it is well-scoped, actively discussed, and likely to attract/anchor related reports about offloading and quantization behavior.", + "best_issue_reason": "issue:43873 is the best issue to keep as the representative record because it is active, well-discussed, and has a clearly actionable failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different models and failures: auxiliary-loss handling in D-FINE vs infeasible cost matrix in RTDetrLoss." + }, + { + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Different problems: one is a missing private flash-attention utility import, the other is TensorFlow not being included in a torch-only install." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Trainer broadcast NoneType handling." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Different failure modes: evaluation dtype drift for embeddings vs a multimodal token-counting bug in a video branch." + "reason": "One is dtype drift in evaluation; the other is an undefined-symbol bug in multimodal token counting." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation omission and removal of is_torch_fx_available are unrelated changes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast errors." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal/chat flows, but one is a crash on assistant tool-call messages and the other is incorrect video vision position IDs; not the same bug." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are different code paths and symptoms." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Different root causes and surfaces: BART generate() decoder mask initialization vs DeepSpeed Adafactor OOM." + "reason": "Generation-time BART error does not match an Adafactor+DeepSpeed OOM issue." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both mention cache behavior, but one is inconsistent outputs with compiled forward chunked generation, while the other is a cache-length config being honored only for quantized cache." + "reason": "Chunked generation inconsistency with compiled forward is distinct from cache max length being ignored." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different model/regression: Pegasus output differences across v4/v5 vs Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are separate regressions." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Different issues: trainer broadcast TypeError with NoneType vs memory OOM from Adafactor in DeepSpeed." + "reason": "Trainer broadcast NoneType failure and optimizer OOM are different failure classes." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "One is a dtype mismatch during eval; the other is gradient checkpointing disallowed in eval mode. Related theme, not same bug." + "reason": "Embedding dtype mismatch in eval is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Unrelated: pipeline top_k output nesting change vs trainer GPU broadcast TypeError." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BEiT label reduction bug do not share a concrete bug." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Related to Qwen3/MoE loading, but one is an accelerate+deepspeed weight conversion issue and the other is a v5 loading regression; too distinct to merge." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Different components and symptoms: multimodal finetuning with multiple images per prompt vs BeitImageProcessorFast label reduction bug." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a broader v5 loading regression; not the same concrete defect." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Both are multimodal/video-related, but one crashes on chat template tool calls while the other is a video processor padding bug." + "reason": "Tool-call chat templating crash is not the same as SmolVLM video padding calculation." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Different import/runtime failures: Python 3.13 IndentationError in DebertaV2Model vs Qwen3.5 kernel registration missing decorator." + "reason": "Python 3.13 TorchScript parsing failure differs from a missing decorator in kernel registration." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a warning-message wording issue." + }, + { + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs in config and causes generation IndexError, while the other loads the wrong custom module after save_pretrained." + "reason": "Local-path trailing-slash warning and quantization offloading behavior are not the same bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different bugs: flash-attention generation failure for Qwen3.5 vs multi-GPU CUDA OOM for Gemma4 31B." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different problems." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Different tokenizer/input issues: wrong token IDs from AutoTokenizer regression vs return_tensors being ignored when text_kwargs is passed explicitly." - }, - { - "left": "issue:42490", - "right": "issue:43873", - "accept": false, - "reason": "Different loading/path warning issue vs quantization offloading not working as expected; no shared code-path bug." + "reason": "Wrong token IDs across models and silently ignored return_tensors are separate tokenizer API issues." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different problems: PagedAttentionCache crashing on invalid group type vs a misleading synced_gpus warning message." + "reason": "Custom token IDs lost after save/load and wrong custom module loaded after save_pretrained are different serialization bugs." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one breaks trust_remote_code models due to removed helper availability and the other is a DeepSeek tokenizer correctness regression." + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "Different trainer/model areas: LayoutLMv3 error messaging for insufficient box information vs TrainerState token counter not updating." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Different symptoms and likely fixes: MacOS bus error with community CLIP model vs SigLIP2 documentation example errors." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Different behaviors: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." + "reason": "MacOS CLIP bus error and SigLIP2 docs/model-processor mismatch are different issue types." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both mention memory/large-model pain, but one is offloading with quantization and the other is explicit multi-GPU CUDA OOM on Gemma4; not the same underlying bug." + "reason": "Quantization/offloading behavior is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Different model-specific configuration mismatch vs flash-attention generation failure." + "reason": "eos_token_id config inconsistency and flash-attention generation failure are distinct regressions." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different training issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different regressions: generation output divergence between v4/v5 vs inconsistent lm_head.weight serialization depending on device." + "reason": "Pegasus output drift and lm_head serialization inconsistency are separate v4/v5 problems." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and failures: LayoutLMv2 NER padding/truncation crash vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "LayoutLMv2 tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenization bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Different cache/compile issues: spurious recompilation from lazy cache init vs get_seq_length returning a device tensor and breaking slice arithmetic." + "reason": "Lazy cache init causing recompilation is not the same as get_seq_length returning a device tensor on non-CUDA backends." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Both are about dtype/memory-ish model loading concerns, but one is BF16-to-FP32 eval drift and the other is tensor-parallel OOM on a specific Qwen2-57B model." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Different subsystems: failing Flash Attention 2 tests vs image processor failing on void segmentation maps." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "Different tokenizer issues: MLukeTokenizer AttributeError on tasks vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Embedding dtype drift in eval and Qwen2-57B-A14B-Instruct OOM are unrelated." } ] }, @@ -10765,13 +10752,13 @@ "issue:44077", "issue:44206", "issue:44265", + "issue:44361", "issue:44387", "issue:44442", "issue:44479", "issue:44568", "issue:44743", "issue:44977", - "issue:45072", "issue:45198", "issue:45229", "issue:45372", @@ -10791,244 +10778,244 @@ ], "soft_pairs": [ "issue:45588|issue:45823", - "issue:43976|issue:45440", + "issue:44361|issue:45198", "issue:41720|issue:45229", + "issue:43976|issue:45440", "issue:29870|issue:34689", "issue:44206|issue:44479", "issue:43611|issue:46121", "issue:45198|issue:45803", "issue:43653|issue:44442", + "issue:44265|issue:45198", "issue:44077|issue:47276", "issue:43653|issue:44743", - "issue:44977|issue:45563", "issue:43412|issue:45588", - "issue:44265|issue:45198", + "issue:44977|issue:45563", "issue:44568|issue:45491", + "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:43575|issue:43701", - "issue:42915|issue:42994", "issue:29127|issue:33357", "issue:42490|issue:43381", "issue:43065|issue:43994", "issue:43575|issue:44387", + "issue:43334|issue:43531", "issue:45491|issue:46693", - "issue:43065|issue:45412", "issue:29127|issue:35141", + "issue:43065|issue:45412", "issue:43994|issue:45412", - "issue:43526|issue:47217", "issue:45372|issue:45588", - "issue:45406|issue:46701", - "issue:43334|issue:43531", - "issue:44442|issue:45072" + "issue:43526|issue:47217", + "issue:45406|issue:46701" ], - "prepared_review_unit_hash": "d273b2d3e234ebe683aac0a551dcd3dc3cc80fe3ef223d1e543eadeaadd8ed68", + "prepared_review_unit_hash": "37e09ceea0bbc613c963cbc932a094f1a7c5c39b862f94940c48c8c7edd9683d", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36851, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share only broad keywords (model loading, OOM, tokenizer, Gemma/Qwen, etc.) but not the same underlying bug or fix. I rejected all soft edges and found no clear canonical issue in the set.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items cover many unrelated reports rather than one duplicate family.", + "summary": "The cluster is highly heterogeneous: all soft pairs appear to be unrelated issues rather than true duplicates, so no soft edge should be accepted. I picked the most active regression report as the best representative issue, but it is not a real canonical duplicate target for the rest.", + "confidence": 0.9, + "canonical_issue_reason": "issue:46693 has the strongest activity signal (high discussion and inbound references) and a broad regression framing, so it is the best representative anchor among this otherwise unrelated set.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue: the cluster is too diverse for one issue to serve as a representative duplicate target.", + "best_issue_reason": "issue:46693 is the most broadly scoped and most discussed issue in the group, making it the best overall issue representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma/Gemma4-related, but one is a flash_attention crash on s_aux=None and the other is a device-map mismatch during forward; different code paths and failures." + "reason": "Different bugs: flash_attention s_aux handling vs Gemma4 PLE device mismatch." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "One is a Python/version compatibility problem in 5.1.0; the other is a divergence between native and remote DeepSeekV3 MoE behavior. Not the same bug." + "reason": "Different tokenizers and failures: MLuke AttributeError vs Wav2Vec2 save/tokenization issues." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both mention CUDA/OOM-like failures, but one is a Qwen3 auto device-mapping assert on A800 and the other is Gemma4 multi-GPU OOM during inference." + "reason": "Different symptoms and models: Qwen3 device-map assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated issues: Python version compatibility vs DeepseekV3 implementation divergence." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() hits an UnboundLocalError for decoder_attention_mask; Llama 3.2 Vision has a model-loading regression. Different subsystems." + "reason": "Different code paths: BART generation mask bug vs Llama model loading regression." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Both are regressions, but one is a feature extractor argument error and the other is a video-input regression for Qwen VL models. Not the same underlying fix." + "reason": "Different subsystems: feature extractor arg handling vs Qwen video-input regression." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "One is a base_model_prefix loading break in Transformers 5.0.0; the other is a TypeError in rope-parameter validation with a JSON-loaded list." + "reason": "Different failures: base_model_prefix loading vs rope-parameter JSON list validation." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure versus a bare-except bug in FuyuBatchFeature. Different components and failure modes." + "reason": "Different bug classes: Wav2Vec2 save/tokenization failure vs Fuyu batch tensor exception handling." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but one is a BigBird special-token registration bug and the other is AutoTokenizer failing to load a different tokenizer class." + "reason": "Both tokenizer-related, but different models and failures: special-token registration vs AutoTokenizer loading." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different APIs and bugs: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "PatchTSMixer post_init handling and a misleading synced_gpus warning in continuous batching are unrelated." + "reason": "Unrelated: patchtsmixer post_init policy vs a stale synced_gpus warning message." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to Qwen3.5 recurrent-state reset with cache." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "One is a Qwen3.5 flash-attention generation failure; the other is a stale warning in paged generate(). Same area, but not the same bug." + "reason": "Different models and paths: BigBirdTokenizer decode issue vs Qwen3_5 recurrent-state reset." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failure and flash_attention crash on s_aux=None are different code paths and different symptoms." + "reason": "Different export/runtime issues: Gemma3n executorch failure vs flash_attention crash." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization issues." + "reason": "Different generate-time problems: flash-attention behavior vs a stale warning for num_return_sequences." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "A tokenizer special-token bug is unrelated to Gemma3 NaN embeddings in mixed-length sliding-window attention." + "reason": "Different tokenization vs attention/numerics bug; no shared concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both quantization-related, but one is FP8 config failure and the other is quantized model saving." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both involve model architecture discrepancies, but Smollm3 RoPE-layer counts and DeepseekV3MoE divergence are separate models and fixes." + "reason": "Different model families and failures: Smollm3 RoPE-layer bug vs DeepSeekV3 divergence." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM while loading Qwen2-57B is not the same as a resume_from_checkpoint key mismatch." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both touch quantization, but one is a FineGrainedFP8Config failure and the other is quantized model saving failure; different stages and bugs." + "reason": "Different problems: tensor-parallel OOM when loading vs resume_from_checkpoint key mismatch." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." + "reason": "Different models and symptoms: layoutlmv3 error messaging vs CLIP bus error on macOS." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "A trailing-slash local-path import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Unrelated: path trailing-slash import warning vs gradient checkpointing eval-mode restriction." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 nonsense outputs are different model issues with no shared code-path." + "reason": "Different models and bugs: Sam3PixelDecoder dummy layer vs SigLIP2 nonsensical outputs." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is a tp loading OOM for a specific Qwen model and the other is a Transformers 5.x int4 CUDA reserved-memory regression." + "reason": "Both OOM-related, but different causes: tp loading OOM vs int4 quantization memory regression." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Gemma3 NaNs from sliding-window all-padding windows and a long-context FA2 performance regression are distinct attention bugs." + "reason": "Different Qwen3-VL config load failure vs Qwen3-MoE sliding-window logic bug." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Sam3PixelDecoder dummy convolution and RT-DETR memory not being released are unrelated." + "reason": "Related to generation performance, but one is Gemma3 NaNs and the other is a FA2 performance regression." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-input error messaging and token-embedding reinitialization after resize are separate problems." + "reason": "Different behaviors: layoutlmv3 box validation message vs embedding reinitialization after resize." }, { - "left": "issue:43994", + "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Siglip2 wrong inference results and RT-DETR memory retention do not look like the same underlying bug." + "reason": "Different issues: dummy Conv2d implementation vs RT-DETR memory not being released." }, { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to VL image-placeholder handling in user text." + "reason": "Different models and failure modes: SigLIP2 inference quality vs RT-DETR memory lifecycle." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import/loading failure from mistral_common is unrelated to a flash_attention runtime crash." + "reason": "Different breakages: Gemma4 processor import dependency vs flash_attention None-handling crash." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Gemma4Processor missing _tokenizer during serve and DiffusionGemmaGenerationOutput pipeline failure are different failures and code paths." + "reason": "Different processing bugs: BeitImageProcessorFast label reduction vs VL image-placeholder parsing." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are separate model-family bugs." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different runtime failures: Gemma4 serve tokenizer attribute error vs DiffusionGemma pipeline incompatibility." } ] }, @@ -11047,8 +11034,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -11076,9 +11063,9 @@ "issue:44811", "issue:44857", "issue:44898", + "issue:45072", "issue:45245", "issue:45250", - "issue:45325", "issue:45372", "issue:45381", "issue:45406", @@ -11097,236 +11084,235 @@ "issue:46399", "issue:46640", "issue:46693", - "issue:46697", "issue:46821", "issue:47312" ], "soft_pairs": [ - "issue:45440|issue:45593", + "issue:44442|issue:45072", "issue:44625|issue:45584", + "issue:45440|issue:45593", "issue:45459|issue:45712", "issue:43421|issue:45491", "issue:45412|issue:46369", - "issue:43066|issue:44462", - "issue:27957|issue:33290", + "issue:43526|issue:45834", "issue:45372|issue:45406", - "issue:45245|issue:45563", + "issue:27957|issue:33290", + "issue:43066|issue:44462", + "issue:45250|issue:46640", "issue:33290|issue:34689", + "issue:45245|issue:45563", "issue:45372|issue:45459", - "issue:43526|issue:45834", - "issue:27957|issue:29127", "issue:33290|issue:35141", + "issue:27957|issue:29127", "issue:43526|issue:46693", - "issue:43824|issue:44279", "issue:43381|issue:43873", + "issue:43824|issue:44279", "issue:43994|issue:46369", "issue:44857|issue:45588", - "issue:45250|issue:46640", "issue:42915|issue:43931", "issue:45588|issue:46821", "issue:44514|issue:45381", "issue:44442|issue:44898", - "issue:43316|issue:47312", - "issue:46121|issue:46399", "issue:44743|issue:44811", - "issue:45325|issue:46697" + "issue:46121|issue:46399", + "issue:43316|issue:47312" ], - "prepared_review_unit_hash": "8e02a312fdd58605ea02233b2fa38d25360a9d1960f9430d4d306e6b9569154c", + "prepared_review_unit_hash": "9e9030591f8677d4b6293965ca440aedf87758defc9c421ada598b6bbaebad21", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35974, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 35344, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items span many unrelated Transformer bugs/features across different models and subsystems. All soft edges look like broad keyword matches rather than the same underlying issue, so none should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous and does not center on one underlying bug or change.", + "summary": "This set is not a true duplicate cluster: most items are unrelated model-, tokenizer-, or runtime-specific issues that only share superficial keywords. The closest theme is Flash Attention 2, but even those reports describe different problems and are not mergeable as one fix.", + "confidence": 0.84, + "canonical_issue_reason": "If one representative must be chosen, #46640 is the broadest current Flash Attention 2 report in the set and best matches the cluster's superficial theme.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for duplication triage; any representative would be arbitrary because the items are unrelated.", + "best_issue_reason": "#46640 is the most generic and current issue among the candidates, so it is the least misleading representative for this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different model families and failures: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss behavior." + "reason": "Different failures: AutoTokenizer loading a tokenizer class vs dtype mismatches in bfloat16 inference." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated bugs: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation." + "reason": "Unrelated model families and code paths: Qwen3.5 label propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different models: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss behavior." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer/protobuf error handling vs leftover dummy classes; different code paths and root causes." + "reason": "Tokenizer protobuf error masking vs leftover dummy classes; no shared underlying bug." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Special-token post-processor updates vs Gemma3 NaN embeddings; same broad tokenizer/model area only." + "reason": "Runtime special-token post-processing update bug vs Gemma3 NaN embeddings on mixed-length GPU batches." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is an RT-DETR GC leak and the other is a sam3-litetext overflow; not the same bug." + "reason": "RT-DETR memory leak on deletion is distinct from sam3-litetext memory overflow during use." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processor bugs: label reduction shape vs OCR long-input index error." + }, + { + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both involve tokenization, but one is decoder-type metadata in v5 and the other ignores tokenizer.json; distinct failures." + "reason": "Different Gemma-related failures: missing dependency import vs serve-time missing _tokenizer attribute." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs Adafactor OOM in DeepSpeed are unrelated." + "reason": "FlashAttention 2 support issue and Adafactor OOM are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Gemma-related but different problems: import error for ReasoningEffort vs missing _tokenizer in serve." + "reason": "Both concern tokenizers, but one is decoder type handling in v5 and the other is repository tokenizer.json loading." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Category-count limit error vs stale warning in paged generate; unrelated." + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a performance regression; not the same concrete bug." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/DeepSpeed OOM vs Llama 3.2 Vision model-loading breakage; different issues." + "reason": "Adafactor/deepspeed OOM is unrelated to model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale warning for num_return_sequences are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Import-time ReasoningEffort failure vs hidden tokenizer errors when protobuf is absent; unrelated." + "reason": "Different tokenizer-loading failures: missing ReasoningEffort import vs protobuf decode error handling." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error; different processors and symptoms." + "reason": "OOM with Adafactor/deepspeed is unrelated to embedding reinitialization after resize." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs layoutlmv3 error-message clarity; not the same bug." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Training OOM in DeepSpeed vs embedding reinitialization after resize; unrelated." + "reason": "FlashAttention 2 support for XLMRoberta and LayoutLMv3 box-validation messaging are different bugs." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Image-processor label reduction bug vs Flash Attention 2 performance regression; different subsystems." + "reason": "Image label reduction bug and FA2 long-context performance regression are not the same code-path problem." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Specific missing Qwen2.5-VL class import vs a vague dependency issue; too broad and not the same underlying bug." + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization offloading." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Gradient checkpointing in eval mode vs quantization offloading behavior; distinct problems." + "reason": "ImportError for a specific Qwen2.5-VL class is not the same as a vague dependency issue." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 inference nonsense vs sam3-litetext memory overflow; unrelated model-specific failures." + "reason": "Siglip2 auto-model/pipeline output issue is unrelated to sam3-litetext memory overflow." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss vs flash_attention s_aux=None AttributeError; different code paths." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention 2, but one is a broad feature issue and the other is a different open FA2 problem; insufficient evidence of the same fix." + "reason": "Different crash sites: LwDetr float16 AMP loss issue vs flash_attention.py s_aux=None AttributeError." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different Qwen models and failure modes: FineGrainedFP8Config vs weight-shape mismatch on model load." + "reason": "Different Qwen model bugs: FineGrainedFP8Config failure vs weight-shape mismatch on Qwen3-VL loading." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink-less-model AttributeError vs TimesFM window_size AttributeError; unrelated subsystems." + "reason": "Flash-attention sink handling and TimesFM window_size are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched apply_chat_template padding bug vs video vision_position_ids bug; both Qwen2.5-VL but different code paths and root causes." + "reason": "Same model family, but different failures: batched chat-template padding crash vs wrong video vision_position_ids." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver image-classification failure; unrelated." + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." }, { - "left": "issue:43316", - "right": "issue:47312", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs kernel compatibility issue; not the same bug." + "reason": "Recurrent-state cache reset and Whisper batch_decode special-token handling are different behaviors." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-validation TypeError on JSON-loaded list vs missing-decorator kernel registration crash; different layers." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode skip_special_tokens handling; unrelated." + "reason": "Rope-validation TypeError and missing apply_rotary_pos_emb decorator are separate bugs." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43316", + "right": "issue:47312", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling bug vs Swin2SR over-padding; different models and preprocessing logic." + "reason": "Gemma3 config API mismatch and kernel-version incompatibility are unrelated." } ] }, @@ -11376,11 +11362,9 @@ "issue:43931", "issue:44062", "issue:44077", - "issue:44190", "issue:44206", "issue:44442", "issue:44479", - "issue:44496", "issue:44743", "issue:44855", "issue:44871", @@ -11391,233 +11375,235 @@ "issue:45137", "issue:45216", "issue:45245", + "issue:45325", "issue:45440", "issue:45759", "issue:45859", "issue:45907", "issue:46178", "issue:46234", - "issue:46506" + "issue:46506", + "issue:46697" ], "soft_pairs": [ + "issue:45325|issue:46697", "issue:43646|issue:44077", - "issue:44977|issue:45245", "issue:43262|issue:44206", + "issue:44977|issue:45245", "issue:43761|issue:45859", "issue:43720|issue:44442", + "issue:25251|issue:28282", "issue:27957|issue:29870", "issue:42175|issue:46234", - "issue:42490|issue:44743", "issue:43873|issue:44871", "issue:44077|issue:44479", + "issue:42490|issue:44743", "issue:43643|issue:44913", "issue:43493|issue:43827", "issue:43316|issue:45759", - "issue:25251|issue:28282", "issue:44062|issue:45907", - "issue:43316|issue:43525", - "issue:44964|issue:45440", "issue:43749|issue:43931", "issue:44987|issue:46178", + "issue:43316|issue:43525", "issue:42617|issue:43575", + "issue:44964|issue:45440", "issue:43550|issue:43701", - "issue:44855|issue:45137", "issue:43575|issue:43742", "issue:43606|issue:43701", + "issue:44855|issue:45137", "issue:43701|issue:46506", - "issue:43931|issue:45216", - "issue:44190|issue:44496" + "issue:43931|issue:45216" ], - "prepared_review_unit_hash": "3294a21103a621e32e36532ca33bfea192e671f629a345205e271ef0afcc8594", + "prepared_review_unit_hash": "bc4397e407db80ac28e7f0c9c903987258dda5b8f56675dd7b16f713edd39f24", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35823, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "serialized_chars": 35831, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose mix of unrelated Transformers bugs, regressions, and feature issues across different models and subsystems. The title overlap is mostly superficial; none of the soft pairs look like the same underlying defect or change, so there is no clear canonical duplicate to collapse onto.", - "confidence": 0.96, + "summary": "The cluster is mostly a set of unrelated issue reports from different subsystems. The soft-similarity pairs share broad themes at best, but none look like the same underlying bug or a single mergeable fix.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43749 is the most discussion-heavy and referenced item here, so it works best as a triage anchor, but there is no true cluster-wide duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Both mention model initialization, but one is a global v5 custom-model init regression and the other is a specific patchtsmixer post_init policy issue; different code paths and fixes." + "reason": "Both concern input/position handling in vision-style preprocessors, but they are different bugs in different models and code paths." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "One is a Qwen3.5 flash-attention generation bug; the other is a category-cardinality runtime error. No shared bug." + "reason": "One is about custom model initialization in v5, the other about `post_init` on a specific architecture; not the same defect." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different audio/chat-template sampling-rate behavior vs feature-extractor center-argument crash. Unrelated components." + "reason": "Audio chat-template sampling-rate behavior and a feature extractor `center` argument crash are unrelated processor issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "A generation regression in Qwen3.5 is unrelated to an embedding cardinality limit error." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe rotary embedding CPU offload issue are different model families and failure modes." + "reason": "These are different regressions in different models: CLIP hidden states vs Qwen3_5Moe CPU-offload rotary embedding." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading under accelerate vs tokenizer loading failure; only broad 'loading' similarity." + "reason": "Packed-weight loading in BitNet and tokenizer loading for FastSpeech2Conformer are different code paths and failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline `top_k` nesting and missing PyTorch for AutoModel are unrelated." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to BART generate() decoder_attention_mask initialization." + "reason": "FlashAttention support for XLM-Roberta and Bart `generate()` mask initialization are separate bugs." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Both touch backend/import utilities, but one is a packaging/backend selection issue and the other is a missing helper symbol." - }, - { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "Local-path slash warning and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Backend packaging for `.[torch]` and a missing import_utils symbol are not the same issue." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantized offloading behavior and Gemma eos_token_id config mismatch are different defects." + "reason": "Quantized offloading behavior and Gemma EOS-token config mismatch are distinct problems." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init removal for a model class is unrelated to a video-input regression in Qwen variants." + "reason": "`post_init` optionality and a Qwen video-input regression do not describe the same failure." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A trailing-slash import warning and recurrent-state reset logic are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config field loss and GPTNeoX rotary_pct persistence are distinct config serialization bugs." + "reason": "`trust_remote_code` missing fields and GPTNeoX config reload behavior are different config bugs." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 JAX/HF parity issue versus documentation lag after pipeline removals; not the same change." + "reason": "SigLIP2 implementation drift and docs still mentioning pipeline() are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern multimodal config handling, but one is an API discrepancy in Gemma3TextConfig and the other is missing text_config unwrapping in AutoModelForCausalLM.from_config." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline top_k nesting bug and AutoModel missing PyTorch import error are unrelated." + "reason": "Both involve config handling, but one is a Gemma3TextConfig API discrepancy and the other is `from_config` unwrapping for Qwen multimodal configs; not the same bug." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to list_repo_files revision forwarding." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config issues." - }, - { - "left": "issue:44964", - "right": "issue:45440", - "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSeekV3MoE divergence are different model-specific problems." + "reason": "Tokenizer AddedToken keyword duplication and `list_repo_files` revision forwarding are unrelated." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are not the same loading bug." + "reason": "FSDP loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A transformers version compatibility failure on one model is unrelated to tensorflow_text backend registration." + "reason": "A model-loading regression for one repo and an unsupported `tensorflow_text` backend are different issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "These are both config-related, but the concrete bugs differ: Gemma3TextConfig API mismatch vs missing `pad_token_id` on Llama4Config." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and tp OOM when loading Qwen2-57B are different issues." + "reason": "A script execution failure and OOM during tensor-parallel loading are not the same underlying bug." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "Phi-4 multimodal loading and DeepseekV3MoE divergence are different model implementations and failure modes." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque underflow are different error sources." + "reason": "`torch.compile` SDPA failure in Bamba and a resume-from-checkpoint key mismatch are unrelated." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel load and key error loading MobileLLM are distinct load-time problems." + "reason": "OOM on large-model tensor parallel load and a KeyError while loading MobileLLM-125M are different loading problems." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + "reason": "CPU offload device mismatch and checkpoint key mismatch do not share the same code path." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch versus CPU/CUDA output differences are separate bugs." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect checkpoint save format are different sides of the lifecycle and not the same defect." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading in an example script and unrecognized model/config loading are unrelated." + "reason": "Weight-shape mismatch on load and a broken save_pretrained checkpoint are different persistence bugs." } ] }, @@ -11636,13 +11622,14 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ "issue:16998", "issue:22355", + "issue:25251", "issue:27957", "issue:32090", "issue:42490", @@ -11651,12 +11638,11 @@ "issue:43232", "issue:43295", "issue:43316", + "issue:43352", "issue:43388", "issue:43404", "issue:43441", "issue:43452", - "issue:43540", - "issue:43572", "issue:43646", "issue:43716", "issue:43761", @@ -11665,10 +11651,10 @@ "issue:44079", "issue:44162", "issue:44188", + "issue:44190", "issue:44442", "issue:44464", "issue:44496", - "issue:44514", "issue:44521", "issue:44534", "issue:44617", @@ -11679,228 +11665,235 @@ "issue:45698", "issue:45803", "issue:46050", - "issue:46178", "issue:46234", "issue:46291", "issue:46365", "issue:46421", + "issue:46640", "issue:46829", "issue:46932", "issue:47217", "issue:47276" ], "soft_pairs": [ - "issue:27957|issue:32090", + "issue:44190|issue:44496", "issue:43761|issue:44079", + "issue:27957|issue:32090", "issue:44442|issue:45803", "issue:42490|issue:47276", "issue:46829|issue:46932", "issue:43295|issue:44871", + "issue:43316|issue:43716", "issue:44871|issue:45584", "issue:43295|issue:43825", "issue:43232|issue:43388", "issue:43761|issue:44188", "issue:16998|issue:22355", - "issue:43316|issue:43716", "issue:44521|issue:47217", - "issue:42907|issue:45698", "issue:43646|issue:44913", "issue:46234|issue:46291", "issue:43452|issue:44496", - "issue:44871|issue:46050", "issue:44077|issue:44534", + "issue:42907|issue:45698", + "issue:44871|issue:46050", "issue:44464|issue:46421", "issue:43404|issue:43441", "issue:44162|issue:44792", - "issue:45803|issue:46365", + "issue:25251|issue:27957", "issue:43065|issue:44617", - "issue:43572|issue:46178", - "issue:43540|issue:44514" + "issue:43352|issue:46640", + "issue:45803|issue:46365" ], - "prepared_review_unit_hash": "c2b97c4daa15fecd888e73b0136a5d27fab09ca9309295eb1b947b3c6e02fc7b", + "prepared_review_unit_hash": "157bf4abf0373e50eca483441da9c202dabce770c6a3dd7be2efb4f40d1b5f38", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34853, - "estimated_input_tokens": 8714, - "estimated_eval_tokens": 17684 + "soft_pair_count": 27, + "serialized_chars": 35089, + "estimated_input_tokens": 8773, + "estimated_eval_tokens": 17802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues. The soft pairs mostly share broad themes like regressions, multimodal processing, or loading/saving, but they do not look like the same underlying bug or change path.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the items span distinct failures in generation, model loading, configs, attention kernels, preprocessing, and import/dependency handling.", + "summary": "All soft edges look like false positives: the paired issues mostly concern different subsystems, different error modes, or different regression classes. I would not merge any of these as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous (model loading, generation, multimodal chat templates, Flash Attention, save/load, config, and training/runtime errors), so none is a safe duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical for the cluster; the closest matches are only superficially similar and should remain separate.", + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set by signal (more inbound references and a concrete multimodal repro), but it still does not represent the rest of the cluster as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Different problems: XLMRoberta FlashAttention support vs a Trainer distributed broadcast TypeError." + "reason": "Different failures: local dataset loading in a no-trainer script vs unrecognized model/config missing model_type." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is CLIPVision forward output behavior; the other is generic ModelOutput key assignment when a prior value was None." + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and Fuyu tensor conversion error are unrelated code paths." + "reason": "Tokenizer loading failure and a bare except in Fuyu tensor conversion are different code paths and symptoms." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Both involve warnings, but the local-path import warning and synced_gpus warning are separate behaviors." + "reason": "Import warning for a local path with trailing slash is unrelated to the synced_gpus warning in continuous batching." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Different model families and bugs: VideoPrism output fields vs Gemma4 quantized dtype casting." + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different bugs." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as Gemma eos_token_id config inconsistency." + "reason": "Processor/tokenizer access regression is separate from Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both are token-related, but one is Gemma config mismatch and the other is Whisper empty-transcription generation failure." + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation failure are different issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression and pipeline translation warning are different issues." + "reason": "Custom processor/tokenizer regression is not the same as a pipeline error-message wording issue." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different subsystems." + "reason": "Generation kwargs after sync_gpus and gather_for_metrics truncating tuple labels are different runtime bugs." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states output bug is unrelated to attention-kernel divergence under torch.compile." + "reason": "A CLIPVisionModel output bug is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Config API discrepancy and multimodal dtype mismatch are separate problems." + "reason": "Model max length behavior and missing transformers.onnx module are unrelated." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal template issues, but assistant_mask generation and image-placeholder-in-user-text failures are not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct save/load issues." + "reason": "Both are multimodal, but one is assistant mask generation and the other is image-placeholder handling in user text; not the same bug." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + "reason": "Transformers 5 custom model init breakage is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing utility symbol in import_utils and kernels v0.15 dependency/version failure are different import-time issues." + "reason": "Missing import_utils symbol and pipelines import failure due kernels version/revision requirements are different import issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage is a different cause than missing model_type in config.json." + "reason": "gguf_file/from_pretrained breakage is not the same as an unrecognized model lacking model_type." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Gemma eos_token_id inconsistency and sinq quantized save/load breakage do not share the same root cause." + "reason": "Optional post_init policy for patchtsmixer does not match junk non-persistent buffer initialization." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models failing and loading the wrong custom module after save_pretrained are distinct save/load bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "post_init API allowance and non-persistent buffer junk are unrelated v5 regressions." + "reason": "Gemma-3 eos_token_id mismatch is separate from sinq quantized model save/load breakage." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled chunked generation output inconsistency and cache lazy-init recompilation are not the same bug." + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache lazy initialization causing recompilation." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure affect different code paths." + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention support in Ministral-3 are different problems." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated models and failures." + "reason": "ESM2 breakage and a Janus image-generation test failure do not share the same underlying code path." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion is not the same as a Trainer import conflict with datasets." + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d architecture issue and Sam3Video CUDA OOM are different problems." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and missing tensorflow_text backend mapping are unrelated." + "reason": "NemotronHForCausalLM lacking Flash Attention 2 support is too specific to merge with a generic Flash Attention 2 issue." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe and batched chat-template padding crash are different multimodal bugs." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Trainer import failure caused by datasets." } ] }, @@ -11919,23 +11912,22 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:25251", - "issue:27957", "issue:29870", "issue:35141", "issue:41950", "issue:42490", - "issue:43352", "issue:43388", "issue:43475", "issue:43504", "issue:43525", "issue:43531", + "issue:43540", + "issue:43572", "issue:43650", "issue:43673", "issue:43688", @@ -11944,6 +11936,7 @@ "issue:44190", "issue:44242", "issue:44479", + "issue:44514", "issue:44534", "issue:44610", "issue:44743", @@ -11963,227 +11956,227 @@ "issue:45698", "issue:45803", "issue:46170", + "issue:46178", "issue:46202", "issue:46234", "issue:46369", "issue:46424", - "issue:46640", "issue:46693", "issue:46894", "issue:47217" ], "soft_pairs": [ + "issue:43540|issue:44514", + "issue:43572|issue:46178", "issue:44610|issue:46369", "issue:44792|issue:44977", "issue:45381|issue:47217", + "issue:44479|issue:47217", + "issue:44534|issue:44913", "issue:45542|issue:46234", - "issue:43352|issue:46640", "issue:44792|issue:45600", - "issue:44479|issue:47217", "issue:43504|issue:45698", - "issue:25251|issue:27957", - "issue:44534|issue:44913", - "issue:45632|issue:46424", "issue:43525|issue:43531", + "issue:45632|issue:46424", "issue:35141|issue:42490", "issue:45803|issue:46170", "issue:44242|issue:46894", "issue:46693|issue:47217", "issue:45127|issue:45200", + "issue:43673|issue:44743", "issue:43931|issue:44060", "issue:41950|issue:43475", - "issue:43673|issue:44743", "issue:43650|issue:46202", "issue:44792|issue:45405", - "issue:44190|issue:44964", "issue:44855|issue:45588", "issue:29870|issue:35141", - "issue:43388|issue:43688" + "issue:43388|issue:43688", + "issue:44190|issue:44964" ], - "prepared_review_unit_hash": "3206508e2bea26eb50c3d446f5c4a36cacf04603fe76ed0455ebaafe1de1cccd", + "prepared_review_unit_hash": "9b9dc131115c43cd9e7ad68c307752e05459f371e6d42c45a9c0e09fb0f84b60", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34982, - "estimated_input_tokens": 8746, - "estimated_eval_tokens": 17748 + "serialized_chars": 35081, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like keyword-level collisions rather than true duplicates: they usually differ by model, code path, or failure mode. No PRs are present. The strongest single issue candidate in the set is the FA2 long-context regression report.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46693 is the clearest and most central bug report here: it has a concrete regression window (after 5.2.0), a specific failure mode, and substantial discussion/inbound attention.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the most actionable representative issue in the set, with the strongest evidence of a real regression and the broadest maintainer attention.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: it contains many unrelated model-loading, generation, processor, cache, and training bugs. None of the soft edges look like true duplicates, so no mergeable pair is accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues span different models and failure modes rather than one underlying bug.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No issue is a clear global representative; the closest match would still be arbitrary because the cluster is not a single bug family.", + "best_pr_reason": "No PRs are present in the cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen/VL input handling, but one is a video-input ValueError in Qwen3OmniMoe and the other is a batched chat-template crash with padding=False in Qwen2.5-VL; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Completely different problems: a missing pad_token_idx in StableLmConfig versus a backend registration error for tensorflow_text." + }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different bugs: one is a processor/model input-size mismatch for OmDet-Turbo, the other is a memory overflow report for sam3-litetext." + "reason": "Different models and symptoms: OmDet-Turbo preprocessing size mismatch versus SAM3 LiteText memory overflow." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: janus image-generation test failure vs Qwen3.5 flash-attention generation bug." + "reason": "One is a janus image-generation test failure, the other is a Qwen3.5 flash-attention generation bug; not the same underlying issue." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Both are VL-related, but the concrete bug differs: wrong vision_position_ids on video input vs failure when an image placeholder appears in user text." + "reason": "Both are VL/image-placeholder related, but one is wrong vision_position_ids in qwen2.5-vl video input and the other is failure when the image placeholder appears in user text." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Unrelated areas: TensorBoard/TensorFlow backend import error vs missing import_utils helper for Falcon Mamba SSM." + "reason": "The former is a broad video-input regression across several VL models; the latter is a specific placeholder-placement bug." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Too broad to merge: one says NemotronHForCausalLM does not support FA2 yet, the other is a generic FA2 issue with no concrete shared code-path shown." + "reason": "Unrelated bugs: non-persistent buffers being junk-filled in v5 versus GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Different failures: janus test regression vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "No common bug: one is a missing TensorFlow backend due to only tensorboard being installed, the other is a missing import_utils helper." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both involve multimodal inputs, but one is a v5.3.0 video-input regression across several models and the other is an image-placeholder-in-text failure." + "reason": "Janus image-generation test failure and Sam3LiteText auto_mappings CI breakage are different issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different loading paths: legacy preset field for Beit semantic segmentation vs custom-module mismatch after save_pretrained/from_pretrained." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Completely unrelated: pipeline top_k output nesting bug vs XLMRoberta flash-attention support issue." + "reason": "Both involve model loading, but one is a BEiT legacy-field preset issue and the other is saving/loading the wrong custom module after save_pretrained." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different persistence bugs: non-persistent buffers getting junk in v5 vs GPTNeoXConfig rotary_pct not surviving reload." + "reason": "A missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window behavior." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Different cache issues: trust_remote_code path collision for local models vs max_cache_length only honored for Quantized Cache." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Different config/runtime problems: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Both mention cache, but one is a remote-code cache path collision and the other is max_cache_length only applying to quantized cache." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Not the same bug: embedding reinitialization after resize vs spurious import warning for local model paths ending with a slash." + "reason": "Resizing token embeddings reinitialization and trailing-slash local model loading warnings are different bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different root causes: bare except swallowing exceptions in Fuyu tensor conversion vs Windows/ROCm import failure tied to torch.distributed." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to the Windows/ROCm torch.distributed import problem." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both are loss-related, but the concrete problem differs: missing load-balancing loss vs a double-shift training-loss bug." + "reason": "Both are loss-related, but one is load-balancing loss omission and the other is a training-loss double-shift bug in CohereASR." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "Both mention generation, but one is an FA2 long-context performance regression and the other is a VL placeholder-placement failure." + "reason": "Performance regression with FA2 long-context generation is not the same as VL image-placeholder failure." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different subsystems: LoRA merge collapse with extended vocab vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Different bugs: LoRA merge collapse with extended vocabulary versus missing mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/generation, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent states resetting in modular_qwen3_5." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different model-load issues: shape mismatch for Qwen3-VL-30B-A3B-Instruct vs tied-weights warning in Qwen3-Next." + "reason": "Different Qwen variants and different failures: weight-shape mismatch on load versus a tied-weights warning linking the wrong tensors." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different multimodal pipeline bugs: video-classification selecting image processors vs SAM 3 video encoder output missing an attribute." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both involve cache/state handling, but one is a GenerationMixin cache regression and the other is recurrent-state reset in modular_qwen3_5." + "reason": "Video-classification pipeline using image processors is unrelated to SAM3 VisionEncoderOutput missing fpn_position_embeddings." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No overlap beyond generic bug report wording: an empty placeholder request vs a Gemma pipeline roundtrip failure." + "reason": "A vague data request and a Gemma pipeline roundtrip failure are not the same bug." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Completely unrelated: janus image-generation test failure vs a PEFT version bump complaint." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Different loading contexts: local dataset loading in an image-classification example vs Phi-4-multimodal model loading on latest transformers." + "reason": "A janus model test failure and an unreleased MIN_PEFT_VERSION bump are unrelated." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different failure modes: Python 3.13 IndentationError in torch.jit/script parsing vs flash_attention AttributeError on sink-less models." + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Different bugs: decoder_attention_mask unbound in Bart generation vs output embedding reinitialized after resizing token embeddings." + "reason": "Bart generate() decoder_attention_mask UnboundLocalError and token-embedding resize reinitialization are different failures." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Both touch training/eval math, but one drops labels in gather_for_metrics while the other misnormalizes auxiliary loss in MoE models." + "reason": "Metric gathering dropping tuple labels and incorrect auxiliary-loss normalization are different bugs in different parts of the training stack." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading the Phi-4 multimodal model are unrelated problems." } ] }, @@ -12260,251 +12253,251 @@ "issue:46082|issue:46697", "issue:45072|issue:46932", "issue:43827|issue:43994", - "issue:43644|issue:44913", "issue:45245|issue:46858", "issue:44617|issue:45584", - "issue:46399|issue:47312", - "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:45588|issue:47013", + "issue:25251|issue:29870", "issue:44734|issue:45406", + "issue:43335|issue:44855", + "issue:46399|issue:47312", "issue:44869|issue:46832", - "issue:45632|issue:46617", - "issue:45588|issue:47013", - "issue:45381|issue:46369", "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:45632|issue:46617", "issue:43827|issue:47321", - "issue:25251|issue:29870", - "issue:43550|issue:44190", - "issue:45563|issue:45584", "issue:43854|issue:44792", + "issue:43550|issue:44190", "issue:39692|issue:47321", + "issue:45563|issue:45584", "issue:45381|issue:46655", "issue:43065|issue:44610", - "issue:44933|issue:45362", "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:44933|issue:45362", "issue:43335|issue:44190", "issue:44242|issue:46897", - "issue:44479|issue:44734", + "issue:44779|issue:46489", "issue:43295|issue:45276", - "issue:39692|issue:44190", - "issue:44779|issue:46489" + "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "f832300685424b70f50cccda98f67bda771b2f5f657b45e57edeb821390fc721", + "prepared_review_unit_hash": "a77e355b58e0e0059f7f1c73f54298a034bdb1036413f881823ca661f9987dac", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36867, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "serialized_chars": 36864, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are clearly unrelated despite superficial subsystem overlap. The only likely duplicate is the DeepSeek tokenizer regression pair, where one issue is the broader v5 tokenizer breakage and the other is a narrower variant/gap in the same fix.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44779 is the broadest and clearest statement of the DeepSeek v5 tokenizer regression; 46489 reads like a narrower follow-up tied to the same root problem and PR gap.", + "summary": "Most pairs are unrelated and should stay split. The only clearly supported duplicate-like pair is the DeepSeek tokenizer regression: 44779 is the broader v5 incorrect-output report, and 46489 reads as a narrower follow-up identifying a gap in the earlier fix.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44779 is the best canonical issue for the DeepSeek tokenizer regression: it describes the broader v5 incorrect-output bug, while 46489 is a narrower follow-up that points out a missing piece in the earlier fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44779 best captures the underlying bug in a general, reusable way and is the best duplicate target for the DeepSeek tokenizer regression cluster.", + "best_issue_reason": "44779 is the clearest representative of the only best-supported duplicate-like pair; it captures the main user-facing regression and is the broader of the two reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Unrelated bugs: LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "Different models and failure modes: Llama head_dim validation vs Swin2SR image over-padding." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and different code paths." + "reason": "Both mention dtype/quantization, but they affect different Gemma4 code paths and are not the same bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs reference after pipeline removals vs SigLIP2 model/processor and quantization errors are different problems." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Different config/state bugs: non-persistent buffer initialization vs rotary_pct not persisting on reload." + "reason": "Docs still referencing pipeline() is unrelated to the SigLIP2 model/processor mismatch and quantization failure." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category cardinality error and cache sequence-length tensor arithmetic are unrelated." + "reason": "Category-limit runtime error vs cache-length tensor arithmetic bug; no shared underlying issue." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." + "reason": "Sam3Video OOM and Whisper empty-transcription crash are different models and different failures." }, { - "left": "issue:46399", - "right": "issue:47312", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Both involve kernels, but one is a missing decorator registration bug and the other is version incompatibility." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload regression are unrelated bugs." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention s_aux handling and xLSTM return unpacking are distinct code-path failures." + }, + { + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Sparse-layer creation bug and Python 3.13 TorchScript parsing error are unrelated." + "reason": "Both are generation-related, but nested-list output shape change and Bart UnboundLocalError are different bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve crashes, but one is KV-cache indexing and the other is a missing processor attribute." + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Whisper trailing-token crash and RT-DETR feature-level mismatch are different failures." + "reason": "Sparse-layer creation bug and Python 3.13 IndentationError are unrelated." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:46399", + "right": "issue:47312", "accept": false, - "reason": "Both are cache/trust_remote_code related, but the titles point to different symptoms and no shared root cause is clear." + "reason": "Kernel compatibility is the only overlap; one is a missing registration decorator bug, the other a broad incompatibility report." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Different runtime assertions in different subsystems; not the same code-path bug." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 cudaErrorAssert and categories-limit runtime error are different failures." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Multimodal video position-id regression and Sam3 memory overflow are unrelated." + "reason": "Qwen video position-id regression and Sam3 LiteText memory overflow are different bugs." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to the category-limit RuntimeError." + "reason": "Both involve trust_remote_code caching, but leaf-directory collision and FileNotFoundError are not the same concrete bug." }, { "left": "issue:43827", "right": "issue:47321", "accept": false, - "reason": "Docs stale reference vs AMD quark class update are not the same issue." + "reason": "Documentation cleanup is unrelated to AMD quark class updates." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Pipeline top_k nesting bug and Bart generate UnboundLocalError are distinct generate-path issues." + "reason": "Different model-specific test failures with no evident shared root cause." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure and local dataset loading failure are unrelated." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Stale warning in paged generate and Whisper empty transcription crash are different bugs." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:39692", + "right": "issue:47321", "accept": false, - "reason": "GLM unit-test load failure and Janus image-generation test failure are different model-specific issues." + "reason": "SigLIP2 docs/example errors are unrelated to AMD quark class updates." }, { - "left": "issue:39692", - "right": "issue:47321", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 docs errors and AMD quark class update are unrelated." + "reason": "Paged generate warning and Whisper empty transcription are different behaviors in different pipelines." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but the concrete bugs differ: position ids vs padding calculation." + "reason": "Both are video-preprocessing issues, but the specific bugs and affected models differ." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and OmDet processor size mismatch are different problems." + "reason": "Sam3PixelDecoder dummy conv and OmDet processor resize mismatch are unrelated vision-model issues." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + "reason": "Both mention memory, but the model and cause differ; not the same bug." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video regression and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Both are resource-related but not the same model or failure mode." + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Config layer creation bug and dataset loading script failure are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dataset loading in the example script." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training-loss bug are different MOE/training issues." + "reason": "Both involve training losses, but they are different loss bugs in different models and code paths." }, { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video-input regression and KV-cache continuation crash are separate code paths." + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "These describe the same DeepSeek tokenizer regression in v5; 46489 is a likely follow-up that identifies a gap in the earlier fix." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor API regression and resize_token_embeddings not propagating are unrelated Gemma4 bugs." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Both describe the same DeepSeek tokenizer regression in transformers v5; 46489 is a narrower variant/gap in the same fix." + "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are different bugs." }, { - "left": "issue:45276", - "right": "issue:46932", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Gemma4 embedding resize propagation and quantized embedders dtype casting are different bugs." + "reason": "SigLIP2 docs/example errors are unrelated to the local dataset loading issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The DeepSeek pair is grounded by the issue titles and both describe the same tokenizer regression family in v5, with 46489 explicitly framing itself as a gap in the earlier fix. The other soft-edge verdicts stay conservative and are supported by the distinct titles/body summaries in the packet." + "accept": false, + "feedback": "The DeepSeek tokenizer pair is the only one that is clearly supported as a duplicate/follow-up, and the rejection of the other soft edges is suitably conservative. However, the writeup overstates the evidence by calling 44779/46489 the \"only merged issue pair\"\u2014the packet shows closed issues, not a merged pair, so that phrasing is not grounded. Please soften that to a best-supported duplicate-like pair / likely follow-up." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12528,13 +12521,12 @@ "issue:42175", "issue:42796", "issue:43317", - "issue:43335", "issue:43404", "issue:43526", "issue:43531", "issue:43540", + "issue:43611", "issue:43643", - "issue:43644", "issue:43673", "issue:43854", "issue:43994", @@ -12557,10 +12549,11 @@ "issue:45381", "issue:45542", "issue:45584", - "issue:45593", "issue:45600", + "issue:45632", "issue:45803", "issue:45907", + "issue:46234", "issue:46421", "issue:46697", "issue:46752", @@ -12575,234 +12568,234 @@ "issue:43673|issue:46421", "issue:45127|issue:45357", "issue:43540|issue:44734", - "issue:47145|issue:47321", "issue:45276|issue:45584", + "issue:47145|issue:47321", "issue:43854|issue:44964", - "issue:44112|issue:45600", "issue:43643|issue:44496", + "issue:43994|issue:47321", + "issue:44112|issue:45600", "issue:44462|issue:45907", "issue:44521|issue:45381", - "issue:43994|issue:47321", "issue:43317|issue:47312", - "issue:43644|issue:47321", + "issue:43611|issue:47321", "issue:27957|issue:35141", "issue:44246|issue:45003", + "issue:43673|issue:46858", "issue:45290|issue:46752", "issue:44112|issue:44964", - "issue:43673|issue:46858", - "issue:44964|issue:45600", "issue:42175|issue:44279", + "issue:44964|issue:45600", "issue:32090|issue:35141", "issue:43404|issue:45216", - "issue:44737|issue:45803", "issue:42796|issue:44521", - "issue:44938|issue:45542", + "issue:44737|issue:45803", "issue:44496|issue:47217", "issue:43531|issue:45600", - "issue:43335|issue:45593" + "issue:44938|issue:45542", + "issue:45632|issue:46234" ], - "prepared_review_unit_hash": "ed3c1c21fda848995aa2777ab5bb0b64a661d025c300e4a1a041775cd2b3228e", + "prepared_review_unit_hash": "37c7bbaf8154ab901f9266b91b4c9db21d6b6a9f902ae2c3e4174091482ad86a", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35931, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "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": "This cluster is not a true duplicate set: it mixes many unrelated bug reports across tokenizers, model loading/saving, generation, chat templates, config handling, device/offload, CI, and backend packaging. No PRs are present, and none of the soft pairs look like the same concrete underlying issue/change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits: the issues describe different code paths and symptoms, so any one of them would misrepresent the cluster.", + "summary": "No soft edge looks like a true duplicate. The pairs mostly share only broad subsystem keywords (chat templates, caches, model loading, image processors, CI, etc.) but describe different concrete bugs or regressions.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44521 is the strongest cluster representative: it is open, has the most inbound references, and describes a concrete user-facing multimodal bug. The rest of the set is heterogeneous and does not form a tight duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is heterogeneous rather than one bug family.", + "best_issue_reason": "issue:44521 is the best single issue to surface because it is active, well-referenced, and specific enough to be actionable; the other issues are mostly unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image-processing bugs: one is about BeitImageProcessorFast reducing labels incorrectly, the other about Swin2SR over-padding images." + "reason": "Both are image-processing bugs, but one is about BEiT reduce_labels and the other about Swin2SR padding; different code paths and failures." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve cache, but the failures differ: missing GenerationMixin cache in v5.0.0 vs lazy cache initialization causing recompilation with chunked prefill." + "reason": "Both mention chunked prefill/cache, but one is about missing GenerationMixin cache in v5.0.0 and the other about lazy cache init causing recompilation." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both concern save/merge correctness, but one is LoRA merge with tied embeddings and the other is Qwen3.5 save_pretrained visual encoder key regression; different code paths." + "reason": "Both concern save/weight handling regressions, but one is about LoRA + extended vocab tie_word_embeddings and the other about incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different multimodal bugs: video processing in Qwen3OmniMoe vs KV-cache continuation indexing in transformers serve." + "reason": "Different features and failures: Qwen3OmniMoe video input parsing vs transformers serve KV-cache continuation tensor indexing." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "FP8 compressed-tensors weight_scale loading bug is unrelated to AMD quark class metadata/update issue." + "reason": "Unrelated bugs: gemma4 embedding resizing vs Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "Both touch embeddings or generation, but one is Gemma4 resize_token_embeddings propagation and the other is Whisper empty-transcription failure after align_special_tokens." + "reason": "Completely different domains: FP8 checkpoint loading/scaling vs AMD quark class updates." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading problems, but they involve different models and likely different loader failures (unit-test GLM-4.7-Flash vs Phi-4-multimodal-instruct)." + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "CI failures in GraniteSpeech stale device override tests are unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + "reason": "Different config-loading problems: trust_remote_code missing fields vs missing model_type in config.json." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43994", + "right": "issue:47321", "accept": false, - "reason": "Different config-loading problems: missing fields with trust_remote_code in AutoConfig vs unrecognized model_type in a model config." + "reason": "No overlap beyond being issues; siglip2 AutoModel/pipeline output bug is unrelated to AMD quark class updates." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Both mention repository/file listing behavior, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision; different APIs." + "reason": "Different repository/Hub behaviors: tokenizer.json selection vs list_repo_files revision forwarding." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal chat/template handling, but one is zero assistant masks and the other is wrong vision_position_ids for Qwen2.5-VL video input." - }, - { - "left": "issue:43994", - "right": "issue:47321", - "accept": false, - "reason": "Siglip2 inference/pipeline corruption is unrelated to AMD quark class update." + "reason": "Both are multimodal/template-related, but assistant_masks being zero and vision_position_ids being wrong are distinct bugs." }, { "left": "issue:43317", "right": "issue:47312", "accept": false, - "reason": "device_map=auto dequantized-model offload failure is unrelated to kernel compatibility with version 0.16." + "reason": "Different problems: dequantized model loading with device_map=auto vs kernel compatibility with kernels 0.16." }, { - "left": "issue:43644", + "left": "issue:43611", "right": "issue:47321", "accept": false, - "reason": "Non-persistent buffers being filled with junk in Transformers 5.0.0 is unrelated to AMD quark class updates." + "reason": "The base_model_prefix loading regression is unrelated to the AMD quark class issue." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Both mention embedding behavior, but XLMRoberta Flash Attention 2 support and post_init reinitializing output embeddings are different issues." + "reason": "Different model families and different mechanisms: Flash Attention 2 support vs post_init reinitializing output embeddings after resize." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown from transformers and unsafe sys.modules access are different import-time problems with different root causes." + "reason": "Import slowness and unsafe sys.modules access are related to import-time behavior, but they are not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is missing cache initialization and the other is a device-tensor seq_length arithmetic bug." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty list IndexError; not the same failure." + "reason": "Same API surface, but different edge cases: tool-call assistant messages with no content vs passing an empty list." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness for GraniteSpeech device override is unrelated to loading Phi-4-multimodal-instruct." + "reason": "A stale CI test in GraniteSpeech is not the same as a model-loading regression for Phi-4 multimodal." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both concern cache internals, but one is missing GenerationMixin cache in v5.0.0 during chunked prefill and the other is device-tensor seq_length breaking static cache slice arithmetic on non-CUDA backends." + "reason": "Both are dependency-related, but one is missing TensorFlow from the torch extra and the other is a broader dependency issue." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model-loading failure for Phi-4-multimodal-instruct is unrelated to stale auto_mappings.py entries causing CI breakage." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Both are packaging/dependency issues, but one is missing TensorFlow in the torch extra and the other is a general dependency problem with transformers." + "reason": "Model-loading regression for Phi-4 multimodal is unrelated to the broken Sam3LiteText auto-mappings reference." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer/_gpu_broadcast_one NoneType error is unrelated to embedding reinitialization in post_init." + "reason": "Trainer NoneType broadcast error is unrelated to token embedding resize/reinitialization." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen-style model saving/tied weights, but one is untied lm_head in Mistral3ForConditionalGeneration and the other is incorrect Qwen3.5 checkpoint saving; distinct model families and bugs." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt with bare except." + "reason": "Both mention model weight/config handling, but one is a tie-weight bug in Mistral3ForConditionalGeneration and the other is an incorrect Qwen3.5 checkpoint save regression." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different subsystems and failure modes." + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different subsystems and bugs." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend despite tensorboard being installed are unrelated environment/package issues." + "reason": "XLNet CPU tensor allocation bug and Fuyu bare-except error swallowing are unrelated implementation issues." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model config and VL image placeholder handling are different loading vs chat-template/multimodal formatting problems." + "reason": "Different model-loading failures: unrecognized model/config.json vs VL image placeholder handling in user text." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to stale auto_mappings references in CI." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from tensorboard-only install are distinct environment issues." + }, + { + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and D-FINE auxiliary-loss omission are different model-architecture bugs." + "reason": "Trust-remote-code cache path collisions and missing import_utils symbol are different bugs with different fixes." } ] }, @@ -12821,8 +12814,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -12834,6 +12827,7 @@ "issue:42907", "issue:42994", "issue:43295", + "issue:43335", "issue:43381", "issue:43441", "issue:43479", @@ -12860,13 +12854,12 @@ "issue:45335", "issue:45375", "issue:45446", + "issue:45584", "issue:45588", "issue:45593", - "issue:45632", "issue:45759", "issue:46082", "issue:46121", - "issue:46234", "issue:46424", "issue:46506", "issue:46515", @@ -12876,221 +12869,252 @@ "issue:47333" ], "soft_pairs": [ - "issue:45632|issue:46234", + "issue:43335|issue:45593", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:44496|issue:45042", "issue:43295|issue:45335", "issue:45083|issue:46506", - "issue:44295|issue:46506", "issue:43976|issue:44987", + "issue:44295|issue:46506", + "issue:44496|issue:45759", "issue:41950|issue:44016", - "issue:43673|issue:46424", "issue:44683|issue:45446", - "issue:44496|issue:45759", - "issue:43526|issue:43901", "issue:39692|issue:46932", + "issue:43673|issue:46424", + "issue:43526|issue:43901", "issue:42994|issue:47333", - "issue:43673|issue:44336", "issue:43381|issue:45593", - "issue:46082|issue:46121", + "issue:43673|issue:44336", "issue:44016|issue:44220", - "issue:42907|issue:43441", + "issue:46082|issue:46121", "issue:44279|issue:46515", - "issue:44792|issue:46424", - "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:42994|issue:47332", + "issue:43650|issue:44220", + "issue:44792|issue:46424", + "issue:42907|issue:43441", "issue:43441|issue:45588", "issue:44327|issue:46752", "issue:43976|issue:44279", "issue:43824|issue:44933", + "issue:45335|issue:45584", "issue:43479|issue:45375" ], - "prepared_review_unit_hash": "eaad26b6a4b49dd9cd96fd292dbbcafb331650a48c48cdd95bd0b6a4c3257fa7", + "prepared_review_unit_hash": "c5718a2c77d6448cb7d11a45ea7b7d005ec756d8a8706bc94b6a6b0fef687be2", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 31, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous bug reports; none of the soft pairs look like the same concrete underlying issue, so all soft edges should be rejected. The strongest anchor among the items is the recent, detailed disk-offload save failure report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:47333 is the best anchor because it is recent, concrete, still open, and has the most explicit follow-up/references among the candidates.", + "summary": "These items are thematically similar only at a very broad level (Transformers import/config/pipeline/runtime bugs), but they are not the same underlying defect. The soft edges mostly connect distinct subsystems or different failure modes, so I would reject all of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, spanning unrelated import errors, config bugs, cache behavior, docs, and model-specific runtime failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47333 is the most suitable global representative: it describes a specific reproducible save failure, is actively referenced, and appears more actionable than the other mostly isolated reports.", + "best_issue_reason": "No good global best issue exists for deduping this set, because none of the issues subsume the others or represent the same concrete bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Different failures: cache-path collision for local trust_remote_code models vs a missing import_utils availability helper." + "reason": "Different model components and bugs: sparse-layer config creation vs missing auxiliary losses." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and code paths: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + "reason": "Both are import errors, but for different symbols and code paths." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Unrelated missing imports in different modules; no shared concrete bug." + "reason": "Unrelated missing imports in different modules." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different problems: unrecognized model loading vs PIL image processors incorrectly requiring torchvision." + "reason": "Unrecognized-model config loading vs torchvision requirement in PIL image processors are different failures." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Regression in processor/tokenizer image handling vs resize_token_embeddings not updating decoder embeddings." + "reason": "Regression in processor/tokenizer handling vs a t5gemma embedding resize bug." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different code paths: qwen3_omni_moe feature-length helper vs CPU/CUDA output mismatch in PPDocLayoutV3." + "reason": "Helper output-length logic in qwen3_omni_moe vs CPU/CUDA nondeterministic results are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs model-loading failure for a specific repo." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Registering position_ids as a buffer issue is unrelated to CPU/CUDA divergent outputs." + "reason": "Buffer access error for position_ids is unrelated to CPU/CUDA output mismatch." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Python version incompatibility is unrelated to loading a specific model checkpoint." + "reason": "Unrecognized model config vs missing text_config unwrapping are different loading bugs." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup bug vs notebook syntax error; not the same bug." + "reason": "Pipeline image-processor lookup bug vs notebook syntax error." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Both involve cache terminology, but one is missing GenerationMixin cache in chunked prefill while the other is max_cache_length handling in quantized cache." + "reason": "Both touch flex_attention, but one is a torch>=2.9 failure and the other is a version-check/import-path issue." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:39692", + "right": "issue:46932", "accept": false, - "reason": "Both touch flex_attention, but one is torch>=2.9 compilation failure and the other is a version-check/import gate bug." + "reason": "Docs example errors vs quantized embedder dtype casting are not the same bug." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Different issues: unrecognized model config vs AutoModelForCausalLM.from_config failing to unwrap multimodal text_config." + "reason": "Chunked-prefill cache missing vs max_cache_length only applying to quantized cache are different cache behaviors." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image processor label reduction bug vs documentation mismatch for text classification pipeline." + "reason": "BEIT image-processor label reduction bug vs text-classification docs mismatch." }, { - "left": "issue:39692", - "right": "issue:46932", + "left": "issue:42994", + "right": "issue:47333", "accept": false, - "reason": "SigLIP2 docs/model-processor errors are unrelated to Gemma4 quantized vision/audio dtype casting." + "reason": "Both are saving issues, but one is quantized-model saving and the other is disk-offloaded model saving." }, { - "left": "issue:42994", - "right": "issue:47333", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both are save failures, but one is generic quantized-model saving and the other is disk-offloaded Qwen3-VL saving; too different to merge." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache-missing during chunked prefill is unrelated to ANSI code emission in loading_report." + "reason": "Cache configuration/runtime issue vs ANSI codes in loading_report are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses in D-FINE are unrelated bugs." + "reason": "Notebook syntax error vs audio feature extraction bug." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-params JSON list handling are different config-validation bugs." + "reason": "Config validation around head_dim vs JSON list handling in rope params are different issues." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs torch 2.4.1 incompatibility." }, { "left": "issue:44016", - "right": "issue:44220", + "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to the audio feature extraction TypeError." + "reason": "Notebook syntax error vs AddedToken constructor error." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:42994", + "right": "issue:47332", "accept": false, - "reason": "Both mention Ministral models, but one is saving dequantized weights and the other is FlashAttention failure in v5 RC." + "reason": "Both mention saving/offloading, but they are different model families and failure modes." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "General dependency issue is unrelated to a specific torch 2.4.1 incompatibility." + "reason": "Placeholder issue title vs an audio feature extraction crash." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max length semantics." + "reason": "Janus image-generation test failure is unrelated to cache-length behavior." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Placeholder issue title vs audio feature extraction bug; no overlap." + "reason": "Different model families and different failures: dequantized saving vs FlashAttention runtime." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3-specific failure and the other is an s_aux=None crash in a different path." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans bounds error vs empty-list chat template crash are different edge cases." + }, + { + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument error are distinct failures." + "reason": "Python version incompatibility is not the same as a generic dependency issue." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but one is missing Qwen2_5_VLForConditionalGeneration export and the other is a nonexistent image_utils import." + "reason": "Different missing imports from different modules/symbols." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize bug vs Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs in different models; no shared concrete code path." + "reason": "Different multimodal config initialization bug vs missing config field silently dropped." } ] }, @@ -13137,16 +13161,16 @@ "issue:44462", "issue:44466", "issue:44496", + "issue:44683", "issue:44779", "issue:45020", "issue:45081", "issue:45216", "issue:45276", "issue:45278", - "issue:45335", "issue:45357", "issue:45405", - "issue:45584", + "issue:45542", "issue:45593", "issue:45812", "issue:45823", @@ -13163,118 +13187,112 @@ "issue:47217" ], "soft_pairs": [ - "issue:45335|issue:45584", + "issue:43295|issue:44779", "issue:43901|issue:44496", "issue:43299|issue:45216", - "issue:43295|issue:44779", - "issue:43901|issue:47217", "issue:44279|issue:45405", - "issue:39692|issue:43901", "issue:41950|issue:45020", + "issue:43901|issue:47217", + "issue:39692|issue:43901", "issue:42796|issue:43650", "issue:44779|issue:45812", "issue:43577|issue:45216", "issue:46614|issue:47085", "issue:46123|issue:46369", - "issue:44075|issue:44368", + "issue:41950|issue:45823", "issue:44466|issue:45276", "issue:43976|issue:45405", - "issue:41950|issue:45823", + "issue:44075|issue:44368", "issue:43653|issue:45593", "issue:43381|issue:47000", - "issue:43299|issue:45357", "issue:44462|issue:45081", - "issue:44351|issue:45278", + "issue:43299|issue:45357", "issue:43644|issue:47145", + "issue:43299|issue:43854", "issue:46082|issue:46399", "issue:46082|issue:46512", - "issue:43299|issue:43854", "issue:43650|issue:46209", + "issue:44351|issue:45278", "issue:43931|issue:47145", - "issue:44016|issue:44291" + "issue:44016|issue:44291", + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "b1f9acec2d4b1be54070ec07705f8df2177406cc54500be8a9b951053250d04d", + "prepared_review_unit_hash": "a68afd839dfbf15cd9f3c773886e7d91774fadab57e34c68ba7ca2169a67bfbd", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36006, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 35991, + "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 not a single duplicate family; it\u2019s a loose set of unrelated Transformers issues spanning tokenizers, model loading, docs, and regressions. All soft-similarity pairs are too broad or touch different concrete failures, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most items are distinct bugs, regressions, or docs issues across unrelated subsystems. I found no soft duplicate pairs worth merging.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44462 is the best broad anchor because it describes a general AutoTokenizer loading regression around repository tokenizer.json, which is a core behavior and potentially related to multiple tokenizer-loading complaints.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue: it is concrete, high-severity, and describes a silent v4\u2192v5 regression affecting token IDs for all Granite models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Both involve generation/embedding behavior, but one is a Gemma/tied-embedding resizing bug and the other is a Whisper empty-transcription failure after token alignment; different code paths and fixes." + "reason": "Different tokenizer regressions: one is a processor/tokenizer mismatch and quantization/doc example failure, the other is Deepseek tokenization producing wrong results." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to an unrecognized-model/config.json loading error." + "reason": "Docs mismatch for TextClassificationPipeline vs an unrecognized-model/config loading error; unrelated failure modes." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen3.5, but one is a VL model-loading regression and the other is incorrect save_pretrained output; distinct bugs." + "reason": "Both involve Qwen3 family, but one is a VL model loading breakage and the other is a save_pretrained checkpoint regression; not the same bug." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Custom processor/tokenizer regression for images is unrelated to Deepseek tokenizer output corruption." + "reason": "Dependency/versioning complaints, but about different packages and different root causes." }, { - "left": "issue:43901", - "right": "issue:47217", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "A docs note about return_all_scores is not the same as a VL model failing when an image placeholder appears in user text." + "reason": "Video-classification pipeline processor bug vs generic remote_code breakage; too broad and unrelated." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Generic dependency trouble is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + "reason": "Pipeline docs behavior mismatch vs VL placeholder handling failure; different code paths and symptoms." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline API documentation/behavior mismatch." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification processor lookup is unrelated to remote_code model breakage." + "reason": "SigLIP2 example errors are unrelated to TextClassificationPipeline docs behavior." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and an unrelated placeholder issue with no specific technical overlap." + "reason": "Tokenizer BPE-marker bug vs unrelated filler issue; no common underlying defect." }, { "left": "issue:44779", @@ -13286,115 +13304,121 @@ "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained corruption are different model-specific bugs." + "reason": "Blip2 dtype casting bug vs Qwen3.5 save_pretrained checkpoint keys; unrelated." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state is not the same as Rust-backed tokenizers no longer being thread-safe." + "reason": "Stale phonemizer backend state is a tokenizer-specific bug, not the same as a broader thread-safety regression." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "A final-batch pipeline flag bug is unrelated to a memory overflow in sam3-litetext." + "reason": "MaskGenerationPipeline batch handling vs sam3-litetext memory overflow; different components and failures." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Unused SGD optimizer args and a tie_word_embeddings warning are different configuration issues." + "reason": "Pipeline processor selection bug vs Gemma4 device placement issue; not the same concrete problem." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization inconsistency for lm_head.weight is not the same as resize_token_embeddings failing to update Gemma4 outputs." + "reason": "Serialization of tied lm_head weights vs Gemma4 resize_token_embeddings propagation; related theme but different bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility and an unreleased PEFT dependency bump are unrelated." + "reason": "Python support/runtime compatibility issue vs unreleased PEFT dependency bump; unrelated." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Processor selection in a video pipeline is unrelated to Gemma4 PLE device placement during forward." + "reason": "SGD argument handling bug vs a warning about tie_word_embeddings; different behavior and scope." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and RTDetrLoss infeasible cost matrix are different failures." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect visual-encoder key serialization." + "reason": "Gradient-checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; no overlap." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is not the same bug as a Mistral regex patch crashing on a missing backend_tokenizer attribute." + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as a Mistral regex patch crash during loading." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "A specific missing import and a broad set of import errors after upgrade are not the same concrete issue." + "reason": "Different Qwen3.5 issues: one loading/MoE-related, the other incorrect visual encoder key serialization." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both are load-time correctness problems, but non-persistent junk buffers and missing FP8 weight_scale application are distinct mechanisms." + "reason": "Non-persistent buffer junk initialization vs missing FP8 weight_scale application; distinct correctness bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7 Flash unit-test loading issue are unrelated." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig validation for head_dim is unrelated to a Qwen3.5 kernel-registration crash." + "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration decorator error; different code paths." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Explicit head_dim rejection and stale model.config.dtype after from_config are different configuration bugs." + "reason": "Config validation error vs stale config.dtype after from_config; unrelated dtype/config issues." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading issues are unrelated model-specific problems." + "reason": "Placeholder/empty issue vs FP8 inference failure on B200; no meaningful match." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "A placeholder issue with no clear technical content is not the same as FP8 inference failing on B200." + "reason": "Both mention imports, but one is a missing symbol and the other is broad import failures after upgrade; not the same defect." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and FP8 frozen-checkpoint scaling corruption are different loading errors." + "reason": "Qwen3-VL weight-shape mismatch at load time vs FP8 checkpoint scaling corruption; different failure modes." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "A notebook syntax error is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation bug vs TensorFlow backend dependency issue; unrelated." } ] }, @@ -13441,21 +13465,21 @@ "issue:44261", "issue:44263", "issue:44336", + "issue:44589", "issue:44623", "issue:44671", - "issue:44683", "issue:44749", "issue:44779", "issue:45081", "issue:45103", "issue:45200", + "issue:45325", + "issue:45362", "issue:45372", "issue:45397", "issue:45542", "issue:45588", - "issue:45600", "issue:45656", - "issue:45712", "issue:45800", "issue:45823", "issue:45834", @@ -13468,230 +13492,230 @@ ], "soft_pairs": [ "issue:44242|issue:45200", - "issue:44683|issue:45542", - "issue:45588|issue:47000", "issue:45081|issue:45907", + "issue:45588|issue:47000", "issue:43873|issue:47145", - "issue:44336|issue:46851", "issue:45103|issue:45372", - "issue:43479|issue:43525", "issue:42994|issue:43317", "issue:45859|issue:46851", - "issue:44623|issue:44749", "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:44671|issue:44779", + "issue:43479|issue:43525", "issue:44246|issue:47217", "issue:33290|issue:45656", - "issue:44671|issue:44779", - "issue:42175|issue:43976", - "issue:44623|issue:45397", "issue:45542|issue:45800", - "issue:44186|issue:47000", + "issue:42175|issue:43976", + "issue:44623|issue:44749", "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44623|issue:45397", "issue:43525|issue:43881", - "issue:44261|issue:44263", "issue:43784|issue:45542", "issue:43901|issue:44246", "issue:43673|issue:43761", "issue:43525|issue:43643", + "issue:44261|issue:44263", "issue:43575|issue:47145", - "issue:45600|issue:45712" + "issue:44589|issue:45362", + "issue:45325|issue:46851" ], - "prepared_review_unit_hash": "1b9fd8f75015c13be8af97fe5ad375b54363f5f2830bf7ab751b03206729d535", + "prepared_review_unit_hash": "37cdef52931483d9578201346dff119f48243c5e78ace0b4fe54e45f53690f6b", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35469, - "estimated_input_tokens": 8868, - "estimated_eval_tokens": 17992 + "serialized_chars": 35440, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous; the soft edges are mostly superficial keyword matches across distinct bugs. I\u2019d keep a broad quantization/offload report as the best issue anchor, but I would not merge any of the proposed issue pairs.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report in the set, centered on quantization/offload behavior that could plausibly subsume related follow-up reports.", + "summary": "This set is a heterogeneous mix of Transformer bugs. None of the soft-similarity pairs look like the same underlying issue or change; most are only broadly related by model family or subsystem.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most central representative here: it is open, has the highest discussion/inbound activity, and captures a broad quantization/offloading failure mode that overlaps the cluster\u2019s most recurring theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest combination of scope, ongoing activity, and external references, making it the best representative issue in an otherwise mixed cluster.", + "best_issue_reason": "issue:43873 is the best umbrella issue for this cluster because it is the most active, still open, and broadly framed enough to represent the quantization/offloading segment better than the more narrowly scoped bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different subsystems and failure modes: MoE load-balancing loss vs Gemma 4 multimodal token-type defaults." + "reason": "Different failures: Mixture-of-Experts load-balancing loss vs Gemma 4 text-only token type defaults." }, { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Torch 2.9 flex_attention regression is unrelated to TensorFlow backend installation/import behavior." + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated code paths: Mistral tokenizer regex patch crash vs hub file listing revision forwarding." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention sink-less crash and RTDetrLoss infeasible cost matrix are unrelated code paths." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patch crash is unrelated to Hub file listing revision forwarding." + "reason": "Different subsystems and symptoms: flash attention auxiliary state crash vs RTDetr matching infeasibility." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both mention quantization/offload, but one is general offloading behavior and the other is a specific FP8 weight_scale load corruption bug." + "reason": "Both mention quantization/offloading, but one is runtime offload behavior and the other is frozen FP8 checkpoint scaling; not the same bug." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "ANSI color output in loading reports is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Auto-docstring annotation parsing crash is unrelated to Gemma 4 processor loading/import dependency failure." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Auto-docstring annotation parsing and Gemma 4 processor dependency import errors are different failure paths." + "reason": "Quantized save failure and dequantized load/offload failure are different code paths and concrete problems." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Config default initialization for Phi4Multimodal is unrelated to missing pad_token_id on Llama4Config." + "reason": "Same model family, but CPU offload incompatibility is distinct from variable-length position_ids handling." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Quantized model saving failure and dequantized load/offload failure are related only broadly, not the same concrete bug." + "reason": "FlashAttention/Ministral regression is unrelated to Kosmos2.5 OCR long-input indexing." }, { - "left": "issue:45859", + "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as variable-length input failures." + "reason": "ANSI output formatting in loading_report is unrelated to Qwen3.5 variable-length position_ids." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Missing processor save files and tokenizer slowdown after version upgrade are unrelated." + "reason": "Different models and bugs: CamemBERT masked-LM regression vs Deepseek tokenizer correctness regression." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR long-input index error are different model-specific bugs." + "reason": "Both are config-related, but one is default nested vision/audio config initialization and the other is a missing pad_token_id attribute." }, { "left": "issue:44246", "right": "issue:47217", "accept": false, - "reason": "Import-time slowness is unrelated to VL image placeholder handling in user text." + "reason": "Import latency issue is unrelated to VL placeholder handling during generation." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Adafactor OOM under DeepSpeed and optimizer step being called twice are not the same concrete bug." + "reason": "Deepspeed OOM with Adafactor is not the same as optimizer.step being invoked twice." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are separate model-specific issues." + "reason": "Packaging/backend installation issue is unrelated to torch/transformers version incompatibility." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend packaging omission is unrelated to the Python version compatibility regression." + "reason": "Missing TensorFlow backend in extras install is unrelated to Python version support regression." }, { "left": "issue:44623", - "right": "issue:45397", + "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained file loss is unrelated to gemma-4 zero3 from_pretrained behavior." + "reason": "Processor save files missing and Chinese performance regression after upgrade are different problems." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "TensorBoard-only TensorFlow backend error is unrelated to torch/transformers version incompatibility." + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch forward failure." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are different model/task bugs." + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are separate bugs." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Processor save artifacts missing is not the same as Gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different model/config issues." - }, - { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "Both are GLM-related, but one is an MLA rms_norm_eps precision issue and the other is a torch.split return-value bug." + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different issues." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers failing on nn is unrelated to TensorFlow backend installation errors." + "reason": "Sentence-transformers import NameError is unrelated to tensorboard/TensorFlow backend installation behavior." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline return_all_scores is unrelated to import latency." + "reason": "Docs mismatch for return_all_scores is not the same as intermittent slow import behavior." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are distinct features/code paths." + "reason": "Missing GenerationMixin cache in chunked prefill and CLIPVision hidden_states regression are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Llama4Config missing pad_token_id is not the same as AutoConfig remote-code field loss." + "reason": "Missing pad_token_id and missing fields from trust_remote_code AutoConfig are similar in shape but not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon precision issue and torch.split return-value issue are unrelated implementation bugs." }, { "left": "issue:43575", "right": "issue:47145", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to FP8 compressed-tensors weight_scale corruption." + "reason": "Tensor-parallel OOM when loading Qwen2 and FP8 weight_scale omission are different quantization/loading failures." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Auto-mapping stale config references and leftover dummy_pt_objects classes are unrelated CI hygiene issues." + "reason": "Both concern Qwen3.5, but one is Qwen2.5-VL rope indexing and the other is variable-length text position handling." } ] }, @@ -13734,18 +13758,18 @@ "issue:44336", "issue:44373", "issue:44496", - "issue:44589", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", - "issue:45325", "issue:45362", "issue:45397", "issue:45561", "issue:45563", "issue:45588", + "issue:45600", + "issue:45712", "issue:46291", "issue:46399", "issue:46424", @@ -13765,252 +13789,252 @@ "issue:47333" ], "soft_pairs": [ - "issue:44589|issue:45362", - "issue:44188|issue:44336", + "issue:45600|issue:45712", "issue:42796|issue:43441", - "issue:45325|issue:46851", + "issue:44188|issue:44336", "issue:43824|issue:43976", - "issue:44336|issue:44373", "issue:45362|issue:47333", - "issue:47176|issue:47177", - "issue:43723|issue:44162", "issue:44246|issue:44496", - "issue:44297|issue:45397", - "issue:44871|issue:47145", + "issue:44336|issue:44373", + "issue:43723|issue:44162", "issue:42617|issue:43976", + "issue:44871|issue:47145", + "issue:47176|issue:47177", "issue:46291|issue:46399", - "issue:46655|issue:46726", + "issue:44297|issue:45397", "issue:45083|issue:46851", - "issue:45003|issue:47217", + "issue:46655|issue:46726", + "issue:42491|issue:43299", "issue:46399|issue:46851", + "issue:45003|issue:47217", "issue:45072|issue:46829", - "issue:42491|issue:43299", "issue:43526|issue:45003", - "issue:44295|issue:45397", - "issue:44246|issue:44871", "issue:43540|issue:46752", - "issue:45103|issue:46399", + "issue:44246|issue:44871", "issue:45003|issue:46821", + "issue:45103|issue:46399", + "issue:44295|issue:45397", "issue:45588|issue:46851", "issue:45561|issue:45563", - "issue:44336|issue:46424", "issue:46614|issue:46665", - "issue:43550|issue:46506" + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:43540|issue:46655" ], - "prepared_review_unit_hash": "4ccf8c704b3e35a62f84d6a82f10412ae24cc309312bb342ba85a679fb45cd35", + "prepared_review_unit_hash": "9875d5399dd6e6beb5383bb1eed3b288326210e43ba094863a47cf52f5d7bde1", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36983, - "estimated_input_tokens": 9246, - "estimated_eval_tokens": 18748 + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated model-loading, tokenizer, utility, testing, or security bugs. No soft-edge pair looks like the same underlying fix.", - "confidence": 0.98, - "canonical_issue_reason": "43299 is the closest representative of the only recurring theme here (Qwen/MoE load regressions on v5), but the cluster as a whole is too mixed to have a true canonical issue.", + "summary": "The set is mostly heterogeneous; none of the proposed soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.74, + "canonical_issue_reason": "issue:42491 is the best anchor because it describes a concrete, versioned regression in Qwen3 MoE loading and is the closest to any near-duplicate in the set.", "canonical_pr_reason": null, - "best_issue_reason": "43299 is the highest-signal, version-specific model-loading regression among the issues; the rest are mostly unrelated one-off bugs.", + "best_issue_reason": "issue:42491 is the strongest standalone issue for triage: clear repro context, explicit hf4.x vs hf5.x regression, and it is the most representative of the few model-loading-related items here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash; different models and failure paths." - }, - { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI handling in loading_report; unrelated subsystems." + "reason": "Different cleanup bugs: removed Sam3LiteText config references vs leftover dummy classes leaking into exports/check_repo." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Ministral tokenizer BPE-marker issue vs Ministral FlashAttention crash; same model family but different concrete bugs." + "reason": "Same model family but different concrete failures: tokenizer BPE marker handling vs FlashAttention loading/runtime error." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Qwen2.5-VL still-image rope scaling vs Qwen3.5 variable-length position_ids; different models and mechanisms." + "reason": "Unrelated subsystems: torch.compile attention-kernel branching vs ANSI codes in loading_report." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VL import vs Python version support regression; unrelated causes." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI escape output bug vs docstring typo for position_ids; not the same issue." + "reason": "Different issues: missing Qwen2.5 VL import symbol vs Python version incompatibility in Transformers 5.1.0." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Chat crash for Qwen3.5 vs offloaded Qwen3-30B save failure; different code paths." + "reason": "Different Qwen3-related bugs: chat crash in Qwen3.5 vs saving disk-offloaded Qwen3-30B-A3B." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Shell-operator allowlist bypass vs tar/zip-slip arbitrary write; both security issues but clearly different vulnerabilities." + "reason": "Import performance problem vs model config recognition failure; no shared code-path evidence." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "AutoTokenizer loading failure in v5 vs ESM2 brokenness; unrelated models and symptoms." + "reason": "Logging/ANSI output bug vs docstring issue for position_ids." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Import latency vs unrecognized model config error; not the same bug." + "reason": "Tokenizer loading regression vs ESM2 model breakage; different model families and symptoms." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained failure; different layers." + "reason": "3D parallel script failure is unrelated to the Python-version support issue." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id inconsistency vs FP8 weight_scale omission; unrelated model semantics." + "reason": "Both involve model/config handling, but one is eos_token_id inconsistency and the other is FP8 weight_scale omission; different bugs." }, { - "left": "issue:42617", - "right": "issue:43976", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "3d_parallel.py execution failure vs Python 3.9/3.10 compatibility regression; different problems." + "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip-slip RCE are distinct vulnerabilities." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "pipelines import dependency/version issue vs Qwen3.5 kernel registration crash; only loosely kernel-related." + "reason": "Both touch kernels integration, but one is pipelines import-time validation and the other is a Qwen3.5 rotary registration crash." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Video padding miscalculation in SmolVLM vs missing-vision-backend AutoProcessor import error; different failure points." + "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure; unrelated." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Qwen3 Omni MoE feature-length helper bug vs Qwen3.5 position_ids variable-length crash; different model families and code paths." + "reason": "Both are Qwen3-family, but one is a feature-extractor length helper and the other is variable-length position_ids handling." }, { - "left": "issue:45003", - "right": "issue:47217", + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing-vision-backend AutoProcessor error; different layers." + }, + { + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Unsafe sys.modules access vs VL image-placeholder handling; unrelated bugs." + "reason": "Both mention Qwen3 MoE loading on v5, but they target different model variants and failure modes; not safe to treat as the same bug." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel decorator registration failure vs position_ids variable-length crash; different subsystems." + "reason": "Qwen3.5 kernel registration crash vs variable-length position_ids bug; different code paths." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:45003", + "right": "issue:47217", "accept": false, - "reason": "dtype mismatch in inference vs incorrect hidden_states assignment; unrelated." + "reason": "sys.modules access bug in modeling_utils is unrelated to VL image-placeholder handling." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Both mention Qwen3 MoE/v5, but one is LoRA compatibility across hf4.x\u2192hf5.x and the other is direct model loading; not clearly the same code-path." + "reason": "Different model-specific inference bugs: dtype mismatch under bfloat16 vs wrong tensor assigned to hidden_states." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction bug vs sys.modules access bug; unrelated." + "reason": "BEiT image processor label reduction bug is unrelated to modeling_utils sys.modules access." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "position_ids buffer read error vs gemma-4 zero3 loading issue; different triggers." + "reason": "Qwen3OmniMoe video-processing ValueError and empty-list chat-template IndexError are different bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance regression vs Gemma eos token config mismatch; no shared underlying bug." + "reason": "Import slowdown vs Gemma-3 eos_token_id config mismatch; no shared underlying failure." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs empty-list chat template IndexError; different inputs and code paths." + "reason": "modeling_utils sys.modules access bug and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling vs Qwen3.5 kernel registration; unrelated." + "reason": "auto_docstring crash with future annotations is unrelated to the Qwen3.5 kernel registration problem." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "sys.modules safety bug vs TimesFM window_size AttributeError; unrelated." + "reason": "position_ids buffer access error vs gemma-4 zero3 from_pretrained failure; different issues." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "FlashAttention sink-less-model crash vs Qwen3.5 variable-length position_ids issue; different areas." + "reason": "FlashAttention sink-less model crash vs Qwen3.5 variable-length position_ids bug; different paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race on captured_info.txt vs stale warning for num_return_sequences; both testing-related but not the same bug." - }, - { - "left": "issue:44336", - "right": "issue:46424", - "accept": false, - "reason": "ANSI code emission bug vs cache max length honoring bug; unrelated utilities." + "reason": "Test-worker file race vs stale generate warning; unrelated testing issues." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend after language switch vs from_pretrained behavior inside Python classes; different state-management issues." + "reason": "Phonemizer backend state bug vs from_pretrained behavior inconsistency in Python classes." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba vs CPU/CUDA divergence in PPDocLayoutV3; unrelated model behaviors." + "reason": "torch.compile+SDPA failure in Bamba vs CPU/CUDA result divergence in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI output bug vs cache max length only honored for Quantized Cache." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processing bugs in different model families: Qwen3OmniMoe vs SmolVLM." } ] }, @@ -14029,8 +14053,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -14043,7 +14067,6 @@ "issue:43295", "issue:43352", "issue:43475", - "issue:43540", "issue:43596", "issue:43901", "issue:44060", @@ -14056,10 +14079,11 @@ "issue:44451", "issue:44466", "issue:44479", - "issue:44623", "issue:44749", "issue:44779", "issue:44877", + "issue:44987", + "issue:44995", "issue:45003", "issue:45137", "issue:45200", @@ -14067,6 +14091,7 @@ "issue:45292", "issue:45335", "issue:45375", + "issue:45459", "issue:45561", "issue:45593", "issue:45600", @@ -14083,231 +14108,238 @@ "issue:47321" ], "soft_pairs": [ + "issue:42915|issue:47312", + "issue:36246|issue:43596", "issue:44242|issue:45593", "issue:44779|issue:45292", - "issue:43540|issue:46655", - "issue:43901|issue:45003", - "issue:42915|issue:47312", "issue:43257|issue:45137", - "issue:46726|issue:47217", - "issue:41950|issue:44220", - "issue:36246|issue:43596", + "issue:43901|issue:45003", "issue:44479|issue:46655", - "issue:36246|issue:42757", - "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:46726|issue:47217", "issue:45375|issue:45759", - "issue:42886|issue:46132", - "issue:43295|issue:45292", "issue:45292|issue:45701", - "issue:44295|issue:44749", + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:43295|issue:45292", + "issue:42886|issue:46132", "issue:45137|issue:45600", - "issue:44451|issue:46752", - "issue:44162|issue:45200", "issue:44466|issue:45335", + "issue:44162|issue:45200", "issue:46170|issue:47321", + "issue:43352|issue:45250", + "issue:44451|issue:46752", + "issue:44295|issue:44749", "issue:44060|issue:44077", - "issue:45003|issue:45561", + "issue:44995|issue:45200", "issue:44877|issue:45375", + "issue:45003|issue:45561", "issue:43475|issue:46369", - "issue:43352|issue:45250", - "issue:44623|issue:46726" + "issue:44479|issue:46170", + "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "ba8f393dd7d8c84b5fd0a47b8417f892040019f752877a036895eb972f0986e7", + "prepared_review_unit_hash": "0d3602ca33fa12c626188467e0da8df7c0f7a9607bc903f6330d2c2a6a5bb494", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35338, - "estimated_input_tokens": 8835, - "estimated_eval_tokens": 17926 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the suggested soft pairs mostly share only broad subsystem vocabulary (Qwen/VL, tokenization, Deepspeed, configs, etc.) but not the same concrete failure mode, so none are true duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No safe canonical duplicate target across the set; the items span unrelated regressions and import/config/runtime failures. If forced to anchor the cluster, issue 44479 is the most concrete, multi-model regression report.", + "summary": "The items are largely unrelated across different models, configs, and utilities. I do not see a true duplicate cluster here; at most, a few pairs share broad subsystem themes, but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest standalone report: it names a specific regression, gives affected model families, and is actionable for triage.", + "best_issue_reason": "If a representative issue is needed, issue:44479 is the broadest concrete regression report in the set, but the overall collection is too heterogeneous to treat it as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Different failures: Qwen3MoE FP8 config handling vs a generic kernel compatibility issue." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Unrelated code paths: a Qwen2.5 VL import error vs a DeepSpeed ZeRO3/BERT indexing crash." + }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different bugs: one is load-balancing loss gating on router logits, the other is D-FINE auxiliary losses when denoising is off." + "reason": "Both mention missing auxiliary/loss behavior, but they concern different models and different mechanisms." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenization regression vs. resize_token_embeddings not updating output embeddings; related area, different code paths." + "reason": "Tokenizer-output mismatch vs embedding resize propagation; same broad area, not the same bug." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both involve video inputs, but the symptoms and model paths differ: Qwen3OmniMoe value error vs SmolVLM padding calculation." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque crash." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch about return_all_scores vs unsafe sys.modules access; no shared underlying defect." + "reason": "Docs mismatch for a pipeline option vs unsafe sys.modules access in modeling_utils." }, { - "left": "issue:42915", - "right": "issue:47312", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and kernel 0.16 incompatibility are separate environment/model issues." + "reason": "Both are video-related, but 44479 is a broad Qwen video-input regression while 46655 is a SmolVLM video-processor padding bug." }, { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Different DeepSpeed problems: weight conversion with accelerate+deepspeed vs zero3 deque underflow." + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup vs audio feature extraction; not the same bug." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "AutoProcessor backend-missing error is not the same as failing when an image placeholder appears in user text." + "reason": "Both are VL-related, but one is an AutoProcessor backend error and the other is a placeholder-handling crash." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are unrelated pipeline/audio bugs." + "reason": "Different config problems: a missing vision config field vs AutoModelForCausalLM not unwrapping text_config." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import vs DeepSpeed/BertModel zero3 index error are unrelated." + "reason": "Embedding resize behavior vs tokenizer version-dependent output; no shared concrete failure." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both mention video, but one is a Qwen VL regression and the other is a SmolVLM padding bug." + "reason": "Separate import errors for different symbols/modules." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency boundaries." + "reason": "Different missing imports in different dependencies; same symptom class, not same bug." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "One is a regression around processor/tokenizer image handling, the other is embedding resize propagation." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Missing config field silently dropped is not the same as AutoModelForCausalLM failing to unwrap text_config." + "reason": "Offline cache loading vs AttentionInterface.register behavior; unrelated." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Offline cache loading failure and AttentionInterface.register behavior change are different regressions." + "reason": "Different DeepSpeed/modeling issues with no common code path." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 vs embedding resize not propagating to output embeddings." + "reason": "Both concern embeddings, but one is serialization/tied-weights behavior and the other is resize_token_embeddings propagation." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Embedding resize bug and tokenization changes are distinct failure modes." + "reason": "Completely different model families and failure modes." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:46170", + "right": "issue:47321", "accept": false, - "reason": "Position_ids buffer access error and upgrade-induced slowdown are unrelated." + "reason": "Both mention AMD, but one is a Windows ROCm import/dependency issue and the other is a quark class update problem." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Zero3 deque pop failure vs auto_mappings referencing removed Sam3LiteText configs are different issues." + "reason": "A model-specific unsupported-feature error vs a generic Flash Attention issue." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model cache loading problem and apply_chat_template empty-list crash do not share the same root cause." + "reason": "Loading a specific model vs apply_chat_template on an empty list; unrelated." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific regressions." + "reason": "A buffer access error vs a performance regression after version upgrade." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Serialization of tied weights depending on device is unrelated to t5gemma resize_token_embeddings behavior." + "reason": "Different model/config issues with no shared underlying bug." }, { - "left": "issue:46170", - "right": "issue:47321", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Windows ROCm distributed import/type error and AMD quark class update lag are not the same bug." + "reason": "GlmMoeDsa cache crash vs Gemma 4 token-type defaults; unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init allowance concern different model/config behavior." + "reason": "Both involve strict config handling, but they affect different model configs and different missing-field behaviors." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are separate test/runtime issues." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Strict config blocking granite_speech and missing deepstack_visual_indexes are different config-schema problems." + "reason": "Unsafe module access vs a pytest-xdist file race; unrelated." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute vs Sam3LiteText memory overflow are not the same failure." + "reason": "Same model family, but a missing output field and a memory overflow are different concrete bugs." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "A model-specific unsupported Flash Attention 2.0 error is not the same as the generic FA2 topic issue." + "reason": "Video regression vs Windows/ROCm import dependency failure; different subsystems." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "processor.save_pretrained missing files and unrecognized image processor are unrelated processor bugs." + "reason": "Loading failure for a model vs tokenizer error masking when protobuf is absent; not the same issue." } ] }, @@ -14326,8 +14358,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -14350,19 +14382,15 @@ "issue:44242", "issue:44361", "issue:44368", - "issue:44479", - "issue:44483", + "issue:44623", "issue:44749", "issue:44857", "issue:44877", "issue:44977", - "issue:44987", "issue:44995", - "issue:45200", "issue:45229", "issue:45397", "issue:45412", - "issue:45459", "issue:45563", "issue:45588", "issue:45656", @@ -14376,229 +14404,212 @@ "issue:46431", "issue:46506", "issue:46710", + "issue:46726", + "issue:46752", "issue:46851", + "issue:47020", "issue:47145", "issue:47312" ], "soft_pairs": [ - "issue:44038|issue:46506", - "issue:44987|issue:45459", - "issue:44479|issue:46170", + "issue:44995|issue:45588", "issue:29870|issue:30333", - "issue:44995|issue:45200", - "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:44038|issue:46506", "issue:44877|issue:46170", + "issue:45685|issue:46431", + "issue:44242|issue:44857", "issue:45397|issue:45656", "issue:44368|issue:44977", "issue:43475|issue:43540", - "issue:44995|issue:45588", "issue:43653|issue:44162", - "issue:45685|issue:46431", "issue:42994|issue:47312", - "issue:42199|issue:46851", "issue:43723|issue:46710", + "issue:42199|issue:46851", "issue:43065|issue:43408", "issue:45412|issue:46123", "issue:42886|issue:45229", "issue:43931|issue:44368", - "issue:44188|issue:46202", "issue:43906|issue:46202", - "issue:44368|issue:45563", - "issue:44361|issue:44749", "issue:45987|issue:46082", - "issue:46132|issue:47145", - "issue:44483|issue:46202" + "issue:44188|issue:46202", + "issue:44361|issue:44749", + "issue:44368|issue:45563", + "issue:46752|issue:47020", + "issue:46132|issue:47145" ], - "prepared_review_unit_hash": "81603c47820426a82d32976f0c085d89849107f34bb2539c4d6efdad4693fe22", + "prepared_review_unit_hash": "73da193552670dbecb2ddf36ba5d2862474b3d811454c4e119666a35e6242a81", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35736, - "estimated_input_tokens": 8934, - "estimated_eval_tokens": 18124 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34543, + "estimated_input_tokens": 8636, + "estimated_eval_tokens": 17528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous; the soft pairs are mostly unrelated bugs across different models, loaders, tokenizers, and training/runtime paths. No pair looks like a true duplicate or mergeable PR-equivalent change. If a representative issue is needed, the broadest user-facing regression is the Qwen video-input bug.", - "confidence": 0.19, - "canonical_issue_reason": "Issue 44479 is the broadest, most user-facing regression in the set, covering multiple Qwen model variants and a concrete v5.3.0 video-input breakage; the rest are mostly distinct model- or subsystem-specific problems.", + "summary": "None of the proposed soft pairs look like true duplicates; they mostly share only a broad subsystem or a similar failure type, not the same concrete bug. The clearest standalone issue in the set is the explicit crash report in issue 45588.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45588 is the most concrete and actionable bug report here: a specific crash, a named file/path, and a clear trigger condition (`s_aux=None` on sink-less models).", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best single representative because it describes a concrete regression with clear breadth and impact, even though this cluster does not actually form a coherent duplicate group.", + "best_issue_reason": "issue:45588 is the strongest canonical candidate overall because it is narrowly scoped, reproducible, and points to a specific code-path fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Different models and failures: Qwen3-VL-Moe regression vs PPDocLayoutV3 CPU/CUDA divergence." + "reason": "Different code paths and failures: stale indexer cache on second forward pass vs flash-attention AttributeError on `s_aux=None`." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Model-loading failure vs tokenizer error masking when protobuf is missing; different code paths." + "reason": "Unrelated problems: BART generation `decoder_attention_mask` bug vs MLFlow reporting after failed training jobs." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Video-input regression for Qwen models vs Windows/ROCm import dependency issue." + "reason": "One is `save_pretrained` missing files; the other is `AutoProcessor` loading with a missing vision backend. Different directions and causes." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "BART generate() UnboundLocalError vs MLflow reporting after failed training; unrelated subsystems." + "reason": "Qwen3-VL-Moe/Transformers 5.0 issue and PPDocLayoutV3 CPU-vs-CUDA divergence are separate bugs." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "GlmMoeDsa second-forward cache crash vs Gemma 4 token-type-id fine-tuning behavior." + "reason": "Config strictness for `granite_speech` is unrelated to a Windows ROCm import failure from `torch.distributed` dependency handling." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Missing router loss vs AMP/CUDA loss crash; different architectures and failure modes." + "reason": "MPS MoE histogram-int error and missing chat template in a processor are different failures in different subsystems." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the ROCm/Windows distributed import issue." + "reason": "Load-balancing loss omission and AMP/CUDA crash in `LwDetrImageLoss` are not the same bug." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "DeepSpeed from_pretrained loading bug vs optimizer stepping twice; not the same code-path problem." + "reason": "`from_pretrained` under Zero3 vs optimizer stepping twice under deepspeed are different code paths and symptoms." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Warning about tie_word_embeddings vs flash-attention generation failure; different severity and cause." + "reason": "A warning about `tie_word_embeddings` is unrelated to flash-attention generation failure in Qwen3.5." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision-encoder attribute error vs Qwen3OmniMoe video-input ValueError; different models and stack traces." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Stale cache crash in GlmMoeDsa vs flash_attention AttributeError on s_aux=None." + "reason": "Both are video-related, but they involve different models and distinct errors: missing attribute vs input processing ValueError." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token bug vs ESM2 model breakage; not the same underlying defect." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "MPS histogram kernel limitation vs missing chat template on a processor; unrelated errors." + "reason": "Tokenizer special-token registration bug and ESM2 being broken are not the same underlying issue." }, { "left": "issue:42994", "right": "issue:47312", "accept": false, - "reason": "Quantized model saving failure vs kernel version incompatibility; different problem domains." + "reason": "Quantized model saving failure is separate from kernel-version incompatibility." }, { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "DETR cardinality error vs Qwen3.5 variable-length position_ids bug; unrelated model families." + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrading Transformers are different problem classes." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Tokenizer loading issue in v5 vs accuracy regression after upgrade; one is load-time, the other behavioral." + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are unrelated bugs." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder vs model-type warning when instantiating tracker from video config." + "reason": "A dummy `Conv2d` in `Sam3PixelDecoder` is not the same as a model-type mismatch warning for `sam3_video` vs `sam3_tracker`." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released on RT-DETR deletion vs MaskGenerationPipeline dropping partial-batch results." + "reason": "RT-DETR memory not released and partial-batch masking results being dropped are different behaviors." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; unrelated failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch vs a config warning about tie_word_embeddings." + "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to a `tie_word_embeddings` warning." }, { - "left": "issue:44188", + "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; unrelated code paths." + "reason": "An isolated reproduction of another issue is not enough to treat it as the same as Gemma pipeline roundtrip failure; the titles do not identify the same bug." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Isolated reproduction of another issue vs Gemma roundtrip failure; no shared underlying bug shown." + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different issues." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Two warnings, but on different APIs and semantics: embedding tying vs num_return_sequences pagination." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip failure on the `\u2581` character." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs global performance regression after upgrade; different classes of bug." + "reason": "MLLukeTokenizer AttributeError and a 10x data filtering slowdown after upgrade are not the same bug." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "StaticCache return-type contract violation vs LlamaConfig head_dim validation; not the same issue." + "reason": "Empty chat-template `IndexError` and XLMRobertaTokenizer passing a dict to `Unigram` are different tokenizer failures." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior change vs FP8 checkpoint weight_scale omission; different affected components." - }, - { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "Chat completions API rejection vs tokenizer roundtrip failure; unrelated request/encoding paths." + "reason": "Behavior change in `AttentionInterface.register` is unrelated to FP8 frozen checkpoints loading without `weight_scale`." } ] }, @@ -14638,6 +14649,7 @@ "issue:44188", "issue:44297", "issue:44373", + "issue:44483", "issue:44623", "issue:44749", "issue:44869", @@ -14646,7 +14658,6 @@ "issue:45103", "issue:45137", "issue:45230", - "issue:45310", "issue:45356", "issue:45375", "issue:45397", @@ -14656,260 +14667,252 @@ "issue:45656", "issue:46123", "issue:46132", + "issue:46202", "issue:46326", "issue:46399", "issue:46421", "issue:46463", "issue:46726", - "issue:46752", "issue:46821", "issue:46851", "issue:46858", "issue:46877", "issue:47000", - "issue:47020", "issue:47068", "issue:47217" ], "soft_pairs": [ - "issue:44188|issue:46421", - "issue:45593|issue:47068", "issue:45103|issue:46858", - "issue:43701|issue:44749", + "issue:44483|issue:46202", + "issue:45593|issue:47068", + "issue:44188|issue:46421", "issue:43994|issue:46726", - "issue:44297|issue:44623", - "issue:46752|issue:47020", + "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:44964|issue:45137", "issue:43475|issue:46821", + "issue:44964|issue:45137", "issue:43475|issue:43643", "issue:43784|issue:46399", "issue:39692|issue:46726", - "issue:44373|issue:46851", + "issue:44623|issue:45656", "issue:46463|issue:46877", - "issue:44871|issue:46132", "issue:28282|issue:30990", - "issue:45230|issue:45397", + "issue:44373|issue:46851", + "issue:44871|issue:46132", "issue:45561|issue:47217", - "issue:45375|issue:45478", + "issue:43723|issue:46326", "issue:46877|issue:47000", - "issue:44038|issue:44623", - "issue:44188|issue:46851", - "issue:45310|issue:45375", + "issue:45375|issue:45478", "issue:44869|issue:45356", - "issue:43723|issue:46326" + "issue:44188|issue:46851", + "issue:45230|issue:45397", + "issue:44038|issue:44623" ], - "prepared_review_unit_hash": "2a1b3db81d83713d3740d56fe2c465538aa57b1a4c2db8c8c93e9b66372361dc", + "prepared_review_unit_hash": "73c85117aba221897f7ae459e57c120a2af3e2346ac3c50f5ebe03a8b565ba1d", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36361, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35468, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: most pairs share only a broad subsystem or keyword, not the same underlying bug. One pair in the Qwen3.5 Moe config-loading area looks plausibly like the same issue.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45375 is the most concrete root-cause report in the likely duplicate pair: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop behavior, which explains the broader `from_pretrained` failure reports.", + "summary": "Mostly a heterogeneous set of Transformers issues; the only plausible duplicate edge is the Qwen3.5 Moe config/loading regression pair. No PRs are present.", + "confidence": 0.52, + "canonical_issue_reason": "issue:45375 is the most concrete root-cause report: it names the specific Qwen3_5MoeVisionConfig field omission and the @strict drop behavior that plausibly drives the broader from_pretrained failure in the paired report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the broader user-facing symptom report for the same Qwen3.5 Moe `from_pretrained` failure, making it a good umbrella issue if the pair is treated as duplicates.", + "best_issue_reason": "issue:45375 is the clearest, most actionable issue in the set and best represents the likely Qwen3.5 Moe config-loading regression cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Both involve attention/compile/cache behavior, but one is about divergent kernels from branching and the other about cache lazy init causing recompilation; different concrete bugs." + "reason": "Both are internal runtime bugs, but one is auto-docstring annotation handling and the other is cache seq-length arithmetic; different code paths." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "One is missing auxiliary losses in D-FINE, the other is a DeepSpeed loss-branching host sync issue; same training area, not the same bug." + "reason": "One is a chat/completions request validation failure, the other is a Gemma tokenizer roundtrip issue." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "Auto-docstring crash with future annotations is unrelated to cache length slice arithmetic under torch.compile." + "reason": "Both mention training/deepspeed, but the concrete bugs differ: auxiliary-loss logic vs Python branching on a CUDA tensor." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Checkpoint key mismatch and a Chinese report about much slower filtering after upgrade are unrelated." + "reason": "Both touch compile/cache behavior, but one is attention-kernel branching and the other is lazy cache initialization causing recompilation." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both touch vision/model loading, but one is incorrect SigLIP2 outputs while the other is an AutoProcessor backend-missing error; different failure modes." + "reason": "Different failures: SigLIP2 model/pipeline output corruption vs missing vision backend error reporting in AutoProcessor." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are different save/pretrained paths and symptoms." + "reason": "Checkpoint key mismatch and data-filter slowdown are unrelated symptoms in different subsystems." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Empty chat-template input IndexError is unrelated to XLMRobertaTokenizer construction passing a dict to Unigram." + "reason": "Upgrade-induced filtering slowdown is not the same bug as double optimizer steps under deepspeed." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Data filtering slowdown and double optimizer stepping with DeepSpeed are unrelated." + "reason": "Both are save_pretrained issues, but one is tokenizer metadata mismatch and the other is processor file omission." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are different components and bugs." + "reason": "Different model/pipeline areas: SAM3 pixel decoder placeholder vs MaskGenerationPipeline batch handling." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` is not the same as ESM2 being broken." + "reason": "Generic AutoConfig trust_remote_code field loss is not the same bug as ESM2 being broken." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Processor save_pretrained file omission and DeepSpeed double optimizer step are unrelated." + "reason": "Both are attribute errors, but they affect unrelated models and different missing fields." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and ZeRO3 deque underflow are different code paths." - }, - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "Missing `fpn_position_embeddings` on SAM3 video output is unrelated to TimesFM `window_size` AttributeError." + "reason": "A multimodal model load failure and a DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 video output attribute loss and AutoConfig missing fields with `trust_remote_code=True` are different bugs." + "reason": "Both involve missing fields, but one is a SAM3 vision-output attribute and the other is AutoConfig return-object completeness." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers and Qwen3.5 kernel registration failure are unrelated." + "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example errors for SigLIP2 and an AutoProcessor backend-missing runtime error are not the same issue." + "reason": "Documentation example errors are not the same underlying bug as runtime backend-missing handling." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "A wrong docstring for `position_ids` is not the same as a runtime bug with variable-length inputs using `position_ids`." + "reason": "Processor save_pretrained file emission and deepspeed optimizer stepping are separate problems." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 decoder-input error messaging and auto-docstring stdout logging are unrelated." + "reason": "T5 decoder-input validation messaging and auto_docstring stdout logging are unrelated." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Gemma eos token config mismatch and AttentionInterface registration behavior change are different issues." + "reason": "PyTorch missing ImportError and sentence-transformers load hang are different failure modes." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel and SentenceTransformers loading hang are unrelated." + "reason": "A docstring mismatch and a real variable-length position_ids bug are not the same change." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Generic bug report and Gemma-4 ZeRO3 from_pretrained failure do not match as the same concrete bug." + "reason": "Gemma eos_token_id config inconsistency is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist captured_info race and VL image-placeholder handling are unrelated." + "reason": "A pytest-xdist file race and VL image-placeholder parsing are unrelated." }, { - "left": "issue:45375", - "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5 Moe loading failure; one is the specific missing-field/root-cause report and the other is the broader `from_pretrained` error symptom." + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer issues." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Doc-lint stdout logging and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Import-time doc-lint logging and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe bug and processor save_pretrained missing files are different issues despite both being model/processor related." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same model family and same from_pretrained/config-loading regression; 45478 reads like the broader symptom of the specific missing-field bug in 45375." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and Qwen3.5 variable-length position_ids issues are different problems." + "reason": "Whisper timestamp decoding with trailing replacement chars and Kimi tokenizer codec regression are different edge cases." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Same model family, but one is a generic from_pretrained error and the other is a specific config-field omission; not enough to treat as the same bug." + "reason": "Both mention position/compile-adjacent model behavior, but one is attention-kernel branching and the other is variable-length position_ids handling." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi tokenizer codec/regression issues are unrelated." + "reason": "A generic bug report and a gemma-4 zero3 from_pretrained issue do not show the same root cause." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common tokenizers are different code paths." + "reason": "Qwen3-VL-Moe model bug and processor.save_pretrained missing files are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted pair (issue:45375 / issue:45478) is a conservative, well-supported duplicate call based on matching Qwen3.5 Moe from_pretrained symptoms plus the concrete missing-field root cause. The rejected soft-edge pairs also read as cautious and reasonable from the issue titles alone." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45375 \u2194 issue:45478, is a plausible same-bug regression pair in the same Qwen3.5 MoE config/loading path, while the other rejected pairs are explained cautiously and do not overclaim overlap. No PRs are present, so the null PR fields are fine." }, "evaluator_used": true, "retried": false, @@ -14925,8 +14928,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -14938,13 +14941,11 @@ "issue:41628", "issue:42175", "issue:42371", - "issue:42673", "issue:42831", "issue:42898", "issue:43232", "issue:43278", "issue:43673", - "issue:43704", "issue:43784", "issue:43824", "issue:43873", @@ -14966,6 +14967,7 @@ "issue:45103", "issue:45137", "issue:45310", + "issue:45375", "issue:45405", "issue:45406", "issue:45561", @@ -14981,264 +14983,261 @@ ], "soft_pairs": [ "issue:43232|issue:43673", + "issue:45310|issue:45375", "issue:41628|issue:44933", "issue:43873|issue:44945", "issue:36010|issue:41628", - "issue:42371|issue:45092", "issue:44661|issue:47059", "issue:43278|issue:45137", + "issue:42371|issue:45092", "issue:45081|issue:45103", "issue:44857|issue:46877", "issue:45406|issue:46202", + "issue:46202|issue:46701", "issue:45593|issue:46877", "issue:44038|issue:45310", - "issue:46202|issue:46701", + "issue:43232|issue:44792", "issue:41628|issue:44351", + "issue:42175|issue:44933", "issue:44222|issue:45310", - "issue:43232|issue:44792", "issue:44945|issue:45753", - "issue:42175|issue:44933", - "issue:45561|issue:47059", "issue:30333|issue:33290", "issue:45405|issue:46877", - "issue:42831|issue:44222", + "issue:45561|issue:47059", "issue:44743|issue:47068", "issue:42898|issue:44568", - "issue:43784|issue:43824", + "issue:42831|issue:44222", "issue:42175|issue:45712", - "issue:43976|issue:44933", + "issue:43784|issue:43824", "issue:44496|issue:45561", - "issue:42673|issue:43704", + "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:44568|issue:47085", "issue:44843|issue:47085" ], - "prepared_review_unit_hash": "ec05bc4977c2ae8e911c477655705fa34c0a8b3d05dbc581b2cccd505868c593", + "prepared_review_unit_hash": "981a221b35cbd06dc5ff18b814a16fdf14effd25c1d96d679104bf69c29cd901", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37245, - "estimated_input_tokens": 9312, - "estimated_eval_tokens": 18880 + "serialized_chars": 36706, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the soft pairs are near-misses across different bug classes (imports, generation, quantization, tokenizers, vision, and training/runtime issues). I found no confident duplicate issues to merge.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43873 is the strongest anchor: it is open, detailed, and highly discussed with multiple inbound references, while most other items are either clearly different bugs or only superficially similar.", + "summary": "The cluster is mostly heterogeneous, with one notable near-match in the Qwen3.5/MoE area but not enough evidence to merge it as the same bug. I kept the soft edges conservative overall.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; issue 44843 is the best stand-in because it is a concrete, reproducible regression with a clear user-facing failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue for this cluster because it is the most actionable and well-specified active bug report; the rest are too disparate to serve as the canonical duplicate target.", + "best_issue_reason": "Issue 44843 is the strongest standalone representative: it has a specific trigger, a well-defined failure path, and a broader regression profile than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation/cache-related, but one is about _update_model_kwargs_for_generation after sync_gpus and the other about missing cache during chunked_prefill; different failure points." + "reason": "Both involve generation internals, but one is a sync_gpus/update_model_kwargs bug and the other is a chunked_prefill cache regression." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same Qwen3.5/MoE family, but one is a from_pretrained loading failure and the other is a missing config field dropped by strict; related context, not the same concrete bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both involve imports, but one is a missing AutoImageProcessor export from transformers and the other is a bad import from image_utils; not the same bug." + "reason": "Both are import errors, but they hit different symbols and different code paths." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different code-path problems." + "reason": "Quantized offloading behavior and pipeline-parallel output corruption are distinct failure modes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Two separate import errors for different symbols and modules; no shared underlying defect is evident." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated issues." + "reason": "Different missing imports in different APIs; same symptom class, not the same bug." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Model-mapping/tokenizer registration failure and a CLI completion regression are unrelated subsystems." + "reason": "Model-registration/tokenizer-mapping logic and a CLI compatibility break are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "A dtype drift between train/eval and a DeepSpeed deque IndexError are unrelated failures." + "reason": "BF16/FP32 dtype drift and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Packaging/backend selection and remote-code checkpoint meta-init incompatibility are separate problems." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex/tokenizer loading and auto-docstring future-annotations handling are different bugs." + "reason": "Both are AttributeErrors, but in different subsystems with different triggers and fixes." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP crash in image loss and docstring lint output at import time are unrelated." + "reason": "CUDA AMP crash and import-time docstring logging are unrelated." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Processor attribute failure and Gemma token roundtrip failure are different issues in different paths." + "reason": "Gemma-related, but one is a serve-side processor attribute error and the other is a tokenizer roundtrip failure." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma pipelines, but they fail in different ways and likely need different fixes." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Missing auxiliary losses in D-FINE and auto_docstring stdout diagnostics are unrelated." + "reason": "D-FINE auxiliary-loss behavior and docstring stdout noise are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE models, but one is Qwen3-VL-Moe on transformers 5.0 and the other is Qwen3.5 MoE from_pretrained on >=5.4.0; too different to treat as one bug." + "reason": "Both mention Qwen/MoE, but they target different models and symptoms." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Gemma token roundtrip failure and DiffusionGemma pipeline breakage are related only by model family, not the same concrete defect." + "reason": "Generation cache handling and a Janus image-generation test failure are different issues." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing-export/import-name problems for different symbols." + "reason": "Both are import regressions, but for different classes and API surfaces." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "FP8 save_pretrained for moe and Qwen3.5 MoE from_pretrained loading are different phases and likely different fixes." + "reason": "TensorFlow extras packaging and a missing image_utils import are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Generation kwargs/cache handling and a janus image generation test failure do not match the same bug." + "reason": "FP8 save_pretrained MoE serialization and Qwen3.5 from_pretrained loading are different bug classes." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Incorrect pipeline-parallel output and Qwen3_5 infinite loop on a specific image are different model/runtime failures." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend packaging for tensorflow versus a bogus image_utils import are unrelated issues." - }, - { - "left": "issue:45561", - "right": "issue:47059", - "accept": false, - "reason": "A pytest-xdist file race and a CLI completion API breakage are unrelated test/runtime problems." + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image infinite loop are not the same underlying bug." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs and OOM with adafactor in deepspeed are different training issues." + "reason": "MLflow reporting after failure and an Adafactor DeepSpeed OOM are unrelated training issues." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version bump and auto_docstring stdout diagnostics are unrelated." + "reason": "An unreleased PEFT version bump and docstring diagnostics to stdout are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and FP8 save_pretrained for moe are both FP8-themed but not the same concrete defect." + "reason": "A pytest-xdist file race and a huggingface_hub CLI compatibility break are different failures." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent state reset with cache and a host-sync concern in deepspeed loss are unrelated." + "reason": "Qwen3_5 recurrent-state reset and a host-synchronization concern in loss computation are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior change in v5 and missing BOS/EOS with add_special_tokens are different tokenizer semantics issues." + "reason": "Both are tokenizer behavior changes in v5, but they affect different APIs and symptoms." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Both are import failures involving transformers, but they affect different symbols and likely different registration paths." + "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained MoE serialization are different problems." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Missing tensorflow in extras and leftover dummy classes in dummy_pt_objects.py are unrelated packaging/cleanup issues." + "reason": "TensorFlow packaging and leftover dummy PT objects are unrelated maintenance bugs." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Python version compatibility and a nonexistent image_utils import are not the same bug." + "reason": "Different import errors in different APIs; same broad symptom, not the same bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config and an xdist file race are completely different failures." + "reason": "Model config loading failure and a pytest-xdist file race are unrelated." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": false, - "reason": "These share the same title, but without body evidence I still cannot safely assume they are the same concrete VRAM leak/code path." - }, - { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Sentence-transformers loading stalls and embedding reinitialization after resize are unrelated." + "reason": "Python-version compatibility and a missing image_utils import are unrelated." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token behavior and tokenizer thread-safety are distinct bugs." + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are separate issues." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "HF_HUB_OFFLINE breakage in a regex patch and Rust tokenizer thread-safety are different code paths." + "reason": "Offline Mistral-regex model_info calls and tokenizer thread-safety are different code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is reasonable, but one soft-edge verdict is too strong for the evidence in the packet: issue:45310 and issue:45375 share a Qwen3.5/MoE theme, yet the packet only shows a model-loading error versus a missing config field silently dropped by strict. That is suggestive, not enough to confidently treat them as the same bug or a mergeable single PR. Keep that pair conservative/uncertain rather than accepted." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -15251,8 +15250,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -15270,6 +15269,7 @@ "issue:43116", "issue:43295", "issue:43479", + "issue:43704", "issue:43723", "issue:43874", "issue:44016", @@ -15278,9 +15278,7 @@ "issue:44079", "issue:44186", "issue:44190", - "issue:44222", "issue:44295", - "issue:44297", "issue:44448", "issue:44568", "issue:44623", @@ -15297,6 +15295,7 @@ "issue:45812", "issue:46077", "issue:46123", + "issue:46132", "issue:46231", "issue:46693", "issue:46829", @@ -15305,246 +15304,256 @@ "issue:47085" ], "soft_pairs": [ + "issue:42673|issue:43704", "issue:42898|issue:45812", - "issue:43479|issue:46829", - "issue:44623|issue:45310", "issue:44186|issue:47085", + "issue:43479|issue:46829", "issue:42673|issue:46693", + "issue:44623|issue:45310", "issue:43723|issue:44568", "issue:39692|issue:46909", + "issue:44060|issue:45125", "issue:45600|issue:47059", - "issue:44016|issue:46231", "issue:30333|issue:34689", + "issue:44016|issue:46231", "issue:27957|issue:30333", + "issue:43479|issue:44079", "issue:42898|issue:44779", + "issue:30333|issue:36331", "issue:43479|issue:44869", - "issue:42673|issue:47085", "issue:42898|issue:43295", - "issue:43479|issue:44079", - "issue:30333|issue:36331", + "issue:42673|issue:47085", "issue:42898|issue:44448", "issue:46077|issue:46123", - "issue:44060|issue:45125", "issue:22355|issue:28282", "issue:44295|issue:45656", - "issue:43874|issue:45092", "issue:42222|issue:45200", "issue:44734|issue:45103", - "issue:44222|issue:44297", - "issue:44075|issue:46231", + "issue:43874|issue:45092", + "issue:42796|issue:43723", "issue:43116|issue:44190", - "issue:42796|issue:43723" + "issue:44448|issue:46132", + "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "6491c2964638a89a5ddb4d640b4839d387a4c210dbdeba0714478551c13d5174", + "prepared_review_unit_hash": "e79d36aafa69ce09a2c91828abd333fbf675f9d960187c7bb0c6fc84f56022ca", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35960, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "soft_pair_count": 30, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose topical grouping; the soft pairs share broad keywords, but none look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42898 is the best representative because it is a broad, user-facing v5 tokenizer-behavior regression and sits at the center of several soft-similarity links; the others are narrower, model-specific, or unrelated failures.", + "summary": "Only one soft pair looks like a true duplicate: the two Qwen3ForCausalLM VRAM leak reports. The rest are thematically similar at best, but describe different models, code paths, or regression types.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, higher-activity report and is an exact duplicate of issue:43704 by title and bug description.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest single issue to anchor the cluster: it is generic, regression-oriented, and closest to the shared tokenizer/v5 theme without being tied to one niche model.", + "best_issue_reason": "issue:42673 is the strongest issue overall for canonicalization: it is concrete, well-scoped, and has the only clear duplicate counterpart in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same underlying bug: identical Qwen3ForCausalLM VRAM leak report with the same title and description." + }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is about `clean_up_tokenization_spaces` behavior and the other is wrong token IDs for Granite models; different code paths and symptoms." + "reason": "Both are tokenizer/v5 regressions, but they affect different behaviors and different model families; not the same bug." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Different multimodal bugs: one is `Phi4MultimodalConfig` default initialization, the other is `VideoPrismForVideoClassification` returning the wrong tensor in outputs." + "reason": "Different problems: LayoutLMv2 tokenizer crash vs. fast tokenizers thread-safety regression." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Unrelated failures: missing files from `processor.save_pretrained(...)` versus a Qwen3.5 MoE `from_pretrained` error." + "reason": "Different model/output bugs in different subsystems; no shared concrete failure mode." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "These both involve tokenizers, but one is a specific LayoutLMv2 NER/padding crash and the other is a global thread-safety regression in fast tokenizers." + "reason": "Both mention performance/memory, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context slowdown." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Both mention performance/memory, but one is a VRAM leak in Qwen3ForCausalLM with dataloader threads and the other is a FA2 long-context performance regression." + "reason": "Processor save-pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but they affect different APIs/models: `AutoTokenizer.from_pretrained` loading versus missing BOS/EOS insertion for mdeberta-v3-base." + "reason": "Tokenizer loading failure and add_special_tokens/BOS-EOS regression are distinct issues." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken documentation examples, but they are different examples with different failures and no shared underlying bug." + "reason": "Both are documentation-example problems, but they are different examples with different errors." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Completely different breakages: auto-mapping references to removed configs versus a CLI compatibility issue with huggingface_hub 1.22.0." + "reason": "Both involve Qwen models, but the bugs differ: tied-weights warning vs missing tensor-parallel plan." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Different docs issues: a notebook syntax error versus a parameter-name mismatch in training docs." + "reason": "CI breakage from removed config references is unrelated to a CLI test failure in huggingface_hub." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "One is MLflow reporting on failed training jobs; the other is a model-loading regression for Llama 3.2 Vision. No shared bug." + "reason": "Training-job MLflow reporting bug is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and training-doc parameter-name mismatch are unrelated documentation issues." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Different subsystems and failures: Flash Attention 2 on XLM-Roberta versus MLflow job reporting." + "reason": "XLM-RoBERTa Flash Attention 2 question is unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization bug is unrelated to ModelOutput key assignment behavior." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is about cleanup spacing behavior and the other is Deepseek token IDs being wrong; not the same defect." + "reason": "Both are v5 tokenizer regressions, but they concern different models and different tokenization failures." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Different multimodal/tokenization bugs: default config initialization versus Whisper word-timestamp decoding crashing on a trailing replacement character." + "reason": "MLflow failure reporting and CustomTrainer compute_loss signature breakage are separate training issues." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "A model VRAM leak in multi-threaded dataloading is not the same as fast tokenizers becoming non-thread-safe." + "reason": "Phi4 multimodal config bug is unrelated to Whisper word-timestamp decode crashing on replacement characters." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions around tokenization/processor behavior, but one concerns cleanup spaces while the other is processor.tokenizer access and passing images to tokenizer." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "These are unrelated: multimodal config initialization versus `ModelOutput` key assignment when a prior value was `None`." + "reason": "Both are regressions around tokenizer/processor behavior, but they describe different API breakages and models." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Different training bugs: MLflow not reporting on failure versus `compute_loss()` receiving an unexpected `num_items_in_batch` argument." + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as tokenizers no longer being thread-safe." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both involve v4/v5 behavior differences, but the underlying bugs are distinct: tokenizer cleanup spaces versus Pegasus output differences." + "reason": "Different tokenizer/regression reports affecting different models and output behavior." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Both are about generation logic, but one is incorrect bidirectional attention masking and the other is a batching/control-flow bug in `MaskGenerationPipeline`." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both are Qwen3-family issues, but one is a bad tied-weights warning and the other is a missing tensor-parallel plan; different code paths." + "reason": "Gemma attention-mask bug and pipeline batching bug are unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import-related errors, but one is missing `transformers.onnx` and the other is missing PyTorch for AutoModel; they are not the same issue." + "reason": "Import error for transformers.onnx is unrelated to missing PyTorch for AutoModel." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Unrelated bugs: reading a registered `position_ids` buffer versus optimizer `step()` being called twice with deepspeed." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Both concern multimodal model loading, but one is a missing image-processor method and the other is remote-code checkpoint incompatibility with meta initialization." + "reason": "Position_ids buffer access error is unrelated to deepspeed calling optimizer.step twice." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different model-specific issues: broken vitpose models versus Gemma 4 requiring `mm_token_type_ids` defaulting for text-only fine-tuning." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different multimodal issues." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Completely different crashes: serving KV-cache continuation tensor indexing versus auto_docstring handling of `from __future__ import annotations`." + "reason": "Server KV-cache continuation crash and auto-docstring AttributeError are unrelated." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and failures." + "reason": "GLM46V image-patch counting bug is unrelated to InternVL2 meta-initialization incompatibility." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Optimizer argument handling is unrelated to a documentation parameter-name mismatch." + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different tokenizer bugs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and failures: multi-label classification returning empty results versus local dataset loading in image classification." + "reason": "Classification example returns empty results, while the other issue is about loading a local dataset in image classification." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Different tokenizer problems: BPE marker handling for Ministral versus `AutoTokenizer.from_pretrained` loading issues in v5." + "reason": "SGD optimizer args not being used is unrelated to the set_training documentation mismatch." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, + "evaluator_result": { + "accept": true, + "feedback": "The canonicalization choice is grounded in the packet: issue:42673 and issue:43704 have identical titles, and the earlier report has much higher discussion activity. The remaining soft-edge rejections stay conservative and are framed as related-but-distinct issues rather than duplicates. I don\u2019t see evidence of overstating any pair beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, "error_message": null }, { @@ -15555,8 +15564,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -15565,6 +15574,7 @@ "issue:41628", "issue:42757", "issue:42831", + "issue:42907", "issue:43122", "issue:43232", "issue:43475", @@ -15580,7 +15590,6 @@ "issue:44327", "issue:44360", "issue:44373", - "issue:44448", "issue:44484", "issue:44485", "issue:44623", @@ -15594,6 +15603,7 @@ "issue:45656", "issue:45712", "issue:45834", + "issue:46050", "issue:46082", "issue:46132", "issue:46209", @@ -15610,244 +15620,244 @@ ], "soft_pairs": [ "issue:45405|issue:45712", - "issue:44448|issue:46132", + "issue:46209|issue:46431", + "issue:44222|issue:44297", "issue:44297|issue:45656", - "issue:42831|issue:44623", - "issue:44222|issue:44623", "issue:43479|issue:43644", + "issue:42831|issue:44623", "issue:44933|issue:45712", + "issue:44222|issue:44623", "issue:45245|issue:46132", - "issue:46209|issue:46431", - "issue:44373|issue:44485", + "issue:43723|issue:44977", "issue:44297|issue:45310", + "issue:44373|issue:44485", "issue:43122|issue:46209", - "issue:41628|issue:42757", - "issue:43723|issue:44977", "issue:43232|issue:47276", "issue:43504|issue:47059", - "issue:45071|issue:46082", + "issue:41628|issue:42757", "issue:46614|issue:46932", - "issue:44222|issue:44484", - "issue:44360|issue:46762", + "issue:45071|issue:46082", "issue:43475|issue:46305", - "issue:44295|issue:44623", - "issue:30990|issue:38175", "issue:43232|issue:45834", - "issue:44263|issue:45092", + "issue:30990|issue:38175", + "issue:44222|issue:44484", "issue:44190|issue:46082", + "issue:44295|issue:44623", + "issue:44360|issue:46762", "issue:44327|issue:47059", - "issue:44263|issue:44373", + "issue:43232|issue:46424", + "issue:44263|issue:45092", "issue:46369|issue:46909", - "issue:43232|issue:46424" + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "fa584fb50e2e82a8c9ace64253e6a947d42dbbdd62615b3e2c3123641af8b2a2", + "prepared_review_unit_hash": "2add35222d32dbddccb6a296383b2a2c4be8dda4eb8c737d79634089fa1448cb", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35739, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous; the soft pairs share superficial keywords but not the same underlying bug or change, so I would reject all of them and not nominate a single canonical issue.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The items are mostly distinct bugs with only superficial overlap around save/load, imports, or v5 migration. I would not merge any of the soft-edge pairs; they describe different code paths and fixes.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46050 is the clearest concrete regression in the set: a specific save/load failure for quantized models with a narrow, actionable fix surface.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46050 is the strongest standalone issue because it is specific, reproducible, and likely to have a focused implementation change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "One is a dependency version pinning complaint; the other is a cleanup bug in dummy PT objects. No shared code path." + "reason": "Dependency pinning/release timing is unrelated to dummy-class cleanup and repo-lint failures." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Different failures: Pegasus output regression vs. AttentionInterface.register changing callable behavior." + "reason": "FP8 inference on B200 and missing chat templates are different failures in different subsystems." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to a deepspeed double optimizer-step issue." + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "FP8 accuracy regression and missing processor save files are separate save/load problems." + "reason": "Tokenizer config serialization does not match a deepspeed optimizer-step bug." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both mention saving, but one is FP8 MoE serialization and the other is processor file export. Different bugs." + "reason": "Both are v5-related, but one is multimodal config initialization and the other is non-persistent buffer initialization." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Config default initialization with None is not the same as non-persistent buffer junk in v5." + "reason": "FP8 accuracy drift and missing processor files are unrelated bug classes." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "An import/export symbol issue in image_utils does not match dummy class cleanup." + "reason": "Import re-exports from image_utils are not the same issue as leftover dummy classes leaking into dir()." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Category cardinality error and attention registration behavior are unrelated." + "reason": "Model save_pretrained breakage and processor save_pretrained missing files are different serialization problems." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "FP8 inference on B200 and missing chat template errors involve different subsystems and failure modes." + "reason": "A category-count limit error is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "A wrong docstring is not the same as a RoPE implementation discussion." + "reason": "Tokenizer loading in v5 and flash-attention generation failures are different code paths." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is distinct from Qwen3.5 from_pretrained failures." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenization drift across versions is unrelated to FP8 inference on B200." + "reason": "Tokenizer class metadata mismatch is not the same as Qwen3.5 from_pretrained model loading failure." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages." + "reason": "A docstring issue and a RoPE implementation discussion are not the same underlying bug." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate problems." + "reason": "Tokenizer output changes across versions and FP8 inference failures are unrelated." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "A generation state bug is not the same as a misleading warning message in continuous batching." + "reason": "Generation state update logic and a warning-message wording issue are not the same defect." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Legacy field loading for BEiT segmentation is unrelated to huggingface_hub CLI test breakage." + "reason": "Pretrained Beit preset loading and CLI completion breakage from hub changes are unrelated." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "These are both config-related, but one is typing validation and the other is explicit head_dim acceptance logic." + "reason": "Different missing imports from different packages, with different symbols and fixes." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer language state and Gemma4 dtype casting are different model-specific bugs." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "A save_pretrained FP8 bug and a question about max_shard_size are not the same issue." + "reason": "Stale phonemizer language state and Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." + "reason": "PretrainedConfig type-checking regressions and LlamaConfig head_dim validation are different behaviors." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different code paths." + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different model bugs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "position_ids buffer access error does not match processor save_pretrained missing files." + "reason": "Generation kwargs handling and local dataset loading are unrelated." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Stuck loading Sentence Transformers and zero probabilities for siglip2 are different model issues." + "reason": "A loading hang in Sentence Transformers is not the same as zero-probability outputs for SigLIP2." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Generation sync_gpus behavior and long OCR input index errors are unrelated." + "reason": "FP8 save_pretrained failure and shard-size defaults/documentation are not the same issue." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "A torch.split result issue in the DSA indexer is not the same as remote-code checkpoint meta-init incompatibility." + "reason": "Local dataset loading and LlamaConfig validation are unrelated." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor save_pretrained file omissions are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation are different failures." + "reason": "A DSA indexer ReLU complaint and numerical differences in Minimax attention are not the same code-path problem." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA top-k bounds errors are unrelated to CLI completion breakage." + "reason": "QA decode_spans top-k bounds failure is unrelated to the CLI completion API break." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync behavior and cache max length semantics are different concerns." }, { "left": "issue:44263", - "right": "issue:44373", + "right": "issue:45092", "accept": false, - "reason": "DSA indexer tensor-splitting and a docstring fix do not share an underlying bug." + "reason": "torch.split handling in a DSA indexer is unrelated to meta-initialization incompatibility for InternVL2 checkpoints." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 memory overflow and a broken documentation example are unrelated." + "reason": "A memory overflow in model execution is unrelated to a broken documentation example." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Generation sync_gpus handling and cache max length semantics are different subsystems." + "reason": "Both involve save/load flows, but they target different quantization/dequantization scenarios and are not clearly the same underlying bug." } ] }, @@ -15866,8 +15876,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -15879,12 +15889,13 @@ "issue:42796", "issue:42831", "issue:42886", - "issue:42907", "issue:43066", "issue:43122", "issue:43408", + "issue:43540", "issue:43576", "issue:43644", + "issue:43646", "issue:43756", "issue:43784", "issue:43824", @@ -15909,242 +15920,263 @@ "issue:45600", "issue:45753", "issue:46002", - "issue:46050", "issue:46305", "issue:46328", "issue:46369", "issue:46402", "issue:46655", "issue:46726", + "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ + "issue:45092|issue:45357", "issue:22355|issue:27957", "issue:43986|issue:46726", - "issue:42907|issue:46050", - "issue:46305|issue:46655", + "issue:44263|issue:44373", "issue:44279|issue:46328", - "issue:45092|issue:45357", - "issue:42831|issue:45310", - "issue:45381|issue:46305", + "issue:46305|issue:46655", "issue:43408|issue:46402", - "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:42831|issue:45310", "issue:41628|issue:43824", - "issue:42831|issue:44038", - "issue:44964|issue:47059", "issue:22355|issue:28218", + "issue:44964|issue:47059", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42831|issue:44038", "issue:44829|issue:46002", "issue:44261|issue:45092", - "issue:44483|issue:45406", - "issue:43576|issue:43784", "issue:43784|issue:45600", + "issue:42796|issue:43122", + "issue:39401|issue:44568", "issue:44188|issue:44373", - "issue:42831|issue:45753", "issue:43644|issue:46305", - "issue:39401|issue:44568", - "issue:43986|issue:47217", - "issue:42796|issue:43122", + "issue:43576|issue:43784", "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42831|issue:45753", "issue:43408|issue:46369", - "issue:42886|issue:43066" + "issue:43540|issue:46909", + "issue:45381|issue:46909", + "issue:42886|issue:43066", + "issue:43646|issue:46002" ], - "prepared_review_unit_hash": "0750d59c7863737ef0adb01352b8a90dac2fbba12d866191e26a9cd01ea116ef", + "prepared_review_unit_hash": "9a880f8f4421f18d0818f9272dd1d7a3900c4e374bf97f93cb47ed9f07be20b3", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35343, - "estimated_input_tokens": 8836, - "estimated_eval_tokens": 17928 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated regressions across tokenization, multimodal processing, model save/load, and dependency/version breakage. No soft pair looks like a safe duplicate merge, and there isn\u2019t a single coherent canonical issue for the whole set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "No candidate pair looks like a safe duplicate merge. The items are mostly distinct bugs/features, with only light thematic overlap in tokenizer, import, and vision-language reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest version-scoped tokenizer regression report and the best representative of the small tokenizer-related subset in this set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43122 is the clearest general user-facing regression report here; the other items are narrower or model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different failure modes: meta-init incompatibility vs incorrect visual encoder keys during save_pretrained." + }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Different failure modes and subsystems: ONNX import/package resolution vs Flash Attention 2 support for XLM-Roberta." + "reason": "Unrelated problems: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve AutoProcessor error handling when vision backends are missing, but one is a video-model/torchvision case and the other is a generic unrecognized-image-processor report; not clearly the same bug." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Both are save/load problems for quantized models, but they involve different quantization paths and symptoms, so this is too broad to treat as one issue." + "reason": "Both involve AutoProcessor and missing vision backends, but the concrete bugs differ (video-model crash vs unrecognized image processor)." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Both mention off-by-one-ish video-related behavior, but one is a MoonshineStreaming attention mask bug and the other is a SmolVLM padding calculation issue." + "reason": "Unrelated: GlmMoeDsaIndexer torch.split behavior vs a wrong docstring for position_ids." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "No shared underlying bug: a generic dependency issue vs a performance optimization in SequenceFeatureExtractor.pad." + "reason": "No shared bug: generic dependency issue vs a padding performance inefficiency." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Both touch multimodal model save/load behavior, but one is meta-init compatibility for old InternVL2 checkpoints and the other is incorrect visual-encoder keys on save_pretrained; different code paths." + "reason": "Different models and different math bugs: streaming mask off-by-one vs video padding calculation." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Unrelated: FineGrainedFP8 accuracy regression vs a Qwen3.5 MoE from_pretrained error." + "reason": "Same model family, but the concrete issues differ: wrong model-type warning vs missing text encoder weights." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are sequence-position/windowing issues, but they affect different models and different mechanisms; not the same bug." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is missing text-encoder weights on load; different failures." + "reason": "Both are video-related, but one is Qwen2.5-VL vision_position_ids and the other is MoonshineStreaming masking." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Same broad DSA/indexer area, but one is about torch.split return handling and the other is a missing ReLU; not the same concrete bug." + "reason": "Different subsystems entirely: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different export/compatibility problems." + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Different regressions: FP8 accuracy vs Qwen3-VL-Moe from_pretrained failure." + "reason": "Missing transformers.onnx is unrelated to tokenizer adding an extra space after an added token." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Completely unrelated: model loading failure vs a huggingface_hub CLI incompatibility." + "reason": "Different dependency layers and failures: model loading regression vs huggingface_hub CLI test breakage." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in chat/completions is unrelated to Gemma4Processor missing _tokenizer crash." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same module area, but different concrete bugs in GlmMoeDsaIndexer; not the same underlying change." + }, + { + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "No module import problem vs tokenizer spacing after added tokens; no shared underlying bug." + "reason": "Accuracy regression in FP8 is unrelated to a Qwen3-VL-Moe load bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different model-training failures: flash_attention_3 degeneracy vs NaNs at checkpoint/init in classification heads." + "reason": "Different training pathologies: flash_attention_3 degeneracy vs NaNs during checkout/init." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "One is an MLA layernorm epsilon precision bug; the other is a checkpoint/meta-initialization compatibility issue." + "reason": "Both are model-init related, but one is an rms_norm_eps precision mismatch and the other is a remote-code meta-init incompatibility." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Unrelated: chat-completions request rejection vs Gemma4Processor missing _tokenizer in serve." + "reason": "Importing sentence-transformers with latest transformers is unrelated to stale auto_mappings references." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "CLI env command breakage and a sentence-transformers import NameError are different problems." + "reason": "Both concern tokenization changes, but one is a model-specific BPE marker issue and the other is a broader version-wide tokenization change." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Import-time NameError vs auto_mappings referencing removed configs; same package area, different concrete failures." + "reason": "Different tokenizer bugs: offset_mapping for Qwen3 vs BOS/EOS not added for mdeberta-v3-base." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring fix for position_ids." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "Different bugs: FP8 accuracy regression vs Qwen3.5 infinite loop on a specific image." + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring typo." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization junk vs a MoonshineStreaming sliding-window off-by-one; unrelated." + "reason": "Non-persistent buffer junk in v5.0 is unrelated to MoonshineStreaming window masking." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors (offset mapping vs BOS/EOS insertion)." + "reason": "CLI/env command breakage is unrelated to the sentence-transformers import NameError." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "AutoProcessor missing-backend crash vs VL model failure when image placeholder is in user text; different code paths." + "reason": "Different model internals and bugs: RoPE layer dropping vs tied-weights warning across Qwen3-Next." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "Both concern tokenization changes, but one is a model-specific BPE-marker bug and the other is a broad version-to-version tokenization drift report." + "reason": "Both are vision-language failures, but one is missing-backend crash handling and the other is an image-placeholder placement bug." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Unrelated model-specific issues: RoPE-layer dropping vs an incorrect tied-weights warning in Qwen3-Next." + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 infinite-loop behavior on an image." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3-related, but one is a type-mismatch warning and the other is a memory overflow when calling sam3-litetext." + "reason": "Different sam3 issues: wrong model-type warning vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Vision-position-id bug is unrelated to documentation example breakage." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure vs wrong tokenizer decoder type in Transformers v5; different bugs." + "reason": "Tokenizer cache/offline loading bug is unrelated to the wrong tokenizer decoder type in v5." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to NaNs in classification heads upon checkout/init." } ] }, @@ -16181,18 +16213,18 @@ "issue:42886", "issue:42907", "issue:42994", + "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:44222", "issue:44263", "issue:44295", "issue:44297", @@ -16203,274 +16235,284 @@ "issue:44521", "issue:44625", "issue:44704", + "issue:44779", "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:46909", + "issue:46762", "issue:47059" ], "soft_pairs": [ "issue:42757|issue:45278", "issue:39379|issue:46172", "issue:42886|issue:42994", - "issue:45381|issue:46909", "issue:27957|issue:30990", - "issue:43540|issue:46909", - "issue:43646|issue:46002", - "issue:44295|issue:44297", "issue:30990|issue:33357", - "issue:42907|issue:44964", + "issue:43122|issue:46326", "issue:43329|issue:47059", + "issue:44295|issue:44297", "issue:44625|issue:44829", + "issue:42907|issue:44964", "issue:39401|issue:44488", - "issue:43122|issue:46326", + "issue:39401|issue:44521", "issue:43976|issue:44945", "issue:41628|issue:45278", "issue:42907|issue:44945", - "issue:39401|issue:44521", "issue:44117|issue:44704", "issue:22355|issue:29159", "issue:43122|issue:44521", - "issue:42371|issue:44263", "issue:44704|issue:45290", - "issue:42907|issue:43937", - "issue:44038|issue:44297", + "issue:42371|issue:44263", "issue:43408|issue:43475", + "issue:42907|issue:43937", "issue:42907|issue:43452", + "issue:44038|issue:44297", "issue:43824|issue:44351", "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200", "issue:44360|issue:44485", - "issue:45216|issue:45478" + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:46172|issue:46762" ], - "prepared_review_unit_hash": "15667c6a87ad9239d6b8badce1d83343f4e142b55d1d0178ccb74f27726a963d", + "prepared_review_unit_hash": "bed95095a269b8060bc75007d53ca3c4569d64cfb7a33c8373fdeee47f9ac28c", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36474, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "soft_pair_count": 32, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most soft pairs are only broadly related by subsystem or symptom (imports, tokenizers, multimodal, saving/loading) but do not describe the same concrete bug. I reject all soft edges; there is no clear duplicate pair here.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest umbrella regression report in the set (many import errors after upgrading), and it best represents the import-regression subset, though the overall cluster is too mixed for a true canonical duplicate.", + "summary": "These items are mostly unrelated issue reports. I found one plausible duplicate pair in the tokenizer-regression area; the rest are too broad or touch different code paths to merge.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the best umbrella-style issue in this set: it describes broad import breakage after a version upgrade, which is more representative than the narrower class-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most generally representative issue among these, but only for the import-error subset; it is not a strong global duplicate anchor because the remaining issues span unrelated bugs.", + "best_issue_reason": "issue:45278 is the strongest global representative because it is broad, user-facing, and can subsume multiple specific import failures; the other issues are more niche and less suitable as a canonical anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import failures, but 45278 is a broad regression report while 42757 is one specific missing symbol; not the same concrete bug." + "reason": "Both mention import problems, but one is a specific missing symbol from huggingface_hub while the other is a broad post-upgrade import breakage report; not clearly the same bug." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different models and code paths: mllama masking vs deepseek-v4 DSA/indexer logic." + "reason": "These are different model-specific bugs in different areas (mllama masking vs deepseek-v4 dtype/transpose behavior)." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and quantized model saving are unrelated failure modes." + "reason": "Offline cache loading and quantized model saving are distinct failure modes and code paths." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Qwen2.5-VL video position ids and a DIA docs example are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and a Sentence Transformers loading hang are unrelated issues." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Both mention loading/runtime issues, but they involve different models and failure mechanisms." + "reason": "A loading hang and a macOS bus error with a CLIP community model are different runtime failures." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Video-input processing bug versus documentation example issue; no shared underlying defect." + "reason": "Both are tokenizer-related, but one is a version-to-version regression in tokenization and the other is a chat-template continuation bug for mistral_common tokenizers; different underlying problems." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are distinct bugs." + "reason": "Multimodal token counting and CLI completion breakage are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position-id buffer access and tokenizer save metadata mismatch are unrelated." + "reason": "One is about reading a buffered position_ids tensor, the other about tokenizer_class metadata written by save_pretrained; different subsystems." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Both are load-time failures, but one is a hang and the other is a Mac bus error on a different model path." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model behaviors." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized model saving and multimodal model loading are different problems." - }, - { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "Multimodal token counting bug versus CLI failure with huggingface_hub; unrelated." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are different code paths." + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are not the same bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset mapping and a model-load failure for a specific checkpoint are not the same bug." + "reason": "A Qwen3 tokenizer offset-mapping bug and a separate model loading failure for cjvt/sleng-bert do not share the same root cause." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-related, but one is a version-to-version tokenization drift and the other is a continue_final_message bug for mistral_common tokenizers." + "reason": "Offset-mapping regression and assistant_mask generation for multimodal chat templates are different tokenizer behaviors." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallelism output corruption are unrelated." + "reason": "Python version compatibility and incorrect LLM output under pipeline parallelism are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-error report, but 41628 is a specific missing export; not enough to treat as the same bug." + "reason": "Both are import-related, but one is a single AutoImageProcessor import failure while the other is a broad upgrade-wide import regression; too generic to treat as the same bug." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are unrelated." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Offset mapping bug and assistant_mask computation bug are different tokenizer behaviors." + "reason": "Model saving failure and pipeline-parallel inference corruption are different code paths." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping fallback and AutoProcessor kwargs forwarding are separate issues." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different lookup/dispatch issues." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization drift and multimodal assistant mask generation are different bugs." + "reason": "Both involve tokenization, but one is a version regression in tokenizer output and the other is multimodal assistant mask handling in apply_chat_template; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and tool-call chat-template crashes are separate failures." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value bug have no direct relation." + "reason": "TF32 API deprecation guidance and a DSA indexer ReLU discussion are not the same issue." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Cached-file kwargs forwarding and chat-template crashes on tool-call messages are distinct." + "reason": "The warning about sam3_video vs sam3_tracker is different from the missing fpn_position_embeddings attribute error." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized save failure and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Quantized/dequantized model saving and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model saving failure and gguf_file handling for from_pretrained are different bugs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and tokenizer_class metadata mismatch are different issues." + "reason": "Qwen3-VL-Moe model issues and tokenizer_class metadata mismatch are different concerns." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Model-type warning and missing fpn_position_embeddings are not the same underlying defect." + "reason": "A missing Qwen2.5-VL class import and a missing HybridCache import are both import errors but refer to different symbols and likely different fixes." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Dequantized model saving and gguf_file load breakage affect different APIs and code paths." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are not the same code-path problem." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different regressions." + "reason": "Both are Qwen3.5 regressions, but one is about save_pretrained checkpoint correctness and the other is a from_pretrained error; they do not clearly describe the same bug." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL-Moe loading and position_ids buffer access are unrelated." + "reason": "Empty multi-label classification outputs and Gemma 4 mm_token_type_ids defaults are different example/model issues." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation and GLM-5 RoPE implementation are distinct model internals." + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:44779", + "accept": true, + "reason": "Both describe a tokenizer regression where the same tokenizer behaves differently in v5 than in v4, and the Deepseek report looks like a concrete instance of the broader tokenization-change bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained checkpoint corruption and the other is a from_pretrained load error; not enough to merge as one bug." + "reason": "Qwen3-VL-Moe and FP8 save_pretrained moe are separate model/runtime concerns." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 comb transpose behavior and Minimax MSA numerical differences are distinct numerical/implementation issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The single accepted tokenizer-regression pair is plausible from the titles, and the rejections avoid overstating weaker overlaps such as broad import issues or neighboring model/tokenizer bugs. Summary is appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16482,12 +16524,13 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ "issue:22355", + "issue:28348", "issue:29127", "issue:36296", "issue:38617", @@ -16500,254 +16543,252 @@ "issue:42898", "issue:43066", "issue:43116", - "issue:43122", "issue:43232", "issue:43278", "issue:43493", "issue:43611", - "issue:43937", "issue:43976", - "issue:44038", + "issue:44075", "issue:44188", - "issue:44222", "issue:44351", "issue:44483", - "issue:44485", + "issue:44610", "issue:44625", "issue:44779", + "issue:44936", "issue:44938", "issue:44945", "issue:44995", "issue:45072", - "issue:45200", + "issue:45083", "issue:45278", "issue:45357", "issue:45446", "issue:45478", "issue:45753", "issue:46002", - "issue:46172", "issue:46231", "issue:46328", "issue:46614", + "issue:46640", "issue:46697", - "issue:46762", "issue:46877", + "issue:46909", "issue:47217", "issue:47312" ], "soft_pairs": [ - "issue:44038|issue:44222", - "issue:46172|issue:46762", - "issue:43122|issue:44779", - "issue:43116|issue:45200", "issue:22355|issue:29127", - "issue:39401|issue:46614", "issue:43278|issue:44945", "issue:42175|issue:44938", - "issue:42757|issue:44351", + "issue:39401|issue:46614", "issue:42222|issue:47312", - "issue:36296|issue:43116", "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:44995|issue:46697", "issue:43493|issue:45753", "issue:44188|issue:46328", + "issue:28348|issue:46640", "issue:43976|issue:45446", "issue:46231|issue:46877", - "issue:44483|issue:47217", + "issue:42673|issue:45072", "issue:42898|issue:46614", + "issue:44483|issue:47217", "issue:43611|issue:46002", - "issue:38617|issue:45278", - "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:45083|issue:45446", + "issue:44075|issue:44936", "issue:43066|issue:44779", - "issue:44995|issue:46697", - "issue:43937|issue:44485" + "issue:44610|issue:46909", + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "07b2cfa45879d411a3f31ac15337c864753028525c10d6383729535de1c335d5", + "prepared_review_unit_hash": "0976b71362575e62bab3077d9021171d416f926f4d3eee719cc5c25018dd2afe", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34967, - "estimated_input_tokens": 8742, - "estimated_eval_tokens": 17740 + "serialized_chars": 34388, + "estimated_input_tokens": 8597, + "estimated_eval_tokens": 17450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most soft pairs share only broad subsystem or version-regression language, not the same concrete bug. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across tokenization, model-specific behavior, import errors, and environment/version compatibility.", + "summary": "The items do not form a single duplicate cluster; they span unrelated bugs, regressions, docs, and compatibility issues. All soft-edge candidate pairs are rejected as different underlying problems.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update\u201d), but it still does not represent the rest of the heterogeneous cluster well.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention MoE/Qwen-related problems, but one is a from_pretrained/load issue and the other is about FP8 save_pretrained behavior." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Both are numerical/behavioral model bugs, but they concern different models and different attention/code paths." - }, - { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes." + "reason": "Different failures: missing transformers.onnx import vs LayoutLMv3 box-validation error messaging." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "These are unrelated: one is an example-script classification bug, the other is a Gemma 4 multimodal input/config requirement." + "reason": "Different training/eval behavior bug vs pipeline-parallel generation correctness issue." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "One is a missing module import; the other is an error-message clarity issue in a specific processor path." + "reason": "Package extra/backend dependency issue vs Python 3.14 import/load failure." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer-related, but one is an offset_mapping bug and the other is stale language state in a phonemizer backend." + "reason": "Different tokenizer paths and bugs: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:42222", + "right": "issue:47312", "accept": false, - "reason": "These are different problems: dtype drift between train/eval versus incorrect output under pipeline parallelism." + "reason": "VitPose model breakage vs kernels 0.16 compatibility; no shared underlying defect." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "Both are environment/import compatibility complaints, but they are about different Python/backend version issues." + "reason": "Different model-specific logic bugs: mllama mask handling vs generation kwargs after sync_gpus." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols from different packages and likely different regressions." - }, - { - "left": "issue:42222", - "right": "issue:47312", - "accept": false, - "reason": "These are completely unrelated: broken ViTPose models versus a kernels compatibility issue." + "reason": "Both are import errors, but for different missing symbols from different packages." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training and example-script multi-label classification are unrelated issues." + "reason": "Tensor-parallel training bug vs example script returning empty multi-label results." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Both touch generation-adjacent code, but they describe different bugs in different functions/code paths." + "reason": "Unrelated model crash/cache bug vs image processor padding bug." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and failures: SigLIP2 numerical discrepancy versus a Qwen3_5 infinite-loop case." + "reason": "Different Qwen3.5-related issues: SigLIP2 implementation mismatch vs image-triggered infinite loop." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Attention-kernel divergence under torch.compile vs feature extractor padding performance issue." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a GPT2LMHeadModel support request and the other is a distinct runtime issue." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "These are version-compatibility issues in different layers (Python support vs PyTorch import gating), not the same bug." + "reason": "Python version compatibility issue vs incorrect PyTorch version guard in flex_attention." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a documentation parameter-name mismatch; the other is import-time stdout lint noise." + "reason": "Docs parameter mismatch vs auto-generated docstring emitting diagnostics at import time." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Both involve request/input handling, but one is an API endpoint acceptance issue and the other is a VL placeholder placement bug." + "reason": "Different model/runtime problems: VRAM leak in dataloader threads vs dtype mismatches in inference." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior and stale phonemizer language state are different issues." + "reason": "Tokenizer cleanup behavior change vs stale phonemizer language state." }, { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are unrelated bugs." - }, - { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Both mention import breakage, but 45278 is a broad regression report while 38617 is a specific missing-symbol import error; not enough to treat as the same bug." + "reason": "Chat-completions request handling vs vision-language image-placeholder failure; different code paths." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "VRAM leakage in multi-threaded generation and dtype mismatches in bfloat16 inference are unrelated." + "reason": "Base-model-prefix loading regression vs NaNs in classification heads." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different code paths and symptoms: save_pretrained key serialization versus from_pretrained loading failure." + "reason": "Related Qwen3.5 area, but one is save_pretrained key serialization and the other is from_pretrained loading failure." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is a config bug, while NaNs in classification heads are a different training/init problem." + "reason": "Configuration propagation bug vs NaNs during classification head initialization." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import symbol vs broad import breakage after version upgrade; not the same root cause." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor helper behavior vs PyTorch version check/import gating." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer.evaluate() failing after train()." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they are model-specific and not the same code-path failure." + "reason": "Tokenizer decoder-type regression vs Deepseek tokenizer incorrect results; too different to merge." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "A stale indexer-cache crash and image over-padding are unrelated bugs." + "reason": "OmDet-Turbo processor sizing bug vs broken documentation example." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Both are GLM-5 related, but one is a GenerationConfig validation error and the other is a RoPE implementation discussion/bug." + "reason": "Example-script output issue vs SigLIP2 implementation discrepancy; unrelated." } ] }, @@ -16771,17 +16812,17 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28348", "issue:33453", "issue:39379", "issue:39401", + "issue:42222", "issue:42371", + "issue:42617", "issue:42673", "issue:42796", "issue:43064", "issue:43066", "issue:43116", - "issue:43493", "issue:43618", "issue:43673", "issue:43688", @@ -16791,254 +16832,254 @@ "issue:43874", "issue:43937", "issue:43992", - "issue:44038", - "issue:44075", "issue:44117", "issue:44291", "issue:44355", "issue:44380", - "issue:44610", + "issue:44466", + "issue:44485", "issue:44704", - "issue:44936", "issue:45071", - "issue:45083", + "issue:45081", "issue:45092", + "issue:45341", + "issue:45362", "issue:45405", "issue:45446", "issue:45478", "issue:45563", "issue:45588", + "issue:46002", "issue:46077", "issue:46231", "issue:46328", - "issue:46640", "issue:46710", "issue:46726", "issue:46762", "issue:46829", - "issue:46909", "issue:46981", + "issue:47000", "issue:47116" ], "soft_pairs": [ - "issue:45083|issue:45446", - "issue:44075|issue:44936", - "issue:44038|issue:45478", - "issue:28348|issue:46640", - "issue:43116|issue:43493", - "issue:44610|issue:46909", - "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:45362|issue:45478", "issue:43066|issue:46710", - "issue:42371|issue:43874", - "issue:46726|issue:46981", "issue:42673|issue:42796", + "issue:44355|issue:46231", + "issue:46726|issue:46981", + "issue:43116|issue:43825", "issue:43618|issue:46829", + "issue:42371|issue:43874", "issue:43827|issue:45446", - "issue:43116|issue:43825", "issue:43992|issue:44704", + "issue:45405|issue:45446", "issue:46328|issue:47116", "issue:33453|issue:39401", - "issue:45405|issue:45446", "issue:43824|issue:46981", "issue:39379|issue:43688", - "issue:43673|issue:46328", "issue:44291|issue:45071", "issue:44117|issue:45588", + "issue:43673|issue:46328", "issue:43064|issue:43673", - "issue:45092|issue:46762", "issue:43937|issue:45563", - "issue:44380|issue:46077" + "issue:44117|issue:45081", + "issue:45092|issue:46762", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:42617|issue:45341" ], - "prepared_review_unit_hash": "d50b7e231c7607bdbd52337a93f0da19836d37adca396627df43c970d0c1e46d", + "prepared_review_unit_hash": "cac240875adcf68367c1063c9b491d61ce332f4502fa65d27b73041067ea8213", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35590, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "serialized_chars": 35759, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issues across tokenizers, generation, training, processors, and model-specific bugs. The soft pairs share broad vocabulary or subsystem names, but they do not describe the same underlying defect and should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents the cluster because the items are heterogeneous. If a representative must be chosen, issue #46640 is the broadest/open-ended one, but it is still not a true canonical for the others.", + "summary": "This cluster is a loose grab-bag of transformer regressions across tokenizers, generation, multimodal models, training, and docs. I don\u2019t see any pair that looks like the same underlying bug/change, so there is no strong duplicate canonicalization here.", + "confidence": 0.18, + "canonical_issue_reason": "If a representative issue is needed, issue:44117 is the best fit: it is a broad loading-path regression with clear infra impact, unlike the many highly model- or feature-specific reports in this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46640 is the most generic and current issue in the set, so it is the closest thing to a cluster anchor, but the overall set is too diverse for a strong canonical issue choice.", + "best_issue_reason": "issue:44117 is the most generally framed and broadly reusable bug report in the set; it captures a core loading assumption failure rather than a one-off model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Both involve attention-related config/versioning, but one is about `_get_feat_extract_output_lengths` in qwen3_omni_moe and the other is a flex_attention PyTorch version check; different bugs." - }, - { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Optimizer SGD args being ignored is a training-optimizer bug, while trainer.evaluate() failing after train() is a separate trainer state/lifecycle issue." + "reason": "Different failures: invalid GenerationConfig validation vs GLM-5 RoPE implementation." }, { - "left": "issue:44038", + "left": "issue:45362", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3/V5 compatibility, but one is about Qwen3-VL-Moe behavior and the other is a from_pretrained error for Qwen3.5 Moe; not the same failure mode." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention 2, but #28348 is a GPT2LMHeadModel support request while #46640 is a generic open flash-attention issue with no evidence of the same code-path bug." + "reason": "Both involve Qwen3.5, but the code paths differ: chat crash vs from_pretrained error." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "One is a classification example script returning empty multi-label results; the other is a SigLIP2 implementation discrepancy against JAX. Different components and symptoms." + "reason": "Wrong tokenizer decoder type is not the same bug as an accuracy regression after upgrade." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch is unrelated to a broken DIA documentation example." + "reason": "Unrelated subsystems: VRAM leak in multi-threaded loading vs tokenizer BPE marker handling." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are unrelated to the `set_training()` docs parameter-name mismatch." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder type regression in v5 is unrelated to an accuracy regression in a DeepSeek model after a version upgrade." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance and a missing `get_number_of_image_patches` method in GLM46V are different issues with no shared bug." + "reason": "Compiled Python file errors and a docs parameter-name typo are different issues." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision backend import messaging is a different problem from repeated HTTP 429 retries in AutoProcessor.from_pretrained." + "reason": "Both are AutoProcessor issues, but one is missing-backend error handling and the other is HTTP 429 retry behavior." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "VRAM leakage in multi-threaded Qwen3ForCausalLM is unrelated to BPE marker handling in a different tokenizer." + "reason": "Example-script multi-label output bug is distinct from pipeline() error messaging/docs." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Missing CLIPOutput attentions and VideoPrism hidden_states misassignment are distinct output-field bugs in different models." + "reason": "Both are output-field mishandlings, but they affect different model outputs and code paths." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to the AuxRequest flex_attention version check." + "reason": "TF32 API guidance is unrelated to the GLM46V image-processor attribute error." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Example-script multi-label output failure is not the same as the pipeline() translation error-message regression." + "reason": "Docs referencing pipeline() and a PyTorch version check bug are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder missing `embed_tokens.weight` is unrelated to AutoProcessor not forwarding kwargs to `cached_file`." + "reason": "Both are from_pretrained-related, but one misses encoder weights while the other drops kwargs to cached_file." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin issue is unrelated to a flex_attention import/version check bug." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "SequenceFeatureExtractor.pad inefficiency is unrelated to a streaming pipeline regression." + "reason": "Feature-extractor padding overhead is not the same as a streaming pipeline regression." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 tokenizer offset_mapping bug are both tokenizer issues but with different root causes and behaviors." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "A PEFT minimum-version bump problem is unrelated to a PyTorch version check bug in flex_attention." + "reason": "Tokenizer loading regression is too broad to equate with a specific offset_mapping bug." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Qwen2_5_VL import failure due to missing symbol is unrelated to AutoProcessor retry behavior on HTTP 429." + "reason": "Missing import for a model class is unrelated to AutoProcessor retry behavior." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Incorrect mllama mask handling and auxiliary-loss normalization in OLMoE/GPT Oss are separate model math bugs." - }, - { - "left": "issue:43673", - "right": "issue:46328", - "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to SequenceFeatureExtractor.pad converting arrays to lists." + "reason": "These are different model-specific numerical/normalization bugs." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is not the same as v5 PretrainedConfig type-checking breakage." + "reason": "Both are v5 init/config related, but one is an unexpected init_empty_weights arg and the other is a PretrainedConfig type-checking regression." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention.py crashing on `s_aux=None` are unrelated robustness bugs." + "reason": "Tokenizer mapping None-handling is unrelated to flash_attention's s_aux=None crash." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are different issues." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer states on nonzero ranks in Trainer/FSDP2 is unrelated to missing GenerationMixin cache in chunked_prefill." + "reason": "Training optimizer-state corruption is not the same bug as missing generation cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and stale warning text are different generation-path problems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading assumptions, but they are separate failures in different helpers." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is not the same as numerical differences in Minimax MSA attention." + "reason": "Meta-init incompatibility for remote-code checkpoints is unrelated to attention numerical differences." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and stale num_return_sequences warning in paged generate() are different generation bugs." + "reason": "Serialization inconsistency and NaNs in classification heads are different bugs." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to Gemma4 building causal masks instead of bidirectional ones." + "reason": "Different attention behaviors on different models/backends; not one concrete bug." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Vitpose model breakage and RTDetrLoss infeasibility are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime script failure and a testing_utils typo are not the same underlying issue." } ] }, @@ -17057,8 +17098,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -17068,7 +17109,6 @@ "issue:41628", "issue:42222", "issue:42371", - "issue:42617", "issue:43122", "issue:43208", "issue:43408", @@ -17078,26 +17118,28 @@ "issue:43742", "issue:43937", "issue:43986", - "issue:44117", + "issue:44075", "issue:44220", "issue:44261", "issue:44263", "issue:44410", - "issue:44466", + "issue:44483", "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:45464", "issue:45561", "issue:45632", - "issue:46002", + "issue:45656", "issue:46231", "issue:46298", "issue:46328", @@ -17107,236 +17149,228 @@ "issue:46894", "issue:46897", "issue:46981", - "issue:47000", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:44466|issue:46002", - "issue:44117|issue:45081", - "issue:42222|issue:47000", - "issue:44263|issue:46762", "issue:39379|issue:46897", "issue:43937|issue:44977", "issue:42222|issue:43441", - "issue:42222|issue:46752", - "issue:42617|issue:45341", - "issue:43450|issue:43986", "issue:43408|issue:43742", + "issue:43208|issue:46894", + "issue:43450|issue:43986", "issue:45071|issue:46512", + "issue:42222|issue:46752", + "issue:44263|issue:46762", "issue:39401|issue:44779", - "issue:44410|issue:45310", "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44877|issue:46231", "issue:45071|issue:47059", - "issue:45341|issue:45561", "issue:45632|issue:46981", - "issue:44704|issue:47110", + "issue:45341|issue:45561", "issue:45341|issue:46328", - "issue:44877|issue:46231", - "issue:43208|issue:46894", - "issue:38617|issue:41628", "issue:39401|issue:43421", + "issue:44704|issue:47110", + "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44964|issue:45278", "issue:42371|issue:44261", - "issue:38617|issue:44220" + "issue:44075|issue:45656" ], - "prepared_review_unit_hash": "67a8be36db2a1a29d9e1aab2904daaca71b8a6db31a885ee098319372c14d0ae", + "prepared_review_unit_hash": "ff052057ad2903124c73731881f81f83cda2213957a8fb332993a28726dbf6f7", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35994, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "soft_pair_count": 27, + "serialized_chars": 35511, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous set of Transformers issues across unrelated areas (tokenizers, model loading, configs, training, CLI, and utilities). The soft pairs mostly share only broad subsystem similarity, not the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44704 is the strongest representative: it describes a concrete, reproducible API bug in a core loading path (`AutoProcessor.from_pretrained`) with clear user impact and a fixable code-path mismatch.", + "summary": "This set is a grab bag of unrelated Transformers issues. None of the soft pairs appears to be the same concrete bug or change, so all are rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44704 is the best standalone issue in this set because it is specific, actionable, and centered on a widely used API path; it is easier to triage and fix than the broader or more model-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Different failure modes: serialization of tied `lm_head.weight` vs NaNs in classification heads during checkout/init. Same broad theme of model instability, but not the same bug." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Both involve tokenizer/config internals, but one is `TOKENIZER_MAPPING_NAMES` returning `None` and the other is a Mistral regex patch crash on a backend attribute. Different code paths and symptoms." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "Unrelated models and failures: vitpose loading breakage vs RTDetrLoss infeasible cost matrix. No shared underlying bug." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "Different bugs: a `torch.split` return-value issue in GlmMoeDsaIndexer vs numerical differences in Minimax MSA attention. Same numerical domain, but not the same defect." - }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "Both are double-shift style training-loss bugs, but they target different models (`mllama` vs Florence2) and are not shown to share the same implementation flaw." + "reason": "Different bugs in different multimodal paths: mllama mask handling vs Florence2 training-loss double-shift." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "One is invalid `GenerationConfig` handling for GLM-5; the other is Qwen3.5 flash-attention generation behavior. Different models and failure mechanisms." + "reason": "Same broad generation area, but different models and failures: invalid GenerationConfig vs flash-attention generation behavior." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "vitpose model loading is unrelated to Ministral-3 FlashAttention failures. Same broad model area, but not the same bug." + "reason": "Unrelated model-specific regressions: vitpose breakage vs Ministral-3 FlashAttention failure." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "vitpose breakage and an empty-list `apply_chat_template` crash are entirely different features and code paths." + "reason": "Different issues: SAM3 model-type warning vs MobileLLM loading key error." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "A script execution failure (`3d_parallel.py`) is not the same as a small testing-utils bug. No overlap beyond both being utility-related." + "reason": "Both are training-related, but they are distinct bugs in different models and code paths." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batch-shape bug vs a confusing AutoProcessor crash without torchvision installed. Different layers of the stack and different root causes." + "reason": "Video processor shape bug is not the same as the torchvision-missing crash through AutoProcessor." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to a key error when loading MobileLLM-125M." + "reason": "Config type-checking regression and stale dtype after from_config are different problems." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "PretrainedConfig type-checking regression vs `from_config(dtype=...)` leaving stale config dtype. Related namespace, but different behavior and fix." + "reason": "Vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Torch.split return handling and Minimax attention numerical differences are different bugs." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong offset mapping for Qwen3 and the other is changed tokenization results for Deepseek in v5. Not enough evidence of one underlying bug." + "reason": "Both are tokenizer regressions, but on different tokenizers and different symptoms; not the same concrete defect." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are different code paths." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in `qwen3next` layer 0 is a model architecture issue, while `Qwen3.5 Moe from_pretrained` is a loading/config issue." + "reason": "Missing projections in qwen3next layer 0 is unrelated to Qwen3.5 from_pretrained failure." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "FlashAttention 3 causes degenerate training in one case; the other is a `save_pretrained` serialization regression for Qwen3.5. Different code paths." + "reason": "Strict config loading and a documentation typo are not the same bug." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "`PretrainedConfig` type checking regression and a CLI completion method missing from `HFCliTyperGroup` are unrelated issues." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "A vague testing-utils bug is not the same as a specific xdist race on `captured_info.txt`. Similar area, but not the same concrete defect." + "reason": "PretrainedConfig type checking and CLI/huggingface_hub completion breakage are unrelated." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Local `trust_remote_code` cache collisions and repeated HTTP 429 retries in `AutoProcessor.from_pretrained` are both loading-related, but they affect different layers (cache naming vs retry policy)." + "reason": "Cache-path collisions and repeated 429 retries are different AutoProcessor issues." }, { - "left": "issue:44704", - "right": "issue:47110", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "`from_pretrained` not forwarding kwargs to `cached_file` is unrelated to `special_tokens` being a list instead of a mapping. Different API surfaces." + "reason": "Both touch testing utils, but one is a utility bug and the other is a captured-info race under xdist." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug vs `SequenceFeatureExtractor.pad` inefficiency. The latter is a performance issue, not the same bug." + "reason": "Testing-utils bug versus SequenceFeatureExtractor.pad performance issue are unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Strict config loading for `granite_speech` and documentation mismatching `set_training(num_epochs)` are unrelated." + "reason": "Tokenizer offset_mapping regression and runtime special-token post-processor sync are different tokenizer bugs." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "xLSTM training blockers and a CohereASR double-shift bug share only a loose training-loss theme; they are different models and likely different implementation mistakes." + "reason": "AutoProcessor kwargs passthrough and special_tokens list-vs-dict error are different failure modes." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import-related, but one is a missing `layer_type_validation` import and the other is missing `AutoImageProcessor` export. Different symbols and causes." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Qwen3 offset mapping and runtime post-processor updates for special tokens are distinct tokenizer behaviors with different root causes." + "reason": "Both are import errors, but for different symbols and modules." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "A tokenization regression across versions is unrelated to a noisy logging message." + "reason": "Tokenization regression and noisy logging are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM-5 invalid GenerationConfig and an unrecognized model/config.json error are different loading/validation failures." + "reason": "Different problems: invalid GenerationConfig for GLM-5 vs missing model_type for an unrecognized model." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions acceptance failure and Qwen3.5 streaming inference failure are not clearly the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load regression is not the same as broad import errors after upgrade." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior settings guidance is unrelated to an MLA layernorm epsilon/config precision bug." + "reason": "TF32 API guidance and MLA rms_norm_eps precision bug are unrelated." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Importing `layer_type_validation` and `_torch_extract_fbank_features()` are unrelated failures in different modules." + "reason": "SGD args ignored and optimizer step called twice under deepspeed are different optimizer bugs." } ] }, @@ -17374,35 +17408,35 @@ "issue:43452", "issue:43531", "issue:43577", + "issue:43582", "issue:43673", "issue:43874", "issue:43931", + "issue:43957", "issue:43986", "issue:44038", - "issue:44075", "issue:44077", "issue:44117", + "issue:44230", "issue:44261", "issue:44263", + "issue:44351", "issue:44360", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44829", - "issue:44933", "issue:44987", - "issue:45003", "issue:45071", - "issue:45278", "issue:45310", "issue:45341", - "issue:45464", "issue:45478", "issue:45588", - "issue:45656", + "issue:45753", + "issue:46050", "issue:46172", + "issue:46369", "issue:46752", "issue:46762", "issue:46897", @@ -17410,252 +17444,253 @@ "issue:47116" ], "soft_pairs": [ - "issue:44933|issue:45278", + "issue:43097|issue:44493", + "issue:42371|issue:42831", "issue:44261|issue:46762", - "issue:44075|issue:45656", "issue:44484|issue:45310", - "issue:42371|issue:42831", - "issue:43097|issue:44493", - "issue:44483|issue:45464", "issue:43066|issue:43122", - "issue:44410|issue:45478", "issue:44077|issue:46981", + "issue:44410|issue:45478", "issue:43931|issue:44410", "issue:44263|issue:44485", "issue:43673|issue:45341", + "issue:43208|issue:46897", "issue:41628|issue:45071", + "issue:43097|issue:43452", "issue:43931|issue:44038", - "issue:46752|issue:47116", "issue:43441|issue:44829", - "issue:43097|issue:43452", - "issue:43874|issue:44261", "issue:43012|issue:43577", + "issue:46752|issue:47116", + "issue:43874|issue:44261", "issue:27957|issue:43352", + "issue:44117|issue:44987", "issue:44484|issue:45478", "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43208|issue:46897", - "issue:44117|issue:44987", "issue:43531|issue:45341", - "issue:44261|issue:44485", + "issue:43957|issue:44351", + "issue:44360|issue:46172", "issue:43097|issue:45588", + "issue:43582|issue:45341", + "issue:44038|issue:44230", + "issue:44261|issue:44485", "issue:43986|issue:45341", - "issue:45003|issue:45341" + "issue:43097|issue:46050", + "issue:45753|issue:46369" ], - "prepared_review_unit_hash": "335c2f3fda3df03549fb79e94e80b4fbb12acfc44e05891fcea69da62dc198fe", + "prepared_review_unit_hash": "6593d82c54d7524813c6034872181712cf1dad9f7636b55073cd9dbdc9226aa6", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36482, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "soft_pair_count": 32, + "serialized_chars": 36902, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The closest common theme is v5 upgrade breakage, so I\u2019d use a broad umbrella issue as the representative bucket, but I do not see any soft pair that is clearly the same concrete bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest, most representative umbrella: it captures the general class of v5 upgrade import/runtime regressions that several other reports resemble at a high level.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global triage anchor because it is broad enough to group the recurring upgrade-breakage pattern without overfitting to one specific model or API.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but 44933 is a specific nonexistent import from image_utils while 45278 is a broad post-upgrade import-error report; not the same concrete bug." - }, - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "Different failures: a missing rms_norm_eps precision issue vs numerical differences in Minimax MSA attention." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both concern optimizers, but one says SGD args are ignored and the other says DeepSpeed calls optimizer.step twice; different code paths." - }, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and model-specific bugs rather than near-duplicates; none of the soft pairs look like the same concrete underlying issue.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43097 is the most general, clearly user-facing v5 regression in the set and has downstream references, so it best represents the broader breaking-change cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest standalone representative of the cluster because it captures a concrete v5 compatibility break with broad impact, unlike the more narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "max_shard_size behavior in save_pretrained is unrelated to the Qwen3.5 MoE from_pretrained loading error." + "reason": "Both are v5-related, but one is about a removed config flag and the other about unexpected position-id keys; different failure modes and code paths." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings warning and FineGrainedFP8 accuracy regression are distinct issues." + "reason": "TF32 setting guidance and FineGrainedFP8 accuracy are both numerical topics, but they are distinct issues with different symptoms and fixes." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "One is a v5 API removal notice, the other is an unexpected position-id key; they do not point to the same underlying bug." + "reason": "Both mention numerical differences, but one is a missing rms_norm_eps in MLA q_a_layernorm and the other is a Minimax attention reference mismatch; not the same bug." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Different API surfaces and symptoms: chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B." + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained load error." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenization changes, but one is a wrong decoder type and the other is changed tokenization behavior across versions; not the same defect." + "reason": "Both involve tokenizer behavior in v5, but one is an import/type mismatch and the other is an actual tokenization-output change; not a single concrete defect." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Different Qwen-related failures: missing projections in qwen3next vs a from_pretrained error for Qwen3.5 MoE." + "reason": "PatchTSMixer post_init validation and AutoProcessor retry behavior are unrelated." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "patchtsmixer post_init validation and AutoProcessor 429 retry behavior are unrelated." + "reason": "Different Qwen3-next vs Qwen3.5 MoE model-loading failures; no shared underlying code-path is evident." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "A weight-shape mismatch during model loading is not the same bug as missing attention projections in a different model." + "reason": "Qwen3-VL shape mismatch and qwen3next missing projections are separate architecture-specific issues." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value handling and GLM-5 RoPE implementation are different bugs." + "reason": "torch.split return handling in the DSA indexer is unrelated to the GLM-5 RoPE implementation." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache missing in chunked_prefill is unrelated to a testing_utils bug." + "reason": "Generation cache missing during chunked prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific training issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different regressions." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression do not share the same underlying bug." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Both touch Qwen3-VL, but one is a model weight mismatch and the other is a Qwen3-VL-Moe from_pretrained error." + "reason": "A removed encoder-decoder tying flag and gguf_file loading errors are separate from_pretrained/config issues." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Empty-list apply_chat_template crash and streaming pipeline regression are separate code paths." + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is MoE support failure; different problems." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Different FlashAttention problems: unsupported/failed integration vs degenerate training with flash_attention_3." + "reason": "FlashAttention support failure for Ministral-3 and degenerate training with flash_attention_3 are different code paths and symptoms." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "A v5 removal notice and a gguf_file/from_pretrained breakage are not the same underlying issue." + "reason": "A PyTorch precision warning during compile is not the same as BLIP2 submodules staying float32 after loading." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Missing image-patch helper and MLA q_a_layernorm precision error are unrelated." + "reason": "Empty chat-template input crashing and a streaming pipeline regression are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "A PyTorch precision warning on bf16 compilation is not the same as Blip2 dtype fields staying float32." + "reason": "Missing image-patch helper in an image processor is unrelated to MLA layernorm precision differences." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they concern different models and different support failures." + "reason": "Both concern Flash Attention 2, but one is XLMRoberta behavior and the other is explicit unsupported-model handling for NemotronH; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a specific physical-intelligence/fast load failure are related only at a very high level." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE loading regression." + "reason": "Shard-size defaults in save_pretrained are unrelated to the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer and a deepseek-v4 transpose issue are different bugs." + "reason": "Different GLM/DeepSeek internals and different failure modes; no shared concrete bug." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Missing ReLU in the DSA indexer has no clear relation to the deepseek-v4 comb transpose bug." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils issue are unrelated." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:43957", + "right": "issue:44351", "accept": false, - "reason": "xLSTM training bugs and Florence2 double-shift loss bug are model-specific and distinct." + "reason": "Meta-device loading breakage and a missing HybridCache import are separate API/runtime issues." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a loading failure for physical-intelligence/fast are not clearly the same concrete defect." + "reason": "Missing ReLU in the DSA indexer and a DeepSeek dtype/transpose issue are unrelated." }, { - "left": "issue:43531", + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag and a FlashAttention AttributeError on s_aux=None are different failures." + }, + { + "left": "issue:43582", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug and a testing_utils issue are unrelated." + "reason": "Apple Silicon allocator TypeError and a testing utility bug are unrelated." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Missing rms_norm_eps precision handling and GLM-5 RoPE implementation are distinct issues." + "reason": "One is a Qwen3-VL-MoE bug in v5, the other is FP8 support work; not the same underlying change." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Tie-embeddings removal and a flash_attention.py crash on s_aux=None do not share the same failing code path." + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct issues." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crash without torchvision and a testing_utils bug are unrelated." + "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are different defects." + "reason": "Infinite loop on a specific image and SAM3 memory overflow are different model/runtime failures." } ] }, @@ -17681,8 +17716,8 @@ "nodes": [ "issue:38617", "issue:42757", - "issue:42886", "issue:42890", + "issue:42907", "issue:43012", "issue:43064", "issue:43097", @@ -17697,9 +17732,11 @@ "issue:44038", "issue:44062", "issue:44117", + "issue:44246", "issue:44263", "issue:44315", "issue:44351", + "issue:44380", "issue:44410", "issue:44451", "issue:44484", @@ -17711,13 +17748,12 @@ "issue:45375", "issue:45440", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", "issue:46178", "issue:46298", "issue:46365", - "issue:46369", + "issue:46421", "issue:46655", "issue:46664", "issue:46701", @@ -17728,224 +17764,238 @@ "issue:47116" ], "soft_pairs": [ - "issue:45753|issue:46369", - "issue:42886|issue:46981", - "issue:43097|issue:46050", - "issue:45440|issue:46172", "issue:43986|issue:45372", - "issue:44410|issue:45375", + "issue:44246|issue:46981", + "issue:45440|issue:46172", "issue:43097|issue:43873", - "issue:43874|issue:44263", - "issue:43673|issue:46123", + "issue:44410|issue:45375", "issue:44062|issue:44117", - "issue:44038|issue:44410", + "issue:43673|issue:46123", "issue:43012|issue:46821", "issue:44117|issue:46701", + "issue:43874|issue:44263", + "issue:44038|issue:44410", + "issue:43208|issue:43550", "issue:38617|issue:42757", - "issue:43064|issue:44315", "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:46172|issue:46710", + "issue:43064|issue:44315", "issue:44936|issue:46365", - "issue:38617|issue:44351", - "issue:42890|issue:46298", + "issue:46172|issue:46710", "issue:43986|issue:44484", + "issue:42890|issue:46298", "issue:44704|issue:45103", + "issue:38617|issue:44351", "issue:43502|issue:43992", - "issue:43208|issue:43550", "issue:44451|issue:47116", - "issue:44938|issue:46178" + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:42907|issue:45753" ], - "prepared_review_unit_hash": "6cc5b15d0ebb09b47e546d633f3525c856c7af1e8a156bf5bcffbc817e35dac4", + "prepared_review_unit_hash": "16293ed45cdd808eaaf89d26da4f4eec3a2c242c77f277e2f10cf3a75a299858", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35039, - "estimated_input_tokens": 8760, - "estimated_eval_tokens": 17776 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36145, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive similarity group: it mixes import errors, offline/cache loading bugs, model-specific architecture regressions, tokenizer edge cases, and training/runtime issues. I do not see any pair that clearly shares the same concrete underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "No true duplicates here. The soft pairs mostly share only broad surface similarity (same library, same model family, import/loading bug, or trainer-related symptom) but point to different code paths and fixes.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43502 is the clearest, most general user-facing bug report in the set: a precise behavioral regression ('local_files_only=True' still triggers API requests) with an obvious expected/actual mismatch and strong triage value.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick an anchor, issue 42886 is the most self-contained and reproducible core-runtime failure, but it is not representative of the whole cluster and should not be treated as a duplicate target for the others.", + "best_issue_reason": "issue:43502 is the best representative issue for canonicalization because it is concrete, reproducible, and broadly applicable compared with the more model-specific or environment-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Different failures: a Qwen3_5 image-specific generation loop vs Trainer import failing due to datasets. No shared code path." + "reason": "Both are import errors, but they involve different missing symbols from different dependencies/code paths ('torchvision' vs 'mistral_common')." }, { - "left": "issue:42886", + "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated 429 retries via HF_ENDPOINT. Different bug surfaces and fixes." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "One is a v5 API removal complaint; the other is quantized save/load corruption. Not the same underlying issue." + "reason": "One is intermittent slow import, the other is repeated 429 retries in AutoProcessor; different failure modes and fixes." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeek model divergence and a dtype/transpose bug in deepseek-v4 are separate model-specific defects." + "reason": "Different DeepSeek bugs: remote implementation divergence vs a dtype/transpose issue in deepseek-v4." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "AutoProcessor/torchvision loading failure is unrelated to mistral_common ReasoningEffort import breakage." + "reason": "A removed API warning/compatibility issue versus quantization offloading not working; not the same bug." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen-family model issues, but they concern different missing fields/projections in different configs." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "v5 API removal vs offloading/quantization behavior are not the same bug." + "reason": "Both touch Qwen3 variants, but one is missing projections in layer 0 while the other silently drops a config field." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Missing processor method vs torch.split indexing/return handling are unrelated model implementation bugs." + "reason": "Tokenizer construction error vs tokenizer mapping returning None; different root causes." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache/chunked-prefill problem and MaskGenerationPipeline final-batch handling are different pipeline paths." + "reason": "Generation cache/chunked prefill bug versus pipeline final-batch bookkeeping; unrelated behavior." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "AddedToken duplicate keyword error and TOKENIZER_MAPPING_NAMES returning None are distinct tokenizer-stack issues." + "reason": "A PyTorch warning for bfloat16 compilation versus a TimesFM AttributeError; not the same underlying issue." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "General Transformers 5.0/Qwen3-VL-Moe regression is not the same as missing layer projections in qwen3next." + "reason": "Tokenizer mapping bug versus a DiffusionGemma pipeline failure; different subsystems." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "PyTorch warning on bfloat16 compilation is unrelated to TimesFM window_size attribute access." + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split return-value problem." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Tokenizer mapping None bug and DiffusionGemma pipeline failure are different subsystems and failure modes." + "reason": "Different Qwen model families and different defects; too broad to merge." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Two separate import errors for different symbols from different packages; no common concrete root cause is evident." + "reason": "xLSTM training blockers versus a Bamba torch.compile/SDPA failure; unrelated bugs." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "FSDP2/PEFT optimizer state corruption and Liger Kernel application in model_init are unrelated training-path bugs." + "reason": "Both are import errors, but from different modules and missing names; not the same root cause." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video processor issues, but one is padding calculation and the other is num_frames semantics." + "reason": "Both are SmolVLM video-processor issues, but padding calculation and num_frames semantics are distinct bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and apply_chat_template crashing on empty input are not the same defect." + "reason": "Noisy logging versus apply_chat_template crashing on an empty list; unrelated." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "A specific tensor dtype/transpose bug is not the same as an accuracy regression after upgrading Transformers." + "reason": "Trainer/FSDP2 optimizer-state corruption versus Liger Kernel not applied with model_init; same broad area, different concrete failures." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() failing after train() and Trainer import breaking because of datasets are different issues." + "reason": "trainer.evaluate() failing after train is unrelated to importing Trainer being blocked by datasets." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Both are import errors, but they concern different removed/relocated symbols and likely different fixes." + "reason": "A tensor operation bug versus an accuracy regression after upgrade; different symptom and likely fix." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Missing set_seed in SAM HQ tests and a noisy logging message do not share a code path." + "reason": "Video-model loading crash without torchvision versus a save_pretrained shard-size question; unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "AutoProcessor loading without torchvision and max_shard_size default behavior are unrelated." + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring crashes with postponed annotations are separate code paths." + "reason": "AutoProcessor kwarg forwarding bug versus auto_docstring crash with future annotations; different code paths." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "local_files_only causing API requests and missing embed_tokens.weight in UMT5Encoder are different loading bugs." + "reason": "Both are missing-import reports, but for different symbols ('layer_type_validation' vs 'HybridCache') and different breakages." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are separate model-specific regressions." + "reason": "Ignoring local_files_only and making API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "ScandiBERT loading failure and streaming pipeline regression are too broad and unrelated to be the same bug." + "reason": "Model-loading failure for ScandiBERT versus a streaming pipeline regression; not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling being ignored under SDPA/FlashAttention is different from cache lazy initialization causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure and a backend mapping ValueError for tensorflow_text are different environment/backend issues." + "reason": "Python 3.14 import failure versus a tensorflow_text backend mapping error; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Different trainer/distributed-training bug versus streaming pipeline regression." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compiler warning for bfloat16 models versus a Bamba SDPA compile failure; not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure versus an infinite loop on a specific image; unrelated symptoms and fixes." } ] }, @@ -17983,295 +18033,273 @@ "issue:43208", "issue:43352", "issue:43526", - "issue:43550", "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:45712", - "issue:45753", "issue:46132", "issue:46172", "issue:46298", "issue:46365", - "issue:46421", "issue:47059", "issue:47116", "issue:47276" ], "soft_pairs": [ - "issue:44380|issue:46421", - "issue:43064|issue:47116", - "issue:43012|issue:43550", - "issue:42907|issue:45753", - "issue:42907|issue:44655", "issue:45712|issue:46298", + "issue:42907|issue:44655", "issue:43066|issue:43906", - "issue:43012|issue:44368", + "issue:43208|issue:43526", "issue:45584|issue:46365", "issue:43825|issue:44655", - "issue:43352|issue:43976", + "issue:43012|issue:44368", "issue:43992|issue:44484", + "issue:43352|issue:43976", "issue:43827|issue:47116", - "issue:44038|issue:44230", "issue:44734|issue:47116", "issue:44380|issue:46132", "issue:44077|issue:46365", "issue:44162|issue:46172", - "issue:43352|issue:44380", - "issue:43208|issue:43526", - "issue:43097|issue:46298", - "issue:42757|issue:43824", "issue:36683|issue:43582", + "issue:43352|issue:44380", "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43097|issue:46298", "issue:43012|issue:47276", "issue:42175|issue:46365", - "issue:44222|issue:45478", - "issue:42890|issue:47059", - "issue:43064|issue:44380", "issue:43756|issue:44485", + "issue:44222|issue:45478", "issue:36010|issue:42757", - "issue:42831|issue:44261" + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:44483|issue:44514", + "issue:42831|issue:44261", + "issue:43618|issue:43761" ], - "prepared_review_unit_hash": "c63b4efc41be25967086060f2760724b898ae686fea1685b705dc8c24e4e3971", + "prepared_review_unit_hash": "9082add89a2f4bd338cc6d919e3557769507de6cc9a27ecb9248ebbd7569ca55", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37103, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35751, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated Transformers issues. I did not find any soft pair that clearly describes the same underlying bug or change, so all candidate edges are rejected.", - "confidence": 0.79, - "canonical_issue_reason": "issue:36683 is the strongest standalone issue to anchor the set: it has the highest discussion activity and a clear, user-facing runtime regression with a concrete error message.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues, with only superficial keyword overlap around v5, pipelines, imports, and model-specific regressions. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue: the set spans unrelated import errors, model/config bugs, training regressions, docs issues, and backend-specific behavior changes. If one must be chosen as the closest umbrella, issue 47116 is the broadest v5 regression theme, but it still does not represent the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the most suitable representative issue because it is highly active, specific, and clearly reproducible, making it the best single issue among these candidates.", + "best_issue_reason": "Issue 47116 is the closest representative of the shared v5 regression/pipeline theme and is the most umbrella-like user-facing failure in the set, though the cluster remains too heterogeneous for a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "Different failures: GPT-2 attention scaling under SDPA/FlashAttention vs cache lazy init causing recompilation." - }, - { - "left": "issue:43064", - "right": "issue:47116", - "accept": false, - "reason": "Trainer/FSDP2 optimizer-state bug is unrelated to streaming pipeline regression." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "One is a bfloat16 precision warning during compile; the other is a Bamba torch.compile/SDPA failure." - }, - { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Saving dequantized models is unrelated to a Qwen3_5 image infinite-loop bug." + "reason": "Different problems: leftover dummy class cleanup vs a noisy logging message." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve save paths, but one is dequantized model saving and the other is saving Pipeline objects." - }, - { - "left": "issue:45712", - "right": "issue:46298", - "accept": false, - "reason": "Left is dummy class cleanup; right is a logging-message issue." + "reason": "Dequantized save failure and Pipeline.save_pretrained failure are distinct code paths." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction issue." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Different warnings: float32 precision warning vs tie_word_embeddings warning." + "reason": "Different models and bugs: xLSTM training blockers vs BEiT Fast label reduction." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to the Trainer import failure tied to datasets." + "reason": "Whisper empty transcription crash is unrelated to the Trainer import/datasets issue." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline error-message wording and Pipeline save_pretrained failure are distinct problems." + "reason": "Pipeline error messaging and saving Pipeline objects are different defects." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Flash Attention 2 support gap for Nemotron is unrelated to Python version compatibility." + "reason": "Both are warning-related, but they concern different warnings and different triggers." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weight in from_pretrained is different from max_shard_size behavior in save_pretrained." + "reason": "Missing embed_tokens weight loading and save_pretrained shard-size behavior are unrelated." }, { - "left": "issue:43827", - "right": "issue:47116", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Docs still referencing pipeline() and streaming pipeline regression are different issues." + "reason": "Flash Attention support for Nemotron and Python version compatibility are separate issues." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43827", + "right": "issue:47116", "accept": false, - "reason": "These mention related model families, but one is a generic bug and the other is explicit fp8 inference support; not clearly the same defect." + "reason": "Docs still referencing pipeline() is not the same as a streaming pipeline runtime regression." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to streaming pipeline regression." + "reason": "KV-cache continuation tensor indexing bug is a different serve-time failure than streaming pipeline regression." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT-2 attention scaling bug is unrelated to AttentionInterface.register behavior changes." + "reason": "GPT2 attention scaling being ignored is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation and Trainer import issues are unrelated." + "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 tensor-transpose issue are different code paths." + "reason": "ESM2 breakage and DeepSeek-V4 tensor transpose behavior are different model-specific bugs." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Different models and failures: unsupported Flash Attention 2 vs ignored GPT-2 scaling config." + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA/FlashAttention are different backend issues." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Removed config API and a noisy logging message are not the same bug." + "reason": "Attention scaling ignored and single-label classification zero loss are unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Attention-scaling under SDPA is unrelated to the zero-loss single-label-classification bug." + "reason": "Tie-embeddings removal regression is unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "bfloat16 compile warning and synced_gpus warning text are different issues." + "reason": "Different warnings in different subsystems; not the same bug." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Backend packaging for torch installs is unrelated to the Trainer import/uninstall-datasets report." + "reason": "Backend dependency installation issue is not the same as the Trainer import conflict." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer count bug and GLM-5 RoPE implementation discussion are different model-specific issues." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained error are related thematically but not the same concrete bug." + "reason": "FP8 save_pretrained moe bug and Qwen3.5 MoE from_pretrained error are not the same failure." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Seed-related test flakiness is unrelated to the huggingface_hub CLI API break." + "reason": "GenerationMixin import failure and is_offline_mode import failure are different missing-symbol issues." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation mistakes." + "reason": "Seed-related test flakiness and huggingface_hub CLI attribute incompatibility are different problems." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Different missing imports from different packages and different APIs." + "reason": "Chat/completions request acceptance and Qwen2_5_VLProcessor batching crash are unrelated." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and MLA rms_norm_eps precision error are distinct numerical issues." + "reason": "FineGrainedFP8 accuracy regression and MLA rms_norm_eps precision error are different numerical bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing attentions in CLIPOutput and missing hidden_states in CLIPVisionModel.forward are separate v5 regressions." } ] }, @@ -18300,27 +18328,24 @@ "issue:36296", "issue:36683", "issue:38617", - "issue:42994", "issue:43010", "issue:43064", "issue:43299", "issue:43352", "issue:43475", "issue:43502", - "issue:43525", + "issue:43611", "issue:43618", - "issue:43761", "issue:43867", "issue:43976", "issue:43992", "issue:44075", "issue:44077", + "issue:44263", "issue:44355", "issue:44380", "issue:44393", - "issue:44483", "issue:44492", - "issue:44514", "issue:44625", "issue:44655", "issue:44855", @@ -18330,6 +18355,7 @@ "issue:45276", "issue:45278", "issue:45310", + "issue:45440", "issue:45593", "issue:46077", "issue:46202", @@ -18342,263 +18368,270 @@ "issue:47110", "issue:47317", "issue:47321", - "issue:47332" + "issue:47332", + "issue:47337" ], "soft_pairs": [ - "issue:44483|issue:44514", - "issue:43618|issue:43761", "issue:38617|issue:43502", "issue:45276|issue:46077", - "issue:43618|issue:44380", - "issue:43299|issue:43867", "issue:44625|issue:46365", + "issue:43299|issue:43867", "issue:44655|issue:47321", "issue:44655|issue:47332", - "issue:42994|issue:44655", + "issue:43618|issue:44380", "issue:44625|issue:46077", + "issue:43611|issue:44655", "issue:36683|issue:43475", "issue:43352|issue:45593", "issue:36683|issue:44077", "issue:44355|issue:46877", "issue:43976|issue:44938", - "issue:43867|issue:45216", "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44263|issue:45440", "issue:44938|issue:47059", - "issue:36683|issue:47110", "issue:43618|issue:45216", - "issue:36683|issue:43525", + "issue:36683|issue:47110", + "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43010|issue:45278", "issue:44355|issue:44855", "issue:44908|issue:46851", "issue:43992|issue:47317", - "issue:44075|issue:46365", + "issue:43010|issue:45278", "issue:43867|issue:46202", + "issue:44075|issue:46365", + "issue:29870|issue:33453", "issue:43064|issue:44492", "issue:43992|issue:45310", - "issue:29870|issue:33453", - "issue:44393|issue:47000" + "issue:44393|issue:47000", + "issue:44393|issue:47337" ], - "prepared_review_unit_hash": "cfdfd8b56cf8fe2b41a176b37de316312ca0e0b055011544e9e659a05ba465ff", + "prepared_review_unit_hash": "5a8ffb4987b6ead1be7f7f8335f2a13f5f90cb0487797a4fc4f277e152f13d9c", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37169, - "estimated_input_tokens": 9293, - "estimated_eval_tokens": 18842 + "serialized_chars": 36595, + "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-linked pairs are mostly false positives: they share broad subsystems or vague symptom wording, but not the same underlying bug/change. No PRs are present, and there is no clear canonical issue for this mixed set.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue stands out as the canonical representative because the items span many unrelated regressions and feature bugs with only superficial similarity.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated model-loading regressions, config/serialization bugs, training issues, and import/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative regression-style report in the set (\u201cmany import errors after update\u201d), but the cluster is not a true duplicate group, so this is only a loose representative choice.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong global best representative for deduping this cluster; the collection is too heterogeneous to anchor on one issue.", + "best_issue_reason": "Issue 45278 is the best single issue to anchor the cluster because it is the most general and user-impacting report, while the others are narrower, model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Both involve chat/completions behavior, but one is API request validation and the other is batched processor template handling; different failure points." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions assignment and the other is hidden_states being None; related area, not the same bug." - }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "An import error vs unintended network requests during local-only loading; unrelated code paths." + "reason": "ImportError for a missing helper and unwanted network access with local_files_only=True are different failure modes." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention mask construction; distinct bugs." + "reason": "Both involve Gemma4, but one is about resize_token_embeddings and the other about bidirectional attention masks; different code paths." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "CLIP output regression vs GPT2 attention scaling under SDPA/FlashAttention; no shared underlying defect." + "reason": "Qwen3.5 num_labels propagation and Trainer import failure due to datasets are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL loading failure and sorted-state_dict load failure are different model-loading problems." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "A Qwen3.5 config propagation bug vs a Trainer import dependency conflict; not the same issue." + "reason": "Qwen3-VL MoE loading regression and state_dict sorting load error are different load-path bugs." }, { "left": "issue:44655", "right": "issue:47321", "accept": false, - "reason": "Saving pipeline objects and an AMD quark class update issue are unrelated." + "reason": "Saving Pipeline objects and AMD quark class updates are unrelated." }, { "left": "issue:44655", "right": "issue:47332", "accept": false, - "reason": "Pipeline save_pretrained failure vs disk-offloaded Qwen3-VL save failure; both save-related but different mechanics." + "reason": "Both mention saving, but one is pipeline save_pretrained and the other is disk-offloaded Qwen3-VL saving; not the same bug." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Quantized model saving and pipeline object saving are separate save-path bugs." + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different attention issues." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Config num_labels propagation vs bidirectional attention mask construction; different model behaviors." + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 attention-mask construction." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization problems." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3 config vocab_size missing and SAM3 video output attribute missing are unrelated attribute errors." + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different model attribute bugs." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash-Attn support check for Nemotron vs D-FINE auxiliary-loss logic; unrelated subsystems." + "reason": "Flash Attention support error for Nemotron and missing auxiliary losses in D-FINE are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute error and patchtsmixer post_init validation are different model-definition issues." + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init handling." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Running compiled Python files and auto_docstring stdout diagnostics are not the same bug." + "reason": "Compiled Python import errors and auto_docstring stdout lint noise are different import-time problems." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they concern different versions and failure modes." + "reason": "Both are Python-version compatibility issues, but they affect different versions and failure points." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Sorted state_dict loading failure vs incorrect Qwen3.5 checkpoint save behavior; different code paths." + "reason": "Sorting-related load failure and incorrect Qwen3.5 checkpoint saving are different serialization defects." }, { - "left": "issue:46077", - "right": "issue:46512", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Bidirectional attention masking and dtype/config staleness are unrelated." + "reason": "A torch.split return-value issue in one MoE indexer and DeepseekV3MoE divergence from remote implementation are not the same bug." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import/load failure vs CLI breakage from huggingface_hub 1.22.0; different dependencies and symptoms." - }, - { - "left": "issue:36683", - "right": "issue:47110", - "accept": false, - "reason": "A missing config attribute in Gemma3 vs special_tokens list handling; not the same bug." + "reason": "Python 3.14 loading failure and a huggingface_hub CLI attribute error are unrelated." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint correctness are unrelated." }, { "left": "issue:36683", - "right": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Gemma3 lacks vocab_size while Llama4 lacks pad_token_id; different model config omissions." + "reason": "Gemma3Config missing vocab_size and special_tokens list-key access error are different issues." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "BART generate() UnboundLocalError and tensor-parallel training bug are unrelated." + "reason": "Missing vocab_size and num_labels propagation are separate config bugs." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "Cache no_grad decoration and widespread import errors after upgrade are different changes." + "reason": "BART generate() decoder_attention_mask error and tensor-parallel training bug are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import/runtime issues, but one is compiled-file handling and the other is a Python 3.13 JIT parsing problem." + "reason": "Both are import-related, but compiled-file errors and a Python 3.13 torch.jit.script parsing problem are different root causes." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored and variable-length position_ids failing are unrelated training/inference bugs." + "reason": "Inverse-sqrt scheduler kwargs handling and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "UMT5 encoder weight loading and PPFormulaNet training loss are entirely different models/issues." + "reason": "Missing embed_tokens.weight in UMT5Encoder and PPFormulaNet training-loss bug are unrelated." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "SGD argument handling vs Trainer import failure due to datasets; different layers of the stack." + "reason": "No-grad decoration for cache/layer updates and broad import errors after version update are different issues." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State_dict sorting load error and Gemma pipeline roundtrip on \u2581 are different serialization/tokenization problems." + "reason": "Load failure with sorted state_dict and Gemma pipeline roundtrip on the \u2581 token are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args not used and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and tokenizer loading regression are different failures." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5-like loading problems, but one is missing encoder weights and the other is a from_pretrained regression for MoE models." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model-loading issues." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL 2D bbox output errors and RTDetrLoss infeasible cost matrix are different vision/detection failures." + "reason": "Qwen3-VL 2D bbox output issues and RTDetrLoss infeasible cost matrix are different vision bugs." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and flaky bbox-coordinate test failure are not the same concrete bug." } ] }, @@ -18648,12 +18681,13 @@ "issue:44222", "issue:44246", "issue:44351", + "issue:44355", "issue:44360", "issue:44387", - "issue:44393", "issue:44485", "issue:44556", "issue:44734", + "issue:44749", "issue:44964", "issue:44977", "issue:45071", @@ -18668,269 +18702,268 @@ "issue:46617", "issue:46664", "issue:47110", - "issue:47317", - "issue:47337" + "issue:47317" ], "soft_pairs": [ - "issue:44393|issue:47337", + "issue:44222|issue:45125", "issue:36296|issue:43575", "issue:41669|issue:44246", "issue:43618|issue:44077", "issue:43867|issue:45375", "issue:43010|issue:43976", "issue:42890|issue:45561", - "issue:43010|issue:45850", "issue:43867|issue:45357", "issue:28282|issue:33453", - "issue:44222|issue:45125", - "issue:43618|issue:44977", - "issue:44360|issue:45440", "issue:42548|issue:44351", + "issue:43010|issue:45850", "issue:45125|issue:45478", + "issue:43618|issue:44977", + "issue:45125|issue:45375", + "issue:44360|issue:45440", "issue:43502|issue:44062", "issue:43525|issue:47317", - "issue:45125|issue:45375", "issue:42890|issue:44112", "issue:42890|issue:44964", "issue:44734|issue:46617", + "issue:44387|issue:44556", "issue:43723|issue:44556", "issue:42898|issue:46664", "issue:45071|issue:47317", - "issue:44387|issue:44556", "issue:43010|issue:43065", "issue:43824|issue:46617", - "issue:43502|issue:44485", "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:44355|issue:44749", "issue:45850|issue:47110", - "issue:43874|issue:46617", - "issue:30333|issue:33453" + "issue:30333|issue:33453", + "issue:43874|issue:46617" ], - "prepared_review_unit_hash": "cbd7c95ce316e8e6b57dfee4a732222f4eb6a0c02af23572821a9315d31b9f15", + "prepared_review_unit_hash": "557ce508b778202014115eec0dc3bea612257d4d5b7bbb65c57f88a67beedaa5", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36744, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only plausible duplicate pairs are the import-time slowdown reports and the Qwen3.5 MoE tensor-parallel loading failures; everything else is too different to merge safely.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44246 is the best cluster representative because it is the broadest user-facing report in the only coherent subtheme here: `import transformers` performance regressions.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. Only the import slowdown pair looks like the same underlying bug; the rest are distinct model, tokenizer, config, CI, and API problems.", + "confidence": 0.86, + "canonical_issue_reason": "issue:41669 is the best anchor because it states the concrete root cause of the import slowdown, while issue:44246 is the vaguer symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "44246 is the most representative issue overall, but the cluster is largely heterogeneous and not a clean duplicate set.", + "best_issue_reason": "issue:41669 is the most specific and actionable representative of the only real duplicate theme in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44393", - "right": "issue:47337", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Different problems: model bbox generation bug vs flaky test failing on coordinate range." + "reason": "Different problems: FP8 save_pretrained/MoE versus missing tensor-parallel plan on Qwen3.5 MoE." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a model load OOM." + "reason": "Both involve tensor parallelism, but one is a generic training bug and the other is a model load OOM; not the same code-path." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both report `import transformers` being slow; the titles describe the same import-time performance regression." + "reason": "Same underlying issue: import-time slowdown in transformers, with 41669 identifying the likely root cause and 44246 reporting the symptom." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Unrelated symptoms and code paths: CLIP attentions regression vs PatchTSMixer `post_init` policy." + "reason": "Unrelated model-output regression versus a PatchTSTMixer init/post_init change." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different model/config issues; no indication they stem from the same bug." + "reason": "Sorted state_dict loading error is unrelated to Qwen3.5 vision config field dropping." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "One is a no-grad annotation change; the other is a Python version compatibility problem." + "reason": "torch.no_grad cache update change is unrelated to Python version compatibility." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Different flaky test causes: missing seed setup vs xdist file race." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "`Cache.update`/`Layer.update` is a specific API fix; the other is a broad regression complaint." + "reason": "Different flaky-test failures with different causes: missing seeding versus xdist file races." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different serialization/load failures with different affected objects and failure modes." + "reason": "Different failure modes: load-model state_dict sorting versus incorrect save_pretrained visual keys." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError for PyTorch backend vs tokenizer-loading regression; unrelated." + "reason": "PyTorch import missing versus tokenizer loading regression; no shared bug." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "FP8 save/load behavior is unrelated to missing tensor-parallel planning metadata." + "reason": "Both are import errors, but for different symbols and likely different root causes." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Different model families and failure modes; no shared concrete bug." + "reason": "Specific no_grad decorator request versus a broad complaint about v5 breaking many models." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to DeepSeekV3 implementation divergence." + "reason": "Related to Qwen3.5 MoE, but one is tensor-parallel metadata and the other is from_pretrained failure; not clearly the same fix." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely separate export gaps." + "reason": "Different model-specific generation/attention issues." }, { "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "Both describe Qwen3.5 MoE `from_pretrained`/tensor-parallel loading failures and likely the same missing TP metadata issue." + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing versus vision config field missing; different parts of the Qwen3.5 stack." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE parity." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "`local_files_only` network leakage vs tokenizers keyword-argument conflict are unrelated." + "reason": "Local-files-only network leak versus tokenizers.AddedToken keyword conflict." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Llama4 config attribute error is unrelated to the bbox range flaky test." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "One is tensor-parallel loading, the other is a missing vision config field in save/load." + "reason": "Llama4 config attribute error is unrelated to PPFormulaNet training loss." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different test failures in different models and utilities." + "reason": "Different test failures in different model areas." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Same general area of model loading, but no evidence of the same underlying bug." + "reason": "Seed-related flaky test versus model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache FileNotFoundError." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Server KV-cache indexing crash vs remote-code cache FileNotFoundError are distinct." + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload compatibility after upgrade." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint-reload regression are different failure paths." + "reason": "Tokenizer load regression versus older checkpoint reload incompatibility." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior and video-frame semantics are unrelated." + "reason": "Tokenization-space behavior change is unrelated to video num_frames semantics." }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "Type-checking breakage vs training-loss bug; no shared code path." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Quantization memory regression is unrelated to checkpoint reload compatibility." + "reason": "PretrainedConfig type-checking regression is unrelated to PPFormulaNet training loss." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "No-grad decoration of cache updates has nothing to do with a dummy convolution layer." + "reason": "No_grad on cache updates is unrelated to a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Top-level import error for a model class vs cached remote-code loading failure are different issues." + "reason": "Missing top-level Qwen2_5_VL export is unrelated to cache-loading FileNotFoundError." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Missing processor method and cache FileNotFoundError are unrelated." + "reason": "Broken env CLI and AttentionInterface.register behavior are different features with different failures." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Broken CLI command and attention registration behavior are separate problems." + "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Broad v5 regressions vs `special_tokens` dict/list handling are not the same bug." + "reason": "Compiled Python file errors are unrelated to the slowdown after upgrading from 4.57.3 to 5.3.0." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "Missing processor method and cache FileNotFoundError are unrelated." + "reason": "Broad v5 breakage complaint versus special_tokens keys attribute error; too vague and not the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs has no relation to tokenizer loading." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "GLM46V image processor missing method is unrelated to trust_remote_code cache loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and appropriately conservative. The summary correctly treats the cluster as mostly heterogeneous, with only two plausible duplicate subthemes (import-time slowdown and Qwen3.5 MoE tensor-parallel loading). The accepted soft pairs are supported by title-level similarity and are not overstated." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:41669 with issue:44246, is well supported by the titles and the referenced import slowdown theme. The other pair rejections are cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -18946,8 +18979,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ @@ -18955,8 +18988,8 @@ "issue:30333", "issue:30990", "issue:31795", + "issue:33357", "issue:33453", - "issue:34689", "issue:36296", "issue:38617", "issue:41628", @@ -18970,6 +19003,7 @@ "issue:43502", "issue:43525", "issue:43576", + "issue:43673", "issue:43824", "issue:43827", "issue:43901", @@ -18981,18 +19015,18 @@ "issue:44355", "issue:44360", "issue:44485", + "issue:44492", "issue:44556", - "issue:44749", "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", @@ -19000,253 +19034,253 @@ "issue:47110" ], "soft_pairs": [ - "issue:44355|issue:44749", + "issue:41628|issue:42548", "issue:30990|issue:31795", + "issue:44222|issue:44230", "issue:43010|issue:43232", - "issue:43502|issue:44222", - "issue:46664|issue:46726", "issue:43299|issue:44556", + "issue:46143|issue:46144", + "issue:46664|issue:46726", + "issue:43502|issue:44222", "issue:30333|issue:36296", - "issue:29870|issue:31795", "issue:43827|issue:44961", - "issue:33453|issue:34689", - "issue:41628|issue:42548", - "issue:44222|issue:44230", - "issue:46143|issue:46144", + "issue:29870|issue:31795", + "issue:33357|issue:33453", + "issue:44038|issue:45125", "issue:44355|issue:45071", "issue:43502|issue:44961", - "issue:43576|issue:45071", "issue:43576|issue:43824", - "issue:42757|issue:43576", + "issue:43576|issue:45071", "issue:43576|issue:47059", - "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:42757|issue:43576", "issue:31795|issue:38617", "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:45375|issue:47110", "issue:43525|issue:47110", - "issue:44961|issue:45468", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:44315|issue:46209", "issue:43352|issue:44961" ], - "prepared_review_unit_hash": "cd46cde634fc8b994178eb1d82ad7a4b66e23d55f4e793400eba4b3b60e2427b", + "prepared_review_unit_hash": "5c36153f0f61e31eec11d29c3cb37bfe7a13943c9a1316829e46bdc6db71283e", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers issues with only superficial similarity around v5/loading/import regressions. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style regression report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the least specific and most representative anchor among these unrelated issue reports.", + "summary": "This cluster is mostly a loose thematic grouping of unrelated issues (imports, generation, loading, docs, FP8/Qwen, CLI, etc.), so I do not see any true duplicate pairs among the soft edges. I picked one concrete version-regression issue as the best representative of the cluster, but confidence is limited because the set is heterogeneous.", + "confidence": 0.58, + "canonical_issue_reason": "Best representative of the cluster is issue:45071 because it is a concrete, user-facing v5 regression with a clear symptom and broad relevance compared with the more scattered, model-specific or doc-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best issue candidate only as a generic cluster anchor; it is still too vague to serve as a strong duplicate target, but it is broader than the more model-specific or symptom-specific reports.", + "best_issue_reason": "issue:45071 is the strongest single issue here: specific, reproducible, and framed as an explicit regression, unlike many of the other items which are either model-specific, documentation-only, or very broad.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both mention breakage after upgrade, but one is about compiled Python files failing and the other about much slower filtering; different bugs." + "reason": "Both are import errors, but they involve different symbols and likely different missing exports; too broad to treat as the same bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang and documentation confusion in model.forward are unrelated." + "reason": "Stuck-loading behavior and documentation confusion are unrelated problems." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about saving and the other about inference support; different code paths." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad behavior and generation kwargs after sync_gpus affect different code paths." + "reason": "Both touch generation/cache internals, but the reported bugs are different: no_grad decoration vs sync_gpus update handling." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading/regression reports, but they concern different models and different failure modes." + }, + { + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Local-files-only network requests and FP8 save_pretrained issues are unrelated." + "reason": "Related RoFormer area, but one is missing kwargs passthrough and the other is attention-interface usage; not the same underlying defect." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video processor num_frames semantics and missing vision-backend image processor errors are different problems." + "reason": "Video-processor semantics and missing-vision-backend error are different issues." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Both are version/loading regressions, but one is Qwen3VL MoE model loading and the other is reloading old checkpoints after a version upgrade." + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow job-status reporting and tensor-parallel training are unrelated." - }, - { - "left": "issue:29870", - "right": "issue:31795", - "accept": false, - "reason": "An UnboundLocalError in generate() is not the same as documentation confusion about inputs and past_key_values." + "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Pipeline-removal docs staleness and an unrelated racoon issue do not match." - }, - { - "left": "issue:33453", - "right": "issue:34689", - "accept": false, - "reason": "Both are loading regressions, but they affect different model-loading surfaces and model families." + "reason": "Docs still referencing pipeline() and an unrelated issue titled 'racoon' are not duplicates." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are separate export failures." + "reason": "A generation-time UnboundLocalError and documentation confusion are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:33357", + "right": "issue:33453", "accept": false, - "reason": "Both touch FP8/MoE, but one is about save_pretrained and the other about inference support for Qwen3-VL/Qwen3.5; not the same concrete bug." + "reason": "MacOS bus error for CLIP and tokenizer-loading regression are different failures." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Generic kwargs forwarding in RoFormer models and attention-interface implementation are related but not the same defect." + "reason": "Both are Qwen/MoE-related, but one is a general v5 bug report and the other is a tensor-parallelism plan omission." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "Compiled Python-file errors and PretrainedConfig type-checking regression are different problems." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network requests and an unrelated racoon issue are not the same bug." + "reason": "Network requests despite local_files_only and an unrelated issue titled 'racoon' are not duplicates." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:43824", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type-checking are different issues." + "reason": "Broken env command and Qwen2.5-VL import error are unrelated." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:45071", "accept": false, - "reason": "CLI env breakage and a specific import error for Qwen2_5_VLForConditionalGeneration are unrelated." + "reason": "CLI/env command breakage and PretrainedConfig type-checking regression do not share the same code path." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub and a broken transformers env command are different failure modes." + "reason": "Different CLI failures with different causes and surfaces; not the same bug." }, { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Both involve CLI tooling, but the reported breakages are different and do not share the same code-path problem." + "reason": "FP8 inference support and DeepSeek weight-conversion guidance are not the same issue." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Qwen3-VL-Moe loading problems and missing tensor-parallel plan support are distinct model issues." + "reason": "Missing huggingface_hub symbol and broken transformers env command are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation wording and an ImportError for layer_type_validation are unrelated." + "reason": "Documentation ambiguity and an ImportError are not the same underlying bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bugs and pipeline docs mentioning return_all_scores are not the same problem." + "reason": "Tensor-parallel training bug and pipeline documentation mismatch are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "A missing attribute in SAM 3 video output and a cache FileNotFoundError for trust_remote_code are unrelated." + "reason": "Missing SAM 3 Video attribute and trust_remote_code cache FileNotFoundError are different failures." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and cache FileNotFoundError are different issues." + "reason": "Importing HybridCache and loading a cached trust_remote_code model are different problems." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not being applied in model_init and a DSA indexer ReLU discussion are unrelated." + "reason": "Liger kernel application and DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "FP8 inference support and a weight-conversion-script question are different change requests." + "reason": "A specific Qwen3.5-35B crash and a broad complaint that v5 breaks many models are not the same concrete bug." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "A missing config field being dropped by @strict and a special_tokens list/dict type error are unrelated." + "reason": "Missing Qwen3.5MoeVisionConfig field and special_tokens list/object error are unrelated." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "A specific Qwen3.5-35B chat crash and a broad complaint that v5 breaks many models are not the same concrete bug." + "reason": "Llama4Config pad_token_id absence and special_tokens list/object error are different issues." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and an unrelated racoon issue do not match." + "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are unrelated." }, { - "left": "issue:43352", + "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention 2 support and an unrelated racoon issue are unrelated." + "reason": "GLM-5 RoPE implementation and an unrelated 'racoon' issue are not duplicates." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a special_tokens list type error are different problems." + "reason": "Flash-Attention support limitation and an unrelated issue titled 'racoon' are not duplicates." } ] }, @@ -19276,7 +19310,6 @@ "issue:42371", "issue:42890", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -19300,328 +19333,315 @@ "issue:44704", "issue:44861", "issue:44908", + "issue:44961", "issue:45003", "issue:45071", + "issue:45092", "issue:45230", "issue:45341", "issue:45381", + "issue:45468", "issue:45542", "issue:45753", "issue:45850", "issue:46018", "issue:46172", - "issue:46209", "issue:46218", "issue:46328", - "issue:46655", "issue:46664", "issue:47059", "issue:47110", "issue:47176" ], "soft_pairs": [ - "issue:43673|issue:44492", - "issue:44315|issue:46209", - "issue:43867|issue:47110", + "issue:44961|issue:45468", "issue:44273|issue:45542", - "issue:44623|issue:45230", + "issue:44077|issue:44861", + "issue:43867|issue:47110", "issue:45381|issue:46664", - "issue:44485|issue:46664", + "issue:44623|issue:45230", "issue:44273|issue:45003", + "issue:44485|issue:46664", "issue:41669|issue:43673", + "issue:44466|issue:44556", "issue:43525|issue:45850", + "issue:43572|issue:45850", "issue:44393|issue:45753", "issue:44393|issue:45071", - "issue:44466|issue:44556", - "issue:43572|issue:45850", - "issue:44077|issue:44861", - "issue:43576|issue:44556", + "issue:44556|issue:45092", "issue:42371|issue:44492", "issue:45850|issue:47059", "issue:44246|issue:44273", + "issue:44655|issue:44861", "issue:43408|issue:44315", "issue:44492|issue:45850", "issue:41669|issue:46218", - "issue:44295|issue:45230", "issue:43976|issue:44393", - "issue:42890|issue:44908", "issue:44492|issue:46328", + "issue:44295|issue:45230", + "issue:42890|issue:44908", "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44908|issue:45071", "issue:43576|issue:44908", + "issue:41669|issue:45341", "issue:43576|issue:47176", - "issue:44908|issue:45071", - "issue:44704|issue:44908", "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:44655|issue:44861", + "issue:46018|issue:46172", "issue:43976|issue:46218", - "issue:31795|issue:33453", "issue:43976|issue:47176", - "issue:46018|issue:46172", - "issue:43519|issue:46655" + "issue:31795|issue:33453" ], - "prepared_review_unit_hash": "c4227c189ee32a45f2489defc7cd1c1f4c2d6a6a4cd3c7496c817ce15747b676", + "prepared_review_unit_hash": "eaa00cfdbb4fa64db4c60731d1448a899a87f28ab00883bc21153d1effde776d", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38685, - "estimated_input_tokens": 9672, - "estimated_eval_tokens": 19600 + "soft_pair_count": 37, + "serialized_chars": 38051, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The pairs are mostly broad similarity matches across unrelated regressions, docs, imports, and model-specific bugs; none look like the same concrete issue/change, so no soft edge should be merged.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44556 is the clearest concrete regression report in the set, but overall the items are too heterogeneous for a true single canonical duplicate target.", + "summary": "These items are a grab bag of unrelated issues across loading, caching, tokenizers, model configs, CLI, and performance. None of the proposed soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "I\u2019d use issue:41669 as the canonical issue: it is a concrete, high-impact performance regression with a clear suspected cause and a focused fix path, unlike the more vague or model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44556 is the best standalone issue because it is specific, reproducible, and actionable; most other candidates are either too generic or cover a different subsystem.", + "best_issue_reason": "Issue:41669 is the strongest standalone issue here because it is specific, actionable, and broadly relevant to import-time behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Cache-strategy typo is unrelated to a missing GenerationMixin cache during chunked prefill." + "reason": "No overlap beyond being generic bug reports; one is a placeholder title, the other is a Gemma-4 audio encoding issue." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: lazy loading vs a TensorBoard/TensorFlow backend error." + }, + { + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Liger-kernel model_init behavior is unrelated to FP8 inference failure on B200." + "reason": "Different failure modes in different code paths; one is a model option policy issue, the other is a tied-weights AttributeError." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict sorting load failure is a different bug from special_tokens expecting a mapping." + "reason": "Unrelated symptoms: checkpoint loading error vs special_tokens list/dict handling." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Lazy-loading problems do not match a TensorBoard/TensorFlow backend import error." + "reason": "Both concern multimodal/video behavior, but they describe different model families and different bugs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files is not the same as an unspecified bug report." + "reason": "Too vague on the right side; no evidence these are the same save_pretrained problem." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Wrong vision_position_ids in Qwen2.5-VL is not the same as SmolVLM num_frames/padding semantics." + "reason": "Both touch loading/import behavior, but one is lazy loading and the other is unsafe sys.modules access." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video processor frame-count behavior." + "reason": "Different model-specific implementation issues: RoPE math vs video frame semantics." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Both touch loading/import paths, but one is lazy loading and the other is unsafe sys.modules access; not the same bug." + "reason": "Both are performance-related, but one is import-time cost and the other is missing cache during chunked prefill." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44466", + "right": "issue:44556", "accept": false, - "reason": "Import-star performance cleanup is unrelated to missing cache state in generation prefill." + "reason": "Different serialization/load failures with no shared concrete code path." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_id in Llama4Config is a specific config bug, not the broad 'many models break' report." + "reason": "Specific missing config attribute vs a broad complaint that many models break in v5." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "2D bbox hallucination in Qwen3-VL is different from a Qwen3_5 infinite-loop case on one image." + "reason": "Specific StableLmConfig regression vs a generic v5 breakage report." }, { "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Bounding-box output errors are unrelated to PretrainedConfig type-checking regressions." - }, - { - "left": "issue:44466", - "right": "issue:44556", - "accept": false, - "reason": "Serialization of tied lm_head weights is a different failure mode from checkpoint reload compatibility." - }, - { - "left": "issue:43572", - "right": "issue:45850", + "right": "issue:45753", "accept": false, - "reason": "StableLmConfig pad_token_idx missing is specific, while the other issue is just a generic v5 breakage umbrella." + "reason": "Both are Qwen vision issues, but one is 2D bbox output and the other is an infinite loop on a specific image." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "PatchTSTMixer post_init policy and a tied-weights helper crash are unrelated." + "reason": "Different scope: model output bug vs framework-wide PretrainedConfig type checking breakage." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "The v5 env CLI breakage is a different surface from checkpoint reload failures." + "reason": "Both involve v5 upgrade compatibility, but they affect different checkpoint families and different mechanisms." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 configuration guidance has nothing to do with cache-strategy wording." + "reason": "TF32 configuration guidance is unrelated to a typo in cache strategy docs/code." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 model breakages are unrelated to a specific CLI incompatibility with huggingface_hub 1.22.0." + "reason": "A broad v5 regression complaint is not the same as a CLI completion break caused by huggingface_hub." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import timing is a performance symptom, not the same as lazy-loading being broken." + "reason": "Related to import/loading performance, but one is slow imports and the other is lazy loading correctness." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key handling are separate save/load bugs." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker config mismatch is unrelated to Liger Kernel application via model_init." + "reason": "Different subsystems entirely: model type warning vs Liger Kernel application during model_init." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a broad complaint that v5 breaks many models." - }, - { - "left": "issue:41669", - "right": "issue:46218", - "accept": false, - "reason": "Import-star cleanup does not match a missing Qwen3_5 model module import." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "position_ids buffer access error is unrelated to a placeholder bug report." + "reason": "A typo fix in cache strategies does not match a broad compatibility complaint." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Python-version compatibility failure is not the same as a Qwen3-VL bounding-box hallucination bug." + "reason": "Import performance regression vs missing exported model class; different root causes." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "A flaky test needing set_seed is unrelated to a scheduler ignoring lr_scheduler_kwargs." + "reason": "Python version compatibility and a Qwen3-VL bbox bug are unrelated." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo is unrelated to SequenceFeatureExtractor.pad converting arrays inefficiently." + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." }, { - "left": "issue:44297", + "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save is a specific bug, not an unspecified report." + "reason": "Specific position_ids buffer access bug vs an unspecified bug report." }, { - "left": "issue:43576", + "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "The env CLI breakage is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Test seed omissions and scheduler kwargs handling are unrelated issues." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "v5 env-command regression is unrelated to a shell-operator allowlist bypass." + "reason": "Tokenizer class serialization mismatch is not the same as a generic bug report." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "A scheduler kwargs bug is unrelated to PretrainedConfig type checking." + "reason": "Different APIs and failures: processor kwargs forwarding vs scheduler kwargs propagation." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "AutoProcessor cached_file kwargs loss is unrelated to scheduler configuration." + "reason": "Scheduler configuration bug vs framework-wide config type-checking breakage." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Removing import * for performance is unrelated to failing to import HybridCache." + "reason": "CLI env command breakage is unrelated to scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star cleanup is unrelated to a testing_utils bug." + "reason": "Both mention performance/testing only tangentially; no same bug or code path." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43576", + "right": "issue:47176", "accept": false, - "reason": "Pipeline save_pretrained problems are different from a tied-weights-key AttributeError." + "reason": "CLI command breakage and shell allowlist bypass are different security/CLI issues." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Python-version support issues are unrelated to a missing Qwen3_5 model import." + "reason": "Import-time slowdown and missing HybridCache export are different problems." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Model.forward docs confusion is unrelated to tokenizer loading regression." + "reason": "Same model family, but one is gating logic and the other is a tensor transpose/dtype bug." }, { "left": "issue:43976", - "right": "issue:47176", + "right": "issue:46218", "accept": false, - "reason": "Python compatibility regressions are unrelated to a command-allowlist bypass." + "reason": "Python compatibility issue vs missing Qwen3_5 import; unrelated." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:43976", + "right": "issue:47176", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating is not the same as the comb.to(dtype).transpose issue." + "reason": "Python version support and shell allowlist bypass are unrelated." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Qwen3VL timestamp math and SmolVLM video padding are different processor bugs." + "reason": "Documentation confusion and tokenizer loading regression do not describe the same bug." } ] }, @@ -19647,11 +19667,9 @@ "nodes": [ "issue:28348", "issue:29870", - "issue:30333", "issue:31515", "issue:31795", "issue:34689", - "issue:36296", "issue:38617", "issue:41669", "issue:42371", @@ -19685,9 +19703,11 @@ "issue:45310", "issue:45341", "issue:45468", + "issue:45656", "issue:45850", "issue:46095", "issue:46218", + "issue:46655", "issue:46894", "issue:47059", "issue:47110", @@ -19695,365 +19715,350 @@ "issue:47177" ], "soft_pairs": [ + "issue:43298|issue:46095", + "issue:43519|issue:46655", "issue:44315|issue:44829", "issue:44485|issue:47176", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:43576|issue:44273", "issue:45468|issue:46894", + "issue:45230|issue:45656", + "issue:44360|issue:45468", "issue:43976|issue:47177", + "issue:43576|issue:44273", "issue:43519|issue:44485", - "issue:43298|issue:46095", "issue:44485|issue:47177", + "issue:44861|issue:47110", "issue:44273|issue:44908", - "issue:43519|issue:44908", "issue:31795|issue:34689", - "issue:43576|issue:46218", + "issue:43519|issue:44908", "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:42913|issue:43066", "issue:44485|issue:45468", "issue:45850|issue:47177", "issue:45850|issue:47176", "issue:43704|issue:44485", "issue:42371|issue:43704", - "issue:44861|issue:47110", "issue:43352|issue:47177", - "issue:43502|issue:43519", - "issue:42913|issue:43066", "issue:43606|issue:45468", - "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:44861|issue:47059", "issue:43519|issue:44623", + "issue:45850|issue:46218", "issue:44263|issue:45468", - "issue:44861|issue:47059", "issue:43704|issue:45341", + "issue:28348|issue:45250", "issue:43352|issue:46218", "issue:44351|issue:46218", - "issue:28348|issue:45250", "issue:44861|issue:45290", + "issue:44230|issue:44623", "issue:44908|issue:44998", "issue:44998|issue:47177", "issue:44998|issue:47176", - "issue:44230|issue:44623", + "issue:28348|issue:43352", "issue:44492|issue:44998", "issue:43618|issue:44998", - "issue:28348|issue:43352", - "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:31515|issue:38617", + "issue:29870|issue:31515" ], - "prepared_review_unit_hash": "743d578a8979721d88d66b136d5e13443c8085790a78b0ba74418bf740ad8ef0", + "prepared_review_unit_hash": "370f9a7ce060edf243ac9e8b2a768b087f3b6307c48dd16571b48cddd73d83d5", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41327, - "estimated_input_tokens": 10332, - "estimated_eval_tokens": 20920 + "soft_pair_count": 45, + "serialized_chars": 40436, + "estimated_input_tokens": 10109, + "estimated_eval_tokens": 20474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated issues about flash attention, tokenizer behavior, loading/import failures, schedulers, audio models, security bugs, and even non-technical spam. None of the soft pairs look like the same concrete bug/change.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45250 is the broadest, most generic flash-attention-related item in the set, so it is the closest weak representative for the tiny attention-support subtheme. The cluster overall is too mixed to treat as a true duplicate group.", + "summary": "The soft-pair list is dominated by false positives: most matches only share broad terms like Flash Attention, processor, tokenizer, or loading, but they point to different subsystems and failure modes. I would not merge any of the candidate edges. If a single issue must be chosen as the best representative, issue 43519 is the most concrete and well-scoped bug report in the set.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43519 is a concrete, narrowly scoped processor bug with a clear failure description, making it a better representative than the broader or noisier candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45250 is the best available issue anchor only because its title is the most general and overlaps with the few flash-attention items; however, it is still not a strong duplicate representative for the full cluster.", + "best_issue_reason": "Issue 43519 is the strongest standalone issue here: specific repro context, clear symptom, and less ambiguity than the generic or loosely phrased reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Different problems: continuous batching for audio models vs a DeepSeek weight-conversion/documentation question." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but one is a Qwen3VL timestamp calculation issue and the other is a SmolVLM video padding bug; different code paths." + }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Different bugs: Liger Kernel not applied in model_init vs flash_attention_3 causing degenerate training." + "reason": "Model_init/Liger Kernel application bug is unrelated to a flash_attention_3 training degradation issue." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "Completely unrelated: GLM-5 RoPE implementation vs shell command-substitution allowlist bypass." + "reason": "GLM-5 RoPE implementation and shell command substitution allowlist bypass are unrelated domains and vulnerabilities." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Different model/code paths: DSA indexer ReLU discussion vs Gemma4AudioRelPositionalEncoding." + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model bugs, not one underlying defect." }, { "left": "issue:45230", - "right": "issue:45310", + "right": "issue:45656", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared concrete failure mode." + "reason": "A generic bug report does not match an optimizer-step-called-twice deepspeed issue." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Broken env CLI command vs lazy loading regression; different subsystems and symptoms." + "reason": "A DSA indexer/ReLU discussion is not the same as Gemma-4 audio positional encoding." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:43976", + "right": "issue:47177", "accept": false, - "reason": "Gemma audio positional encoding issue vs CohereASR training-loss double-shift bug." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to a tar/zip-slip arbitrary file write RCE." }, { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Python version compatibility bug vs tar/zip slip RCE security issue." + "reason": "Broken env CLI behavior and lazy loading problems are different features with different failure modes." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation; unrelated logic." + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:44485", + "right": "issue:47177", "accept": false, - "reason": "Continuous batching audio-model support vs deepseekv4 weight conversion question." + "reason": "RoPE math in model code is unrelated to archive path traversal / file-write security issues." }, { - "left": "issue:44485", - "right": "issue:47177", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "RoPE implementation bug vs arbitrary file write / RCE security issue." + "reason": "A tied-weights helper AttributeError is not the same as a special_tokens list-vs-dict error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regression vs inverse_sqrt scheduler kwargs handling; different code paths." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about input_ids/past_key_values is not the same as a Llama 3.2 Vision model loading regression." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in Qwen3VL vs scheduler timescale kwarg bug." + "reason": "Processor timestamp math and scheduler kwargs handling are separate bug classes." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Documentation confusion in forward() vs a Llama 3.2 model loading breakage." + "reason": "Import-star cleanup/performance concerns do not match a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken transformers env CLI vs inability to import Qwen3_5ForCausalLM." + "reason": "CLI env command breakage is unrelated to a module import failure for Qwen3_5ForCausalLM." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Remove import * usage vs VRAM leak in multi-dataloader-thread inference; unrelated change and bug." + "reason": "General tokenizer behavior differences from v4 to v5 are broader than a specific wrong decoder type bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation vs Gemma4 audio positional encoding; different models and failures." + "reason": "RoPE implementation in GLM-5 is not the same defect as Gemma-4 audio positional encoding." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad complaint about Transformers 5.0 vs tar/zip slip RCE; no shared underlying defect." + "reason": "A broad 'breaks too many models' report is not the same as an archive extraction RCE." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad complaint about Transformers 5.0 vs shell allowlist bypass; unrelated security vs compatibility." + "reason": "A broad version-regression complaint is unrelated to a shell operator allowlist bypass." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE bug." + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings API behavior vs VRAM leak in multi-threaded use." + "reason": "TF32 API behavior guidance is unrelated to a VRAM leak bug." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:43352", + "right": "issue:47177", "accept": false, - "reason": "AttributeError in tied-weight-key handling vs special_tokens list/keys error; different failures." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to tar/zip-slip file write RCE." }, { - "left": "issue:43352", - "right": "issue:47177", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "NemotronH Flash Attention 2.0 support issue vs tar/zip slip RCE; unrelated." + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only still triggering network requests vs timestamp calculation bug." + "reason": "Unexpected network requests with local_files_only=True are unrelated to Qwen3VL timestamp calculations." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:44861", + "right": "issue:47059", "accept": false, - "reason": "Both tokenizer-related, but the reported symptoms differ and there is no evidence of the same concrete regression." + "reason": "Tied weights key handling and a CLI completion attribute error are different bugs." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "CPU offload device mismatch in suno/bark-small vs Gemma4 audio positional encoding." + "reason": "Processor timestamp math is unrelated to missing processor save_pretrained files." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General Transformers 5.0 complaint vs import failure for Qwen3_5ForCausalLM." + "reason": "A broad regression complaint does not match a specific module import failure." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer vs Gemma4 audio positional encoding." + "reason": "torch.split return values in a DSA indexer are unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:44861", - "right": "issue:47059", + "left": "issue:43704", + "right": "issue:45341", "accept": false, - "reason": "Tied-weight-key AttributeError vs CLI failure from huggingface_hub version mismatch." + "reason": "VRAM leakage in a model is unrelated to a testing_utils.py bug." }, { - "left": "issue:43704", - "right": "issue:45341", + "left": "issue:28348", + "right": "issue:45250", "accept": false, - "reason": "VRAM leak bug vs a small testing_utils issue; unrelated." + "reason": "GPT2LMHeadModel FA2 support is a concrete model request; the other issue is only a generic Flash Attention 2.0 topic." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH vs Qwen3_5 import failure; different components." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a module import error for Qwen3_5ForCausalLM." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Importing HybridCache vs importing Qwen3_5ForCausalLM; both import errors, but not the same symbol or root cause." + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are separate missing-symbol issues." }, { - "left": "issue:28348", - "right": "issue:45250", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "Related theme, but not the same concrete change: GPT2LMHeadModel-specific FA2 support request vs a generic Flash Attention 2.0 issue." + "reason": "Tied-weight key lookup and apply_chat_template tool-call crashes are different parts of the library." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Tied-weight-key crash vs apply_chat_template crash with tool-call assistant messages." + "reason": "FP8 Qwen3-VL/Qwen3.5 MoE support is unrelated to processor save_pretrained missing files." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg bug vs a non-technical/spam issue; no relation." + "reason": "A scheduler kwargs bug is unrelated to a nonspecific 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Unemployment spam vs tar/zip slip security bug; unrelated." + "reason": "A placeholder-style issue title does not match a tar/zip-slip RCE." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Unemployment spam vs shell allowlist bypass security bug; unrelated." + "reason": "A placeholder-style issue title does not match a shell operator allowlist bypass." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs processor.save_pretrained missing files." + "reason": "Both mention Flash Attention 2.0, but they target different models and separate support gaps." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies vs unrelated spam issue." + "reason": "A cache-strategy typo is unrelated to the unrelated placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated spam issue." + "reason": "CLIPOutput attentions assignment bug is unrelated to the placeholder issue." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are model-specific support requests for different architectures, not the same bug/change." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is not the same as a from_pretrained error in Transformers>=5.4.0." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "from_pretrained checkpoint loading slowness vs ImportError for layer_type_validation; different code paths." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 support request vs from_pretrained error for Qwen3.5 MoE; not the same defect." + "reason": "Slow from_pretrained checkpoint loading and an import failure for layer_type_validation are unrelated problems." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask bug vs slow from_pretrained checkpoint loading." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLFlow reporting on failed training vs from_pretrained performance issue." - }, - { - "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": "Loading-performance issue vs documentation confusion in forward(); different problem types." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Audio continuous batching support vs FP8 inference support; different features and failures." + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." } ] }, @@ -20077,17 +20082,27 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", "issue:37934", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", "issue:43717", "issue:43813", "issue:44031", + "issue:44230", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:43298|issue:44230", + "issue:31515|issue:31795", "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", @@ -20101,106 +20116,130 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "6dd5691e53361a296569f3e4579767d005b6e96e73630f0500256a16689ff3d7", + "prepared_review_unit_hash": "3d5bb4154f1c900382075b3c74a954bc3fe1f68f8a4db998eac8c6e77d523b7b", "component_budget": { "node_count": 529, "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011320, - "estimated_input_tokens": 252830, - "estimated_eval_tokens": 505916 + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 }, "budget": { - "node_count": 9, - "item_count": 9, - "soft_pair_count": 12, - "serialized_chars": 8610, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13149, + "estimated_input_tokens": 3288, + "estimated_eval_tokens": 6832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are not duplicates; they span unrelated models/features (norm layers, Mask2Former loss args, ModernBERT typing, tokenizer warnings, DeepSeek gating, RoFormer attention, etc.). The soft-similarity pairs are superficial and do not indicate the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the reported problems affect different code paths, models, and failure modes.", + "summary": "This cluster is a heterogeneous grab-bag of unrelated issues spanning MLflow reporting, checkpoint loading, docs, tensor parallelism, norms, loss plumbing, tokenizer warnings, and model-specific bugs. I found no true duplicate pairs or mergeable PR candidates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 42936 is the most concrete, narrowly scoped bug report, but it should not be treated as a duplicate hub for the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs are different failure modes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support is unrelated to fp8 Qwen VL/MoE inference support." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading-speed bug and documentation confusion about forward arguments are not the same issue." + }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different subsystems and failure modes: Mamba/Mamba-2 init_weights behavior vs RoFormer attention interface usage. No shared code path." + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage affect different code paths." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are unrelated model bugs." + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "One is a ModernBERT config type-hint issue; the other is a tokenizer regex warning regression. Similar theme only at a very broad level." + "reason": "A type-hint bug in ModernBERTConfig is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value not used is unrelated to kwargs not being forwarded into a loss function." + "reason": "Unused ignore_value and missing kwargs in loss calculation are different defects." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding and RoFormer attention interface usage affect different components and code paths." + "reason": "Loss-kwargs plumbing and RoFormer attention interface are not the same underlying problem." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss configuration bug vs tokenizer warning regression; not the same defect." + "reason": "Mask2former ignore_value handling does not match tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different models and different bugs: Mask2Former ignore_value handling vs RoFormer attention interface integration." + "reason": "Mask2former ignore_value usage and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss argument handling and a quantization_operation typo are unrelated." + "reason": "Unused ignore_value and a typo in quantization_operation target different code paths." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and a typo in quantization code do not describe the same underlying issue." + "reason": "Incorrect type hinting and a naming typo are unrelated fixes." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss functions is a runtime behavior bug; incorrect type hints are purely API metadata and not the same issue." + "reason": "Loss kwargs propagation and a config type-hint issue are not duplicates." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question and ModernBERT norm_eps type hint are different model-specific concerns." + "reason": "RMS-norm behavior question for Llama4TextL2Norm is unrelated to a ModernBERT type-hint bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value loss logic and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are different issues." } ] }, @@ -20233,7 +20272,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "b7a40596856dfac89a72b392b1dcd2e9a4156e5132083c28199edd8f2aed3566", + "prepared_review_unit_hash": "159cba91932fd731a245d219c3c72fb29704e27015539a98d2b30281897589c3", "component_budget": { "node_count": 3, "item_count": 3, @@ -20255,30 +20294,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they concern different features in different parts of the library (tokenizer truncation behavior, ReduceLROnPlateau-like training control, and Wav2Vec2 word boundary offsets). No soft edge should be merged.", - "confidence": 0.96, + "summary": "The three issues are about unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the topics are unrelated; if forced, issue 10519 is the clearest self-contained feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features and code paths: truncation-from-beginning behavior vs Wav2Vec2 word offset extraction." + "reason": "Different problem domains: truncation strategy for tokenization vs word-level time offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: tokenizer truncation option vs learning-rate scheduler functionality." + "reason": "One is about truncation direction in preprocessing; the other requests learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different problem domains: scheduler-like training logic vs speech model word timing offsets." + "reason": "Unrelated requests: ReduceLROnPlateau-like training utility vs extracting word boundary timestamps from audio models." } ] }, @@ -20310,12 +20349,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "b893510896fb590797aac16759cb34117d1c6141a11afb39eca2c88201a69345", + "prepared_review_unit_hash": "f8ac9aa92910f6284f1dca378100d6e124f7d35bf29386cc10052b1fd3638056", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20323,7 +20362,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20332,24 +20371,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is weakly related at best: 16618 is the only broad model-loading complaint, but 15980 is specifically about private-model auth/error messaging and 13244 is a separate tokenization discrepancy. I would not merge any of the soft edges as true duplicates.", - "confidence": 0.49, - "canonical_issue_reason": "issue 16618 is the best umbrella candidate because it is the broadest direct model-loading failure report; the other two are either narrower auth/error-message behavior (15980) or a different tokenization bug entirely (13244).", + "summary": "These three issues do not look like duplicates of the same bug. Two are about model-loading/authentication/error handling, while one is about Tapas tokenization behavior and is unrelated.", + "confidence": 0.92, + "canonical_issue_reason": "No clear duplicate cluster exists here; if one issue must be selected, #16618 is the broadest user-facing failure report, but it is not the same underlying problem as the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue 16618 is the most representative of the apparent shared theme around model loading, even though the cluster appears over-broadened.", + "best_issue_reason": "#16618 is the most general and likely to attract the most relevant fix discussion for a model-loading failure, but it should not absorb the other two issues as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch vs. model-loading failure are different underlying bugs/code paths." + "reason": "Tapas tokenization mismatch is a different code path and symptom than failing to load bert-base-uncased; no shared underlying bug is evident." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/error-message handling is not the same underlying issue as a generic 'can't load bert-base-uncased' report." + "reason": "Both involve model download/load failures, but #15980 is specifically about the error shown when unauthenticated on a private model, while #16618 is a separate public-model load failure report." } ] }, @@ -20368,8 +20407,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-19631-3", "nodes": [ @@ -20381,7 +20420,7 @@ "issue:19631|issue:22372", "issue:19631|issue:20362" ], - "prepared_review_unit_hash": "a17f66ba78ba463776ae7145108d134c47136693b81f92bfbfcc6e6c9ed7a44f", + "prepared_review_unit_hash": "117353bdc4c21234f0c867d61854408538284fbb4a554647eee0bb247f4f784b", "component_budget": { "node_count": 3, "item_count": 3, @@ -20403,24 +20442,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are closed feature requests to add different models, but they describe different underlying additions: EDSR/MDSR, FlexiBERT, and Restormer. They are related only at a very broad \u201cadd model support\u201d level, so they should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "issue:19631 is the earliest request and is a concrete model-addition ask, but there is no true duplicate canonical because the other issues target different models.", + "summary": "These are three distinct feature-request issues for adding different models (EDSR/MDSR, FlexiBERT, Restormer), not duplicates of the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:19631 is the best representative only by age and specificity; it is not the same underlying request as the others.", + "best_issue_reason": "issue:19631 is the broadest and most discussed of the three, so it is the best cluster representative if one is needed; however, it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:19631", "right": "issue:22372", "accept": false, - "reason": "EDSR/MDSR and Restormer are different model families; this is the same broad feature area, not the same request." + "reason": "Different model requests: EDSR/MDSR vs Restormer. Same general 'add a model' theme, but not the same feature or bug." }, { "left": "issue:19631", "right": "issue:20362", "accept": false, - "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions, so they are not duplicates." + "reason": "Different model requests: EDSR/MDSR vs FlexiBERT. They are unrelated additions, not the same underlying change." } ] }, @@ -20450,12 +20489,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "cbdc3d43cf9a658a5b112d9f156f3357245cb5fe760cf959db3483066497babb", + "prepared_review_unit_hash": "c3ea2312327a2f34e84bbdaae4da00effac2e399654940c3bb47a41b065f52fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -20463,7 +20502,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -20472,18 +20511,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They are related only in a broad \u201csupport more architectures\u201d sense, not the same underlying issue.", + "summary": "These are two separate community feature requests for different capabilities: Flash Attention 2 support vs GGUF support. They share a broad \u201cmore architectures/support\u201d theme, but not the same underlying change or bug.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the stronger representative item for the cluster only because it has higher discussion activity and broader traction, but it is not a duplicate of 33260.", + "best_issue_reason": "Issue #26350 is the better cluster representative only by age and discussion activity, but it is not a canonical duplicate target because it concerns a different feature than #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests touching different technologies (Flash Attention 2 vs GGUF). Shared wording about architecture support is too broad to treat as the same issue." + "reason": "Different requested features and code paths; same high-level support theme is too broad to treat as duplicates." } ] }, @@ -20505,10 +20544,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-27088-11", + "cluster_id": "cluster-27088-12", "nodes": [ "issue:27088", "issue:28936", + "issue:30191", "issue:30240", "issue:38435", "issue:43834", @@ -20523,17 +20563,20 @@ "issue:27088|issue:44370", "issue:27088|issue:44365", "issue:27088|issue:43834", + "issue:27088|issue:30191", "issue:27088|issue:47299", - "issue:27088|issue:30240", "issue:28936|issue:43834", "issue:27088|issue:28936", "issue:28936|issue:44365", "issue:28936|issue:30240", "issue:28936|issue:38435", + "issue:30191|issue:30240", + "issue:28936|issue:30191", "issue:30240|issue:44370", "issue:30240|issue:44365", "issue:30240|issue:43834", "issue:30240|issue:47299", + "issue:27088|issue:30240", "issue:38435|issue:44370", "issue:38435|issue:44365", "issue:38435|issue:43834", @@ -20560,268 +20603,286 @@ "issue:46226|issue:47299", "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "882a7f42307c56483ba0a8dc1da56ff92c14947a7f4ee34f4b0298c26d54511a", + "prepared_review_unit_hash": "72898d7bf1d812c5b13099dd78603c918940950d8160cf40454964134a60db0d", "component_budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 39, - "serialized_chars": 20651, - "estimated_input_tokens": 5163, - "estimated_eval_tokens": 10582 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 42, + "serialized_chars": 22277, + "estimated_input_tokens": 5570, + "estimated_eval_tokens": 11396 }, "budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 39, - "serialized_chars": 20651, - "estimated_input_tokens": 5163, - "estimated_eval_tokens": 10582 + "node_count": 12, + "item_count": 12, + "soft_pair_count": 42, + "serialized_chars": 22277, + "estimated_input_tokens": 5570, + "estimated_eval_tokens": 11396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly translation-request issues for different languages, plus a few near-identical template-like placeholder issues. They are similar in form but not clearly the same underlying request, so I would not merge them as duplicates.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43834 is the cleanest representative of the repeated placeholder-style translation-request template and is the earliest of the near-identical generic entries.", + "summary": "This cluster is mostly unrelated i18n translation requests that share a common template, so the high similarity is superficial. They should not be deduplicated as the language targets and some titles/content differ materially; the odd placeholder/spam-like issues are also not the same underlying task.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43834 is the most central template-style i18n issue and has the strongest textual overlap with the other placeholder entries, but it still is not a true duplicate of the concrete language-specific requests.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most central, generic exemplar in the cluster; the concrete-language issues look like separate translation requests rather than duplicates.", + "best_issue_reason": "issue:43834 is the cleanest representative of the repeated translation-request template, but the cluster spans distinct languages and should remain split.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish translation request vs a generic placeholder ticket; not enough evidence of the same underlying request." + "reason": "Different translation targets; same i18n template, but not the same underlying request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish request and a separate placeholder-style translation issue; different apparent targets." + "reason": "Different translation targets; only the template text overlaps." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different concrete language request vs generic placeholder wording; likely separate issues." + "reason": "Superficially similar template, but Turkish vs. placeholder/template issue context makes it a different request." }, { "left": "issue:27088", - "right": "issue:47299", + "right": "issue:30191", "accept": false, - "reason": "A concrete Turkish docs translation request is not the same as the other placeholder-style request." + "reason": "Turkish docs translation is separate from Persian docs translation." }, { "left": "issue:27088", - "right": "issue:30240", + "right": "issue:47299", "accept": false, - "reason": "Turkish and Polish translation requests are distinct language targets." + "reason": "The titles/content do not indicate the same language or same concrete translation task." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request vs generic placeholder ticket; no clear same-language or same-change match." + "reason": "Spanish translation request is distinct from the placeholder/template i18n issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish docs translation requests are different underlying tasks." + "reason": "Different target languages: Turkish vs Spanish." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request and a placeholder template issue are not clearly the same request." + "reason": "Different language request; similarity is just the shared translation template." }, { "left": "issue:28936", "right": "issue:30240", "accept": false, - "reason": "Spanish and Polish translation requests are different language-specific issues." + "reason": "Spanish docs translation is separate from Polish docs translation." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct." + "reason": "Spanish and Romanian translation requests are different tasks." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish docs translation is not the same as Persian docs translation." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian and Polish translation requests are different issues." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Polish request vs generic placeholder ticket; not enough evidence of duplication." + "reason": "Polish translation request is distinct from the placeholder/template i18n issue." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Polish translation request and a placeholder template issue do not clearly refer to the same task." + "reason": "Polish docs translation is a separate language request." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Polish request vs generic placeholder wording; likely separate translation requests." + "reason": "Different concrete translation task; only the template is shared." }, { "left": "issue:30240", "right": "issue:47299", "accept": false, - "reason": "Polish request and another placeholder-style translation issue are not clearly the same change." + "reason": "No evidence these refer to the same language or same request." + }, + { + "left": "issue:27088", + "right": "issue:30240", + "accept": false, + "reason": "Turkish and Polish translation requests are different." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder ticket; different apparent targets." + "reason": "Romanian translation request is distinct from the placeholder/template issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request and a placeholder template issue are not clearly duplicates." + "reason": "Romanian translation request is not the same as the placeholder/template i18n issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request vs generic placeholder wording; likely separate issues." + "reason": "Different concrete language request; similarity is only structural." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Romanian request and another placeholder-style translation issue are not the same concrete request." + "reason": "Romanian translation request does not match the unrelated placeholder/spam-like title." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request vs a different non-English-looking request; no evidence of the same underlying change." + "reason": "Romanian translation request is unrelated to the Thai/spam-like issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These are only similar template-style translation issues; no concrete evidence they are the same request." + "reason": "These look like separate template instances, not the same translation task." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Near-identical placeholder text is not enough to prove a duplicate underlying translation request." + "reason": "Template overlap is high, but no evidence they are the same concrete request." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Template-like similarity alone does not establish the same underlying issue." + "reason": "The titles suggest different content and no shared concrete translation target." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Both look like generic translation-request text, but there is no evidence they are the same actual language request." + "reason": "Placeholder/template issue and Thai text issue are not the same request." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "No concrete overlap beyond generic translation-request similarity." + "reason": "No indication these are the same underlying issue; titles/content differ." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Highly similar placeholder issues, but not enough evidence they are the same underlying request." + "reason": "These are separate template-like translation requests, not one concrete bug/change." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Template-level similarity only; no explicit same-language or same-change evidence." + "reason": "No evidence of a shared language or same request; only template similarity." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic similarity is insufficient to treat these as the same issue." + "reason": "Template-style i18n issue and Thai/spam-like issue are unrelated." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "No evidence these placeholder-like entries are the same underlying request." + "reason": "Different titles/content; not the same underlying request." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Similar template wording only; not enough to confirm duplicate change/request." + "reason": "These are not the same translation task; similarity is superficial." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "No concrete sign they refer to the same language translation task." + "reason": "Different content and no shared concrete translation target." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Placeholder-level similarity is not sufficient to merge as duplicates." + "reason": "No evidence they refer to the same underlying issue." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Different-language-looking text and generic placeholder similarity do not prove the same request." + "reason": "Both are malformed/spam-like, but they do not look like the same concrete request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "No explicit evidence the two translation requests target the same language or content." + "reason": "Template translation issue vs. Thai text issue; not the same underlying change." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic translation-request similarity is not enough to call these duplicates." + "reason": "These look like different issues; shared similarity is not enough." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "These appear to be separate translation-request tickets with only superficial similarity." + "reason": "Placeholder/template issue and Thai text issue are not the same task." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "The two non-Latin-language titles are not enough to show the same underlying translation request." + "reason": "Two different Thai-titled issues; no evidence they are the same request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different-looking requests with no explicit shared target or code-path evidence." + "reason": "Different Thai-titled issues with no shared concrete code-path or task." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "No concrete evidence that these are the same underlying issue." + "reason": "These titles appear unrelated; not the same underlying issue." }, { "left": "issue:46931", "right": "issue:47299", "accept": false, - "reason": "Only superficial similarity; not enough to accept as duplicates." + "reason": "No strong evidence these are the same request; titles/content differ." } ] }, @@ -20925,220 +20986,220 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "b6093b085617b9a7b6a1fd4726d564c94782bed2c29e5ccd072f4358277bbcbf", + "prepared_review_unit_hash": "8dc1b7b148c294ac56953c9f39cf52b69e81c1af495568286c41b69a1cd3d0f2", "component_budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31688, - "estimated_input_tokens": 7922, - "estimated_eval_tokens": 16100 + "serialized_chars": 31680, + "estimated_input_tokens": 7920, + "estimated_eval_tokens": 16096 }, "budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 55, - "serialized_chars": 31688, - "estimated_input_tokens": 7922, - "estimated_eval_tokens": 16100 + "serialized_chars": 31680, + "estimated_input_tokens": 7920, + "estimated_eval_tokens": 16096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose thematic bucket of distinct model-request issues (vision, audio, BERT-like, detectors, OCR, etc.), not true duplicates. The soft-similarity edges are driven by shared wording like \"Add/Support model\" rather than the same underlying change.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue here appears to be the same underlying request as the others; the items are separate model-addition proposals for different architectures and modalities.", + "summary": "This cluster is not a duplicate set: it contains many separate model-request issues across unrelated models, modalities, and features. The apparent overlap is mostly superficial keyword similarity (e.g., \"add model\", \"support\", BERT/audio/vision terms), not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous model requests and do not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41115 is the broadest/most generic request in the set by title, so it is the closest representative, but it is still not a true duplicate hub.", + "best_issue_reason": "No single best issue for deduping: none of these issues is a clear superset or duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models and different requests." + "reason": "RoMa keypoint matcher and LoMa keypoint detector+matcher are different model requests and not the same code change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matching and MiniCPM3 architecture support are unrelated changes." + "reason": "Keypoint matching versus MiniCPM3 architecture support are unrelated domains." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are distinct model additions." + "reason": "EuroBert config and DEIMv2 support are distinct model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + "reason": "EuroBert config and Qwen3-TTS support are unrelated requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different model families with no shared code-path change." + "reason": "EuroBert config and RF-DETR are different model integrations." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are separate model requests." + "reason": "EuroBert config and XiaoMi MiMo are unrelated model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models, not the same request." + "reason": "RF-DETR and DEIMv2 are different detector models, not one shared fix." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different modalities and implementations." + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR detection support is unrelated to the OpenAI weight-sparse transformer request." + "reason": "RF-DETR model addition and a weight-sparse transformer request are not the same change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model integrations." + "reason": "RF-DETR and Qwen3-ASR are different model families and code paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model-support requests." + "reason": "RF-DETR vision support and Qwen3-TTS support are unrelated." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions, not the same bug/change." + "reason": "NeoBERT and Qwen3-ASR are separate model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and the weight-sparse transformer request do not touch the same concrete code path." + "reason": "NeoBERT support and OpenAI weight-sparse transformer support are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are separate architectures and domains." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT and LLMDet are distinct model support requests." + "reason": "NeoBERT and LLMDet target different model families and features." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model integrations." + "reason": "RF-DETR and NeoBERT are unrelated model requests." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet support and MiniCPM3 architecture support are different changes." + "reason": "LLMDet support and MiniCPM3 architecture support are different concrete changes." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet and Qwen3-ASR are unrelated model requests." + "reason": "LLMDet and Qwen3-ASR are unrelated model support tickets." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet support is not the same as Qwen3-TTS support." + "reason": "LLMDet and Qwen3-TTS are different model requests." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet and ModernVBERT are different model families." + "reason": "LLMDet and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are different code changes." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support is unrelated to the weight-sparse transformer request." + "reason": "MiniCPM3 support and weight-sparse transformer support are not the same code-path change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are different model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model-support tasks." + "reason": "DEIMv2 detection support and Qwen3-TTS support are unrelated." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-like model requests." + "reason": "NeoBERT and ModernVBERT are distinct model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model targets and modalities." + "reason": "ModernVBERT and Qwen3-ASR target different models and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + "reason": "ModernVBERT and Qwen3-TTS are unrelated support requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are not the same underlying change." + "reason": "BERT-like RoPE support is a broad architecture request, while Voxtral TTS is a specific model addition." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely by theme, not by specific change." + "reason": "ModernVBERT support is not the same as adding generic BERT-like RoPE support; the scope and code change differ." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "RoPE-enabled BERT-like models and XiaoMi MiMo are different model requests." + "reason": "Generic BERT-like RoPE support and XiaoMi MiMo are unrelated model requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support is unrelated to the Mirko Privitera issue." + "reason": "BERT-like RoPE support and an issue titled with a personal name are not the same underlying change." }, { "left": "issue:42954", @@ -21150,139 +21211,139 @@ "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet and XiaoMi MiMo are separate model requests." + "reason": "LLMDet and XiaoMi MiMo are unrelated model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model integrations." + "reason": "XiaoMi MiMo and Qwen3-TTS are different models/tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are different model families." + "reason": "ModernVBERT and XiaoMi MiMo are distinct model additions." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different requests with no shared fix." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are separate model requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related in vendor name only; they are distinct model support requests." + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and likely different code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS models and likely different integration code." + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS models and not the same concrete change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { - "left": "issue:43671", + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests." + }, + { + "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as the weight-sparse transformer request." + "reason": "Qwen3-ASR support and a weight-sparse transformer request are unrelated." }, { "left": "issue:43837", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio model requests." + "reason": "ASR support and Voxtral TTS support are different tasks and code paths." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and use cases." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are unrelated changes." + "reason": "Qwen3-ASR and EUPE are different model families." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model integrations." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink options are not the same underlying feature." + "reason": "Adding LFM2.5 Audio support and adding SWA+sink to Granite are different changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are distinct model requests." + "reason": "OpenAI weight-sparse transformer support and EUPE support are unrelated." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS are unrelated model changes." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet and Voxtral TTS are different model families and code paths." + "reason": "LLMDet and Voxtral-4B-TTS-2603 are different model support tickets." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementations." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests." + "reason": "EUPE and TIPSv2 are different vision-language model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + "reason": "XiaoMi MiMo and a personal-name issue are not the same underlying bug or change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are not the same issue." + "reason": "ModernVBERT and a personal-name issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and a personal-name issue are not the same request." } ] }, @@ -21312,7 +21373,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "638bc9cb6e0ce48b959e977cedc93fca5599a5c6ffba1607155471d48c381812", + "prepared_review_unit_hash": "568f31e3595049afd24af8859e24cb3b4fcc5e36c7e00e2d177eccd954305d04", "component_budget": { "node_count": 2, "item_count": 2, @@ -21334,18 +21395,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They touch different topics and should stay separate.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are unrelated and do not describe the same underlying problem or change.", + "summary": "These two issues are not duplicates: one is a documentation request about adding Pruna as an optimization framework, and the other is a technical Vision RoPE refactor. They address different areas and different kinds of work.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are unrelated and do not describe the same bug, feature, or code change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the better representative issue only because it is a concrete technical refactor topic; issue 38740 is a separate docs request.", + "best_issue_reason": "Issue #46443 is the better representative issue because it is the substantive technical refactor; #38740 is a narrower docs-only request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and scopes: documentation about adding a framework vs a Vision RoPE refactor. No shared bug or change path." + "reason": "Different topics and work types: docs/optimization-framework mention versus Vision RoPE refactor. No shared code path or underlying bug/change." } ] }, @@ -21364,8 +21425,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -21375,7 +21436,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "76e2d2ba40b374b9da940b5b8f69c236ee552a5263e0c00070d899dcf6a3db69", + "prepared_review_unit_hash": "788c7ba656c5a57cc6c00e89b528829fa5b2fde254dd2e688c8079a107981b0b", "component_budget": { "node_count": 2, "item_count": 2, @@ -21397,18 +21458,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. They share only a broad model/inference context, not the same underlying problem.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the titles and scopes are different, with no evidence they track the same bug or feature.", + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is about DeepSeek v3.2 model support.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue; the titles point to different feature/problem areas with no evidence of a shared underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "43037 is the more specific, self-contained request, but it is not a duplicate anchor for 41084.", + "best_issue_reason": "No best issue for deduplication: neither issue subsumes the other, so neither should be treated as the canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: decoding mode implementation vs model compatibility/support. The overlap is only broad LLM infrastructure, not the same issue." + "reason": "Different underlying requests/problems (block decoding vs model support); not the same bug or change." } ] }, @@ -21438,7 +21499,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "e7db4e1b0e7adbbd9f567714c84de53802b04974668c5f953e397f01bbd95ae6", + "prepared_review_unit_hash": "13b83d45bda3035651a3773a8de022a2720e2c2eeba9acb3ce180cb58c464b64", "component_budget": { "node_count": 2, "item_count": 2, @@ -21460,18 +21521,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about memory-efficient tiled model components, but they describe different requested changes in different code paths: one adds a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other proposes integrating TiledMLP. They should not be clustered as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue for a duplicate cluster: the issues target different components and different user-visible changes.", + "summary": "The two issues are about different feature requests: one for exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other for integrating TiledMLP to reduce memory footprint. They do not describe the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #41306 is the more concrete and narrowly scoped request, with a specific API change (`from_pretrained()` flag) and named implementation target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the more concrete request, with a specific API surface (`from_pretrained()`) and a narrowly defined feature change.", + "best_issue_reason": "#41306 is the best representative of the cluster because it is the most actionable and clearly defined issue, even though it is not a duplicate of #41826.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Both mention tiled/memory-saving ideas, but they are different enhancements for different modules: TiledFusedLogitsLoss/FLCE flag handling versus TiledMLP integration. They do not appear to be the same underlying bug or change." + "reason": "Different requested changes: FLCE/TiledFusedLogitsLoss flag exposure vs TiledMLP integration for memory reduction. Same broad theme, but not the same code-path problem." } ] }, @@ -21501,12 +21562,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "f1d82b4402c0e0bae434faada5772c2ceb73b7e94664c022e865d0cba2409c81", + "prepared_review_unit_hash": "5495164d0dc985a6d9f0b6f5ace2d99b2e97321928e3d154cc029337a0f094a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -21514,7 +21575,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -21523,18 +21584,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues share only a broad theme around custom trainers, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation. They do not look like duplicates.", - "confidence": 0.91, + "summary": "These are related only at a broad Trainer level, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the more concrete Trainer behavior request and reads as the stronger representative of the cluster, though it is not a duplicate of the other issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They concern different underlying code paths and outcomes: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Shared Trainer/custom-trainer context is too broad to treat as the same bug." + "reason": "Same general Trainer subsystem, but the underlying bugs are different and would require different fixes: custom column removal behavior vs FLOPS counting for custom trainers." } ] }, @@ -21564,7 +21625,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "9ec83f096125408259b418a75a98ebf27cfdbdbf42ff80ae44c2b8cb4f68c7c2", + "prepared_review_unit_hash": "d7d852a184e3cb08c29ba41dcda19461c8a48d6fe07267dfb36e30c7667b08bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -21586,18 +21647,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-support feature requests for different Qwen families and different auto-class classes, so they should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43684 is the broader request and the better representative of the cluster: it asks for AutoModel / AutoModelForConditionalGeneration registration for Qwen3-Omni, whereas 44405 is a narrower AutoModelForSequenceClassification request for Qwen3.5.", + "summary": "These are related family-of-model support requests, but they target different model versions and different AutoClass registrations, so they do not look like the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43684 is the broader, more general request: adding Qwen3-Omni registration to core AutoModel/AutoModelForConditionalGeneration. It better represents the cluster than the narrower Qwen3.5 sequence-classification request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the most central issue to keep as the cluster anchor because it targets core auto-class registration rather than a single task-specific head.", + "best_issue_reason": "#43684 is the best issue to keep as the representative item because it covers the larger registration gap and is closer to an umbrella model-support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: one is registration for Qwen3-Omni in generic generation auto classes, the other is adding sequence-classification support for Qwen3.5. They do not describe the same bug or fix path." + "reason": "Different targets: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration versus Qwen3.5 AutoModelForSequenceClassification support. They involve different model variants and different downstream heads, so they are not the same bug/request." } ] }, @@ -21634,12 +21695,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "acdf8bab5e9d4b2d3d564acf0c974bfe15e7a20bd8ef2bb3b4c58cb1a86bf466", + "prepared_review_unit_hash": "21d6eb7b0846d2937eb676a917d25696139a88f8afecf0131d3f5a2475c9476b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21647,7 +21708,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -21656,58 +21717,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three 'huggingface ' issues look like the same duplicate cluster; 'Fett' appears unrelated. No PRs are present.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface ' reports and is the best anchor for the duplicate cluster.", + "summary": "These are mostly content-free placeholder issues. The three \"huggingface\" issues look superficially similar, but there is not enough body detail to confirm they describe the same underlying bug; \"Fett\" is clearly separate by title.", + "confidence": 0.58, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43845 is the most suitable global issue representative: it is earliest, matches the repeated title exactly, and has no conflicting evidence.", + "best_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports, so it is the best placeholder candidate if one must be chosen, but the evidence is too thin to treat it as a true canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no evidence they describe the same underlying problem." + "reason": "Different titles and no substantive body detail tying them to the same report." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no shared issue details beyond generic similarity." + "reason": "Different titles and no substantive body detail tying them to the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no shared concrete bug description." + "reason": "Different titles and no substantive body detail tying them to the same report." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same exact title and very similar issue metadata; likely duplicate reports of the same issue." + "accept": false, + "reason": "Same short title, but the issues are too empty to verify they are the same underlying problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and same apparent topic; no distinguishing details are present." + "accept": false, + "reason": "Same short title, but there is not enough description to confirm duplicate status." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and no evidence of different underlying bugs." + "accept": false, + "reason": "Same short title, but there is not enough description to confirm duplicate status." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: 43845 is the earliest of the three identical 'huggingface ' issues, the soft-edge acceptances among 43845/43846/43859 are conservative given the identical titles and high similarity, and 43835 is reasonably treated as unrelated because it has a different title and no stronger evidence. No PRs are present." - }, - "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 }, @@ -21719,8 +21777,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21745,106 +21803,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "aee81302749b852f013fca13be8b3b6cb21fb775f726752a0f5bc0ca1a5d1b40", + "prepared_review_unit_hash": "a3a8f7d2366807872fc3578bb8fdb5eb9b060c2c921d4a753690263bb0ad59e1", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of low-information issues, mostly spam-like placeholders plus two unrelated topic titles. There is not enough evidence to confidently merge any pair as the same underlying bug/change.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 44371 is the earliest item in the cluster and is as representative as the other spam-placeholder issues; there is no stronger substantive signal to prefer another issue.", + "summary": "This cluster appears to be a grab bag of unrelated low-content/spam/off-topic issues, not true duplicates. The titles do not point to the same bug or feature, and there is no body/diff evidence to connect them.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 47036 is the most substantive and descriptive item in the set ('Community benchmark tip') and has some discussion activity, so it is the best representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is a reasonable cluster representative because it is earliest and the cluster lacks meaningful technical detail across all candidates.", + "best_issue_reason": "Issue 47036 is the only issue with a clearly non-spam, actionable-sounding title; the others are generic spam placeholders or unrelated prompts.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder-style title, but no body/details to show a concrete shared bug or change; too little evidence to treat as the same issue." + "reason": "Both are generic spam placeholders, but there is no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like title alone is not enough to confirm the same underlying issue." + "reason": "Generic spam titles only; no concrete shared bug or request is visible." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Different titles and no shared technical context; appears unrelated." + "reason": "'spam' vs a documentation suggestion are unrelated." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "No evidence of a shared bug/change; the titles are unrelated and low-information." + "reason": "A spam placeholder is not the same as a community benchmark tip." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Unrelated topic title versus spam placeholder; no basis for duplicate consolidation." + "reason": "'spam' and 'Check out \"Google LLC\"' are different topics with no shared issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation-suggestion wording does not match the spam placeholder issue and no concrete common problem is shown." + "reason": "Documentation enhancement and spam placeholder are clearly different." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different apparent purpose and no technical overlap beyond generic similarity." + "reason": "Documentation enhancement and spam placeholder are clearly different." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Even though the titles match exactly, there is no description or code-path evidence to prove they are the same underlying issue." + "reason": "Both are spam placeholders, but titles alone do not justify treating them as the same underlying report." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "No shared concrete bug/change; titles are unrelated." + "reason": "Spam placeholder vs community benchmark tip; no shared concrete problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No evidence these concern the same underlying issue." + "reason": "Spam placeholder and 'Check out \"Google LLC\"' are unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No shared technical context; unrelated titles." + "reason": "Spam placeholder vs community benchmark tip; no concrete overlap." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No evidence of the same bug/change; titles are unrelated." + "reason": "Spam placeholder and 'Check out \"Google LLC\"' are unrelated." } ] }, @@ -21863,8 +21921,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21874,47 +21932,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a70a9569b9f6a839f6857f89bf67fac35ec47d7e13e57fce972087a7776de12d", + "prepared_review_unit_hash": "88f2f10f9cb5a39eee913aba50810f5e6e68cc94b7944a839b309e6cbd09872f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "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 near-identical body sizes, indicating the same underlying report; issue #45145 is the better canonical choice because it was created earlier and already has an inbound reference.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is earlier and has an inbound reference, so it is the stronger canonical issue for this duplicate pair.", + "summary": "The two closed issues are very similar and likely related, but the evidence is too weak to treat them as a confirmed duplicate pair. #45145 is still the best canonical issue because it is earlier and has slightly more linkage.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the better canonical issue because it was opened first and has an inbound reference, giving it slightly more history/linkage than #45151.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best overall issue representative: it matches the same title/body as #45151 and has more existing linkage.", + "best_issue_reason": "#45145 is the best representative issue for the cluster: it matches #45151 very closely and is the more established entry.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same exact title and highly similar body length/structure, with soft-similarity evidence pointing to the same report." + "accept": false, + "reason": "The evidence only shows soft similarity plus the same title/body size. There are no explicit targets, filenames, or links tying them to the same underlying issue, so this should remain a possible duplicate rather than a confirmed one." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is broadly grounded, but the soft-edge verdict is too strong for the evidence. The packet only provides soft similarity plus same title/body size and no targets/files; that supports a possible duplicate, not a confident accept that they are the same underlying issue. Please keep the verdict conservative unless there is stronger linkage." + }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21980,8 +22041,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -21991,7 +22052,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "74b08440ecc2c335b35269491d7860922284b09c781b0df5272499f89980bc39", + "prepared_review_unit_hash": "efd62dc707795e4c836f630ad1d2ca145d867c7515c34eebe7de1a97ed200385", "component_budget": { "node_count": 2, "item_count": 2, @@ -22013,18 +22074,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only person-name/date titles and no body content; they do not appear to describe the same bug or request, so this is not a duplicate cluster.", - "confidence": 0.98, + "summary": "Both items look like unrelated placeholder/personal-name issues, not duplicates of the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is clearly canonical: both have empty bodies and unrelated-looking personal-name/date titles, so there is insufficient evidence to prefer one over the other.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles reference different names and different dates, and there is no body or shared issue context indicating the same underlying problem." + "reason": "Titles are different person/date strings with no shared bug report, code area, or issue text; they do not appear to describe the same underlying problem." } ] }, @@ -22054,7 +22115,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "65ec2cb7175a7a0b325a61c2bc772f9d3033812aacb06d615e0f2dcb160187bb", + "prepared_review_unit_hash": "6c3702612214e32c420adb1cf87e9f4da5475ec655e2f82c52fbb92b66073af4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22076,8 +22137,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated personal-name/date titles and no body or linking evidence; they do not look like duplicate reports.", - "confidence": 0.96, + "summary": "The two issues are not duplicates: they are just sparse titles containing different personal names and different dates, with no shared body, targets, or evidence of the same underlying problem.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -22087,7 +22148,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only soft similarity is a generic naming pattern; there is no shared subject, body, target, or evidence of the same underlying bug." + "reason": "Reject: the titles refer to different people and different dates, and there is no body or linkage showing the same issue." } ] }, @@ -22106,8 +22167,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -22117,7 +22178,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "0b9005e493ae517db10bcc67875fd94c755be3d3e12bf78862b9e9954ce504e3", + "prepared_review_unit_hash": "3d628360fb369f11eeda9fc7fa6aeb8ac99d354956188af18363e40fc307a6b3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22139,18 +22200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for a new token-classification model class for Qwen3_5, while the other requests FP8 training support. They touch different features and would not be merged into one fix.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate here; if forced to anchor the cluster, issue #46295 is the broader feature request, but it is still unrelated to #45810.", + "summary": "These two issues are about different requests: one asks for a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are unrelated and should not be clustered as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#46295 is the more general/high-level request, but the pair is not a duplicate cluster because the problems are different.", + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a representative, issue 46295 is the broader infrastructure request, but it is not a canonical merge target for 45810.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: adding a Qwen token-classification head vs. enabling FP8 training support. No shared code-path problem." + "reason": "Reject: one is a feature request for adding a Qwen3_5 token-classification/value-model class, the other is a training capability request for FP8. Different code paths and different underlying problems." } ] }, @@ -22190,12 +22251,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5350f2f9e7f92ede73e5f88eedca4c181d3984be52c4fb2a89d6509275cf9a55", + "prepared_review_unit_hash": "30efee180686766f90e3d2e824b2f28ad10e5679a3741896c57368bb75f35d25", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -22203,7 +22264,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -22212,70 +22273,70 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster likely contains two highly similar issue pairs (45870/45871 and 45872/45873) plus one distinct dataset post (45869), but the evidence shown is only soft similarity, so none of the pairs should be treated as confirmed duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "45870 is the strongest single representative of the financial-time-series example subtopic because it has the cleanest, most generic title and matches the paired issue closely, but the evidence only supports high similarity rather than a confirmed duplicate.", + "summary": "This cluster is mixed: 45870/45871 are exact duplicate issues, 45872/45873 are another exact duplicate pair, and 45869 is a different dataset-promo topic. There isn\u2019t one perfect canonical for all five.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the earliest clean duplicate in the main DataForge example pair (exactly matches 45871) and is a reasonable representative for that subtopic.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue representative for the cluster because it anchors the clearest subtopic, while the rest of the cluster splits into a separate similar pair and one distinct dataset post.", + "best_issue_reason": "45870 is the best overall representative because it is a clear, early duplicate issue; the cluster is heterogeneous, but this is the most canonical-looking item among the exact duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial-data theme, but this is a dataset bundle versus an example request, so not the same underlying issue." + "reason": "Different topics: a financial data bundle promo versus a DataForge time-series example. Similar finance wording, but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as above: thematically related, but dataset listing and example post are distinct." + "reason": "Different topics: dataset bundle promo versus DataForge example. No evidence they describe the same bug/change." }, { "left": "issue:45870", "right": "issue:45871", - "accept": false, - "reason": "Very high textual similarity, but only soft evidence is available here, so this should be treated as similar rather than a confirmed duplicate." + "accept": true, + "reason": "Same title and matching issue shape; these look like duplicate reports of the same DataForge example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge and finance, but the titles point to different topics: example prediction versus scraping service." + "reason": "Related to DataForge and finance, but one is an example issue and the other adds a scraping service; too different to treat as the same underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad subsystem, but different concrete request/topic, so not the same underlying issue." + "reason": "Same as 45872: broader service/scraping topic, not the same concrete issue as the example request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete topics despite overlap in the financial/DataForge domain." + "reason": "These read as different requests: a time-series example versus a DataForge + scraping service topic." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete topics despite overlap in the financial/DataForge domain." + "reason": "Same mismatch as above; similar subsystem, but not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", - "accept": false, - "reason": "Very high textual similarity, but the evidence shown is still only soft similarity, so do not mark as a definite duplicate." + "accept": true, + "reason": "Same title and same issue shape; these are duplicate reports of the same DataForge scraping-service request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but the soft-edge calls are too strong for the evidence available. The packet only shows soft_similarity for every pair, and deterministic_accept is false across the board, so labeling 45870/45871 and 45872/45873 as \"exact duplicate issues\" overstates confidence. A conservative read would be that these pairs are highly similar, not definitively duplicates. The overall \"two duplicate topics plus one distinct item\" framing is plausible, but the duplicate verdicts need to be softened or qualified." + "accept": true, + "feedback": "Grounded overall. The summary correctly treats 45870/45871 and 45872/45873 as the two clear duplicate pairs based on identical titles/body sizes and strong soft similarity, and it conservatively separates 45869 as a different dataset-promo topic. The canonical choice is somewhat arbitrary because the cluster is split into two subtopics, but the writeup acknowledges that." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -22298,12 +22359,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "49d71c4f4a76a318798081e273ef9f4b8e68236a98ca32a6085f680687b3470c", + "prepared_review_unit_hash": "13c4421f10923f86c1225de8f5b8a5798517321a42849ed75f0bf4f7d0d8d8b2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, + "serialized_chars": 1639, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -22311,7 +22372,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, + "serialized_chars": 1639, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -22320,18 +22381,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but one reports shape corruption leading to `RuntimeError` while the other reports a `KeyError` on Qwen3.5. They look related, yet not clearly the same underlying bug from the available evidence.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader root problem in static cache `early_initialization` affecting linear-attention layers, rather than a model-specific crash symptom.", + "summary": "Both issues concern static-cache failures around linear-attention, but they read like different failure modes rather than the same exact bug: one reports shape corruption leading to a RuntimeError, the other a Qwen3.5-specific KeyError for `linear_attention`.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention shape corruption, which is more likely to subsume related downstream crashes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative of the cluster since it describes the underlying cache/linear-attention failure more generally and is not tied to one model name or a single observed exception.", + "best_issue_reason": "Issue 46439 is the best representative issue for the cluster: it is more general and points to the core corruption mechanism rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related area, but the failures are different concrete symptoms (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). With only titles available, this is not clearly the same underlying bug." + "reason": "Reject: the titles suggest related static-cache linear-attention problems, but one is a shape-corruption RuntimeError and the other is a KeyError in Qwen3.5; there is not enough evidence they are the same underlying bug." } ] }, @@ -22361,12 +22422,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "8a46b4f5577c12bcc781b5c6b6d0bb2cf490637eada5c380d5b9b6fcbf5c6967", + "prepared_review_unit_hash": "d5356dd6209230e957377494603da1d5abf49bddaeb3c4114a4c4ff0243fc302", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -22374,7 +22435,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1705, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -22383,27 +22444,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two extremely similar issues about the same Wav2Vec2CTCTokenizer v5 regression. Issue 46552 is the best canonical issue because it is open and has inbound references, while 46551 looks like a duplicate report.", - "confidence": 0.96, - "canonical_issue_reason": "46552 is the stronger canonical issue because it is still open and has inbound references, making it the more useful live tracker for this very similar report pair.", + "summary": "The two issues are exact duplicates: same title, same underlying Wav2Vec2CTCTokenizer v5 bug, and identical content. The closed issue is the best canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46551 is the older closed report, so it is the best canonical duplicate target for the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "46552 is the best issue representative: it matches 46551 on title and body length, and its open state plus inbound references make it the better active tracker.", + "best_issue_reason": "#46551 is suitable as the cluster anchor because it is the earliest and already closed, with the same full report as #46552.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "They have identical titles, identical body length, and a soft-similarity signal, so they are very likely the same report even though the packet does not prove the bodies are exactly identical." + "reason": "Exact duplicate: identical title and description indicate the same tokenizer special-token leakage bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster judgment is mostly grounded, but it overstates the evidence in a few places. The packet supports that 46551 and 46552 are highly similar: identical titles, identical body length, and a soft-similarity signal. It does not directly prove the bug descriptions are identical, so the soft-edge reason should be more conservative (e.g. \"very likely the same report\") rather than \"same underlying issue reported twice\" with certainty. Likewise, \"same exact bug report\" is stronger than the packet alone justifies. The canonical choice of 46552 as the open item with inbound references is reasonable." + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the same title, have the same body length, and the pair has perfect soft similarity (jaccard 1.0). Choosing the older closed issue #46551 as the canonical duplicate target is reasonable. The only caution is that the evidence shown is soft-similarity-based rather than a textual diff, but the conclusion and soft-edge accept are still conservative enough here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22427,7 +22488,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "7a8d7e04b66e32bd5851eac9f1084044b64bfa27cbb9212fd925671915fbfcc4", + "prepared_review_unit_hash": "961cfd9d8400fb105e53b9e6ebe367fca3164b4ba46f5142c4871ddd3234c1d8", "component_budget": { "node_count": 2, "item_count": 2, @@ -22449,18 +22510,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2. They share a general training context, but not the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 46657 is the better canonical representative because it describes a concrete, specific training failure mode rather than a broad resource symptom.", + "summary": "The two issues are both about object detection training, but they describe different failure modes: one is a tensor size mismatch, the other is an out-of-memory problem after several epochs. They do not look like the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the more concrete, symptom-specific report and reads like a distinct bug with a clear failure mode (tensor shape mismatch).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the best issue to anchor the cluster, but only as a representative training bug report; it should not absorb 46692 as a duplicate because the failure modes differ.", + "best_issue_reason": "Issue #46657 is the better representative issue because it is more precise and actionable; #46692 appears to be a different runtime problem rather than a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor size mismatch vs out-of-memory after some epochs. Same model domain, but not the same bug." + "reason": "Different underlying problems: tensor size mismatch vs. OOM after some epochs. Shared training context is too broad to treat as a duplicate." } ] }, @@ -22479,8 +22540,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -22490,12 +22551,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "1dc29a76c153a70c910b5ddd3541a4fdd9fe251730f89f6c57704a66d53940a6", + "prepared_review_unit_hash": "944059b76b57376d00d735cca1bcc08293e138ad289b457bdc808bd61dde4e96", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22503,7 +22564,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22512,18 +22573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different model-loading bugs: one is a ZeRO-3 zero.Init partitioning/OOM issue in a composite multimodal model, the other is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. They share only a broad loading/placement theme, not the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46823 is the clearer representative because it has a concrete, fully specified failure mode and repro path; 46822 is a separate ZeRO-3-specific loading bug.", + "summary": "The two issues are about different failure modes in different code paths: ZeRO-3 zero.Init partitioning on multimodal model loading vs 4-bit auto device mapping incorrectly pushing modules to CPU. They are not duplicates and should not be clustered together.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue for the pair; the reports describe distinct bugs with different triggers and symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46823 is the strongest standalone issue in this cluster: it states the exact parameter combination and the incorrect CPU dispatch behavior leading to a ValueError.", + "best_issue_reason": "issue:46823 is the more concrete and self-contained report, with a specific repro and clear observed error, so it is the better representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different code paths and failures: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch ValueError. Same general area, but not the same bug." + "reason": "Different underlying problems: one is ZeRO-3 partitioning/OOM during multimodal model init, the other is 4-bit device_map dispatch incorrectly falling back to CPU and raising ValueError. They do not look mergeable as the same bug." } ] }, @@ -22542,10 +22603,10 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-19", + "cluster_id": "cluster-46906-20", "nodes": [ "issue:46906", "issue:46940", @@ -22565,7 +22626,8 @@ "issue:47265", "issue:47279", "issue:47309", - "issue:47377" + "issue:47377", + "issue:47390" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -22626,390 +22688,425 @@ "issue:47279|issue:47377", "issue:47309|issue:47377", "issue:47182|issue:47309", - "issue:47227|issue:47309" + "issue:47227|issue:47309", + "issue:47377|issue:47390", + "issue:47279|issue:47390", + "issue:47227|issue:47390", + "issue:47256|issue:47390", + "issue:47182|issue:47390" ], - "prepared_review_unit_hash": "7f047ca1c72aaf36e77042e16000f122dd113eb11e8ca0243c8a62b829c963de", + "prepared_review_unit_hash": "e7f0bc31337bced6a7981783a75a097c9c838b612cad9fa977caba45016ca801", "component_budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 59, - "serialized_chars": 31858, - "estimated_input_tokens": 7965, - "estimated_eval_tokens": 16186 + "node_count": 20, + "item_count": 20, + "soft_pair_count": 64, + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 }, "budget": { - "node_count": 19, - "item_count": 19, - "soft_pair_count": 59, - "serialized_chars": 31858, - "estimated_input_tokens": 7965, - "estimated_eval_tokens": 16186 + "node_count": 20, + "item_count": 20, + "soft_pair_count": 64, + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are date-stamped instances of the same triage template for \"[serge] integration failure triage\" rather than evidence of one shared underlying bug. The similarity is mostly template-driven, so none of the soft duplicate edges are safe to accept.", - "confidence": 0.91, - "canonical_issue_reason": "If one issue must anchor the cluster, issue:47377 is the best current representative because it is the latest open triage entry in the series.", + "summary": "These are a series of similarly titled daily \"integration failure triage\" issues for Serge, but they appear to be separate dated triage reports rather than the same underlying bug. The high textual similarity is driven by the shared template and recurring subsystem, not a duplicate code-path fix.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #47279 is the strongest representative of the series: it has the highest inbound reference count and clear discussion activity, making it the most central triage thread among otherwise very similar reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47279 is the strongest hub-like representative by activity/inbound references, but it still looks like a separate daily triage report rather than a true duplicate target.", + "best_issue_reason": "Issue #47279 is the best cluster representative because it appears to be the most referenced and active of the dated triage issues, while still matching the recurring Serge integration-failure pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same template, different date-stamped triage entry; not enough evidence of the same underlying failure." + "reason": "Same template and subsystem, but different dates; these look like separate triage reports, not the same bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Highly similar wording, but these look like separate daily triage reports rather than one bug." + "reason": "High textual similarity comes from the repeated triage format; no evidence of a shared underlying incident." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Template match only; no concrete shared root cause is visible." + "reason": "Different triage day and likely different failure instance; not a safe duplicate." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Date-specific triage issues should not be merged without evidence they track the same failure." + "reason": "These are dated daily reports, not one concrete issue being reported twice." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Looks like repeated daily triage output, not the same issue instance." + "reason": "Similar titles only; the date separation suggests distinct triage entries." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same recurring triage format; no shared bug details are shown." + "reason": "Same recurring report template, but no sign they describe the same failure event." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Similarity is driven by the title/body template, not a proven duplicate bug." + "reason": "Different dates and no concrete shared bug details shown." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Separate date-stamped triage tickets; do not merge on template similarity alone." + "reason": "Looks like sequential daily triage, not duplicate content." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "No evidence these report the same concrete failure path." + "reason": "Only the title pattern matches; insufficient to treat as the same issue." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Recurring triage template, but distinct daily reports." + "reason": "Likely separate daily triage instances rather than duplicate reports." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "High textual overlap does not establish a shared underlying bug." + "reason": "No evidence these refer to one underlying bug; just the same reporting template." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "These appear to be separate daily triage entries." + "reason": "Different date-stamped triage issue, not a duplicate." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same subsystem and template, but no concrete duplicate evidence." + "reason": "Recurring triage pattern only; not the same incident." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Different dated triage reports, not the same issue to merge." + "reason": "Same broad subject, but different day and likely different failure instance." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Template similarity only; no shared bug or change is identifiable." + "reason": "No concrete shared code-path bug is evident; reject as duplicate." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Likely separate daily failure snapshots, not duplicate reports." + "reason": "These read like consecutive triage logs, not one duplicated report." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Similar titles are not enough to merge these triage issues." + "reason": "Shared title pattern is not enough to merge them." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "No explicit shared root cause; these look like separate date-based reports." + "reason": "Date-separated triage issues; no same underlying defect shown." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Repeated triage template, but not the same concrete failure." + "reason": "Similar subject matter only, without concrete evidence of duplicate failure." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Different daily triage entries; merge would be too aggressive." + "reason": "Different daily triage entry; not the same bug report." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same generic triage series, but no evidence of identical underlying bug." + "reason": "No direct evidence these describe one shared incident; just recurring triage wording." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "These are separate dated reports rather than one duplicate issue." + "reason": "Same subsystem, but different date-stamped report." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Template overlap only; insufficient basis to accept as duplicates." + "reason": "Looks like a separate triage issue for a later day." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "No code-path or failing scenario evidence showing the same bug." + "reason": "Title similarity alone is not enough to collapse these." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Adjacent daily triage posts, but still distinct issues." + "reason": "Likely separate daily failures rather than one duplicated issue." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Looks like a recurring report format, not a mergeable duplicate." + "reason": "Same recurring triage format, but not the same underlying bug." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Shared title pattern is not enough to conclude same root cause." + "reason": "Different dated triage reports; reject duplicate merge." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Different dates and no shared concrete defect details." + "reason": "No concrete evidence of one shared code-path problem." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Separate triage tickets; same theme, not same bug." + "reason": "Sequential triage issues, not a single duplicate report." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "High similarity is template-driven, so do not accept." + "reason": "Similar broad topic, but distinct issue instances." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "No evidence they would be merged into one fixable issue." + "reason": "Different date and no shared failure details shown." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "These look like independent daily triage snapshots." + "reason": "Same template only; not enough to consider the same bug." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same recurring label, but not the same underlying failure." + "reason": "Dated triage reports for different days; reject." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Not enough shared bug detail to treat as duplicates." + "reason": "No evidence of a single underlying defect; just recurring integration triage." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "These are date-stamped triage entries, not the same issue instance." + "reason": "Same style of report, but different triage day and likely different incident." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Strong textual similarity, but likely separate daily integration-failure reports." + "reason": "These appear to be adjacent daily triage entries, not one duplicated issue." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "No concrete evidence of one shared root cause." + "reason": "Title pattern is shared, but the reports are date-separated and distinct." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Same triage template across days; not safe to merge." + "reason": "No concrete shared bug details to justify merging." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Recurring report series, but not the same bug or change." + "reason": "Same recurring triage thread, but not the same incident." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Different dated triage tickets; template overlap only." + "reason": "Different date-stamped issue; reject duplicate." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Same family of triage issues, but no shared concrete defect is shown." + "reason": "Likely separate daily reports in the same series." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "These read like separate daily reports, not duplicates." + "reason": "Shared wording, but no evidence of one underlying bug." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Template similarity is high, but root-cause identity is unproven." + "reason": "These look like consecutive triage issues, not duplicates." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "No sign these belong to one mergeable bug report." + "reason": "No shared concrete code-path failure is shown." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Date-specific triage entries should stay separate absent clearer evidence." + "reason": "Same subsystem and template only; different report date." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "Same title pattern, but likely different daily failure snapshots." + "reason": "Recurring triage issue, but not the same bug." + }, + { + "left": "issue:47182", + "right": "issue:47390", + "accept": false, + "reason": "Later triage report in the same series, not a duplicate." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Similar triage logs, but not the same concrete failure path." + "reason": "These are separate dated triage reports." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Recurring template only; do not merge on similarity alone." + "reason": "Same broad category, but not same underlying incident." }, { "left": "issue:47227", "right": "issue:47279", "accept": false, - "reason": "These appear to be distinct daily triage issues." + "reason": "No evidence they target one code-path problem." }, { "left": "issue:47227", "right": "issue:47309", "accept": false, - "reason": "No evidence they describe the same underlying bug." + "reason": "Date-stamped series items; do not merge as duplicates." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "Separate date-stamped reports, not a single duplicate issue." + "reason": "Only the triage template matches." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Later dated report, likely distinct from this one." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "High overlap from repeated template, not proven duplicate bug." + "reason": "Adjacent daily triage entries, not one duplicate report." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Different triage instances; merge would conflate separate reports." + "reason": "No concrete shared failure description; reject." + }, + { + "left": "issue:47256", + "right": "issue:47390", + "accept": false, + "reason": "Separate triage days and likely separate incidents." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Same generic integration-failure triage series, but not one concrete issue." + "reason": "Same template, but not enough to indicate the same bug." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "No shared root cause or code-path evidence is present." + "reason": "These appear to be different daily integration failure logs." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "These are separate dated entries rather than duplicates." + "reason": "Recurring series, not a duplicate code-path issue." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Template similarity alone does not justify acceptance." + "reason": "Similar report format only; no sign of a shared underlying defect." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "Likely independent daily triage reports, not the same bug." + "reason": "Different day and likely different integration failure instance." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "Later open triage issue, but still a separate dated report." }, { "left": "issue:47309", "right": "issue:47377", "accept": false, - "reason": "No concrete shared failure is visible beyond the shared triage template." + "reason": "Same recurring triage topic, but not the same issue." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Adjacent entries in a recurring triage series; not duplicates." } ] }, @@ -23039,7 +23136,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "cd1e4a634d6e49ccf12a4b88b2b592638339f6b79f0c28b99b986eeb1dd59dca", + "prepared_review_unit_hash": "014b38e647af7fd7921587428b634d8578d408bd68f5737aee02670e0794e650", "component_budget": { "node_count": 2, "item_count": 2, @@ -23061,27 +23158,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates of the same request: adding RWKV7 model support. With no additional differentiating evidence, one canonical issue should represent the shared tracking item.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46983 is the earlier/lower-number report and can serve as the canonical tracker for this duplicate request.", + "summary": "The two closed issues are likely duplicates based on the identical title and strong soft-similarity signal, but the available packet does not let us claim the bodies are textually indistinguishable. #46983 is the better canonical issue because it is slightly earlier and there is no stronger differentiator shown in the metadata.", + "confidence": 0.86, + "canonical_issue_reason": "#46983 and #46984 appear to describe the same request, but the evidence is limited to the same title and a high soft-similarity score; the packet does not expose body text, so the match should be stated cautiously. #46983 is slightly earlier.", "canonical_pr_reason": null, - "best_issue_reason": "46983 is the best issue candidate because it is the earliest of the two and matches the same exact title and likely same request.", + "best_issue_reason": "#46983 is the strongest single issue to keep because it is marginally earlier and there is no visible metadata that meaningfully distinguishes it from #46984.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, highly similar bodies, and no evidence of distinct scope; these look like duplicate reports for the same RWKV7 support request." + "reason": "Same title plus a strong similarity signal is enough to treat these as the same underlying issue, though the evidence is not strong enough to claim the bodies are identical." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded: both closed issues have the same title and very high textual similarity, with no counterevidence of distinct scope. The duplicate/canonical framing is conservative enough." + "accept": false, + "feedback": "The duplicate inference is plausible, but the summary overstates the packet evidence. We only have same titles plus a soft-similarity signal and differing body lengths/discussion activity; we do not see body text to support \"textually indistinguishable\" or \"no distinguishing metadata.\" The soft-edge verdict is mostly conservative, but the canonicalization rationale should be phrased more cautiously." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23105,40 +23202,40 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "84ba49375ec46bf2c22aa025bec55d9f0f32e8508cbfafc979a0890b46d9a649", + "prepared_review_unit_hash": "7e0621cc02cf66cad2728bb9373015fcb7a8246e6278e10252dd93eccc91477a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1624, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1624, - "estimated_input_tokens": 406, - "estimated_eval_tokens": 1068 + "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 AI/cybersecurity writeups, but they do not describe the same concrete bug, fix, or change request. I would keep them separate and not treat them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 47007 is the better standalone issue because its title is more concrete and scoped; 47015 is broader and more generic.", + "summary": "The two issues are thematically similar but do not look like the same underlying report. They appear to be separate AI/cybersecurity topic submissions with overlapping buzzwords rather than duplicates of one concrete problem.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #47007 is slightly more specific and reads like a distinct, self-contained topic with a clear framing around lessons learned from advanced LLMs.", "canonical_pr_reason": null, - "best_issue_reason": "47007 is the best representative issue: it is more specific, readable, and easier to triage than 47015.", + "best_issue_reason": "Issue #47007 is the better representative because its title is more concrete and less generic than #47015, making it the stronger standalone issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They share a broad AI vulnerability-discovery theme, but the titles describe different article/topic angles rather than the same underlying defect or change. No explicit linkage, filenames, or diff evidence supports duplication." + "reason": "They share a broad AI-enabled vulnerability discovery theme, but the titles suggest different topic statements rather than the same bug, request, or code change. No explicit links, targets, or code evidence indicate duplication." } ] }, @@ -23157,8 +23254,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -23168,12 +23265,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "3db35ce114e79dccd7ae1a2d5aafebccf32a9fe1957813366aa6bbab66069942", + "prepared_review_unit_hash": "6fd5c6355b92244d33c24cd829b28c3ad7c6cffefa2c07cd6044c8ad2c02c06d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23181,7 +23278,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -23190,27 +23287,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues are effectively duplicates: identical titles, equal body size, same creation window, and no differentiating metadata. Issue #47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", + "summary": "The two issues are effectively duplicates: same title and same apparent report. Issue #47138 is the slightly better canonical/best issue because it has marginally more activity and inbound references.", "confidence": 0.99, - "canonical_issue_reason": "#47138 is marginally earlier and has more inbound references, so it is the better canonical anchor for this duplicate pair.", + "canonical_issue_reason": "Choose #47138 as canonical because it appears first and has slightly more engagement (discussion activity 1 vs 0; inbound references 3 vs 2) while describing the same bug as #47139.", "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the strongest issue representative because it appears first and is the more-linked duplicate target.", + "best_issue_reason": "#47138 is the best issue candidate because it is the same report as #47139 and has the stronger activity signal, making it the most likely primary thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title, same apparent description length, same bug report, and no substantive differences; they look like the same underlying issue." + "reason": "Same title and same underlying issue description; these are duplicate reports of the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate/canonical call is only partly grounded. The packet supports that the issues have identical titles, equal body_length, and close creation times, so a duplicate hypothesis is reasonable. However, the analyst overstates the evidence by saying they are the \"same bug report\" and have \"no substantive differences\"\u2014the packet does not include the bodies, and there are metadata differences (notably inbound_references and discussion_activity). The canonical preference for #47138 as earlier and more referenced is grounded, but the soft-edge verdict should be phrased more conservatively." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have identical titles and a perfect soft-similarity signal, so treating them as duplicates is conservative. Choosing #47138 as canonical is also supported by its slightly earlier timestamp, higher discussion activity, and more inbound references." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -23300,8 +23397,8 @@ "pull_request:47360|pull_request:47383", "pull_request:47173|pull_request:47184", "pull_request:47275|pull_request:47360", - "pull_request:47166|pull_request:47173", "pull_request:47291|pull_request:47384", + "pull_request:47166|pull_request:47173", "pull_request:47077|pull_request:47275", "pull_request:44775|pull_request:47275", "pull_request:47275|pull_request:47301", @@ -23321,8 +23418,8 @@ "pull_request:45157|pull_request:46395", "pull_request:46912|pull_request:47082", "pull_request:47163|pull_request:47384", - "pull_request:47204|pull_request:47295", "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", "pull_request:46196|pull_request:46995", "pull_request:47301|pull_request:47384", "pull_request:47216|pull_request:47384", @@ -23332,20 +23429,20 @@ "pull_request:47166|pull_request:47292", "pull_request:46267|pull_request:47383" ], - "prepared_review_unit_hash": "b39de315a6bd7e3014dd8c94c094d68348d756cd156b692f462474ecaa7311ce", + "prepared_review_unit_hash": "7f497b18cf59daa89da4e9f0d72d46410cc44fb1695c55a85863f958d30ba741", "component_budget": { "node_count": 78, "item_count": 78, "soft_pair_count": 212, - "serialized_chars": 267587, - "estimated_input_tokens": 66897, - "estimated_eval_tokens": 134050 + "serialized_chars": 267543, + "estimated_input_tokens": 66886, + "estimated_eval_tokens": 134028 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 53, - "serialized_chars": 126336, + "serialized_chars": 126335, "estimated_input_tokens": 31584, "estimated_eval_tokens": 63424 }, @@ -23354,276 +23451,264 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs. The only true duplicate-style matches are the fixed_cross_entropy kwargs PRs and the CohereASR double-shift loss-fix PRs; the rest are different features, docs, or test-only changes.", - "confidence": 0.91, + "summary": "Mostly unrelated PRs with one real duplicate family around the CohereASR/PPFormulaNet training-loss double-shift fix, plus one small duplicate pair for fixed_cross_entropy kwargs handling.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:47090 is the strongest representative of the CohereASR double-shift fix: it addresses the same loss-path bug, keeps the loss-function plumbing intact, and extends the fix across the related ASR models with tests.", + "canonical_pr_reason": "PR 47090 is the best representative of the double-shift loss-fix family: it addresses the same concrete training-loss bug, covers the broader affected model set, and includes tests and explanatory comments.", "best_issue_reason": null, - "best_pr_reason": "pull_request:47090 is the best overall PR candidate because it fixes the same concrete training-loss bug as the narrower CohereASR PRs while covering the broader affected model set and preserving the intended loss handling.", + "best_pr_reason": "PR 47090 is the strongest canonical PR candidate in this cluster because it most completely captures the shared bug fix and broader scope of the duplicate family.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs make the same fixed_cross_entropy change: forward supported cross-entropy kwargs into nn.functional.cross_entropy for the same helper and issue target." + "reason": "Same fixed_cross_entropy change: both pass supported CE kwargs (weight/label_smoothing) through to nn.functional.cross_entropy for the same issue." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same underlying double-shift training-loss bug in CohereASR/related ASR models; the fixes target the same code path and could be combined into one PR." + "reason": "Same underlying double-shift training-loss bug in CohereASR/related seq2seq heads; 47090 is a broader version of the same fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Both fix the same CohereASR loss double-shift problem in the forward loss path, just with different implementation detail and scope." + "reason": "Same CohereASR double-shift loss bug and same code path; 46958 is just a narrower implementation." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Different model test failures in unrelated subsystems; no shared bug or change." + "reason": "Different models and fixes: Zaya quantized-cache test skip vs MIMO v2 flash model/runtime changes." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss handling and a MusicGen generate typo are unrelated." + "reason": "CohereASR training-loss fix vs MusicGen generate typo; unrelated code paths." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "One is a pytest-v9 compatibility tweak for GLM ASR, the other is a CohereASR training-loss fix." + "reason": "Pytest-v9 fp32 module handling vs CohereASR loss logic; same area only at a very broad model-test level." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Both are test updates, but for different models and different failure modes." + "reason": "XPU test expectation updates vs MIMO v2 flash model changes; not the same underlying bug." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch Docker/CI, but one deletes a workflow and the other adds exporter dependencies; not the same change." + "reason": "One removes a CI docker builder workflow, the other adds exporter dependencies to torch-light; different changes." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Exporter test-environment changes vs exporter documentation edits are not the same concrete fix." + "reason": "Exporter-test docker deps vs exporter docs refactor; same subsystem but not the same concrete change." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test fixes for different XPU-related issues." + "reason": "MIMO v2 flash implementation fix vs TIPSv2 XPU test expectations; unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "A doc-builder comment tweak and a Docker workflow deletion are unrelated." + "reason": "Doc-builder comment cleanup vs deleting the docker image builder workflow; different modifications." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they are broader, overlapping documentation updates rather than the same single change." + "reason": "Both are Japanese docs PRs, but one is translation additions and the other is wording tweaks; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "CPU exporter test dependencies and Executorch exporter fixes are related to exporters generally, but they address different problems." + "reason": "Torch-light dockerfile dependency additions vs Executorch exporter fixes; related theme, different bug/change." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Docker-image cleanup and OTEL CI workflow changes are different CI concerns." + "reason": "Docker builder removal vs CI OTEL workflow change; unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47360", + "left": "pull_request:47105", + "right": "pull_request:47129", "accept": false, - "reason": "Unrelated documentation-comment change vs CI workflow instrumentation change." + "reason": "VITS test re-enable vs RT-DETR converter key cleanup; unrelated." }, { "left": "pull_request:47301", - "right": "pull_request:47384", + "right": "pull_request:47360", + "accept": false, + "reason": "Assisted-decoding docs update vs CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", "accept": false, - "reason": "Assisted decoding docs and Gemma 4 config validation are unrelated." + "reason": "Japanese docs translation vs kv-cache docs update; both docs-only but not the same artifact or fix." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different model-family feature work: Dino conversion/model support vs finegrained FP8 generation/kernel work." + "reason": "Dino conversion/model modernization vs finegrained FP8 decode optimization; unrelated." }, { "left": "pull_request:47360", "right": "pull_request:47383", "accept": false, - "reason": "CI OTEL instrumentation and Kimi integration tests are unrelated." + "reason": "CI workflow instrumentation vs Kimi integration tests; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Different XPU/multi-accelerator test updates for different models and APIs." + "reason": "XPU expectation fixes vs Qwen3-Next accelerator-device-map test rename; different models and issues." }, { "left": "pull_request:47275", "right": "pull_request:47360", "accept": false, - "reason": "New model support and CI workflow instrumentation are unrelated." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47173", - "accept": false, - "reason": "Quantization test adjustments and XPU expectations fixes are different test issues." + "reason": "New EfficientViT-SAM model support vs CI workflow instrumentation; unrelated." }, { "left": "pull_request:47291", "right": "pull_request:47384", "accept": false, - "reason": "A generation-config deprecation/config migration and Gemma 4 heterogeneous-attention validation are different changes." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47212", - "accept": false, - "reason": "Japanese docs translation work and KV-cache documentation updates are unrelated." + "reason": "Continuous-batching deprecation vs Gemma4 heterogeneous config refactor; not the same bug." }, { - "left": "pull_request:44775", - "right": "pull_request:47275", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Distributed-training docs and a new model implementation are unrelated." + "reason": "Quantization test tweaks vs XPU expectation fixes; unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors quantization support and EfficientViT-SAM model addition are unrelated." + "reason": "Japanese docs changes vs assisted-decoding MTP docs; unrelated." }, { "left": "pull_request:46912", - "right": "pull_request:47179", + "right": "pull_request:46957", "accept": false, - "reason": "RoPE test coverage and Granite SWA model support are different workstreams." + "reason": "RoPE tests vs a broad FP8/generation optimization PR; not the same fix." }, { - "left": "pull_request:47275", - "right": "pull_request:47301", + "left": "pull_request:47301", + "right": "pull_request:47384", "accept": false, - "reason": "New model support and assisted-decoding docs are unrelated." + "reason": "MTP docs vs Gemma4 config-validation refactor; unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47292", "accept": false, - "reason": "Different test fixes for different models and hardware paths." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47212", - "accept": false, - "reason": "Different documentation areas with no single shared bug or change." + "reason": "Quantization test updates vs TIPSv2 XPU test fixes; unrelated." }, { "left": "pull_request:46196", - "right": "pull_request:46957", + "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support for audio models and finegrained FP8 decoding are different feature changes." + "reason": "SDPA dispatch support vs deleting a CI docker builder workflow; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "RoPE test changes and MIMO v2 flash test fixes are unrelated." + "reason": "RoPE test coverage vs MIMO v2 flash runtime changes; unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "Paged-attention XPU tests and MIMO v2 flash test fixes are different issues." + "reason": "Paged-attention XPU test additions vs MIMO v2 flash implementation changes; not the same bug." }, { - "left": "pull_request:46836", - "right": "pull_request:47202", + "left": "pull_request:47003", + "right": "pull_request:47204", "accept": false, - "reason": "Unlimited OCR model support and Docker workflow cleanup are unrelated." + "reason": "OpenVINO exporter implementation vs exporter-test docker image changes; different concrete work." }, { - "left": "pull_request:46196", - "right": "pull_request:47210", + "left": "pull_request:47093", + "right": "pull_request:47275", "accept": false, - "reason": "Both touch attention internals, but one is wav2vec2 SDPA dispatch and the other is packed-varlen attention routing; different concrete problems." + "reason": "OpenPangu-V2 model addition vs EfficientViT-SAM model addition; different model integrations." }, { - "left": "pull_request:47093", - "right": "pull_request:47204", + "left": "pull_request:47163", + "right": "pull_request:47384", "accept": false, - "reason": "New model support and exporter test-environment setup are unrelated." + "reason": "Paged-attention XPU tests vs Gemma4 config refactor; unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:47093", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "Prism GGUF support and OpenPangu-V2 model addition are unrelated." + "reason": "Compressed-tensors fp8 work vs EfficientViT-SAM model support; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Import-utils availability logic and paged-attention test updates are unrelated." + "reason": "Flash-linear-attention availability vs paged-attention XPU tests; different code paths." }, { - "left": "pull_request:47163", + "left": "pull_request:47093", "right": "pull_request:47384", "accept": false, - "reason": "Paged-attention XPU tests and Gemma 4 config validation are unrelated." + "reason": "OpenPangu-V2 model support vs Gemma4 config refactor; unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:47336", + "right": "pull_request:47384", "accept": false, - "reason": "Compressed-tensors quantization support and a new vision model are unrelated." + "reason": "Offloading save_pretrained fix vs Gemma4 per-layer config refactor; different bugs." }, { - "left": "pull_request:44775", - "right": "pull_request:47301", + "left": "pull_request:47210", + "right": "pull_request:47295", "accept": false, - "reason": "Distributed docs and assisted-decoding docs are unrelated documentation updates." + "reason": "Packed SDPA varlen routing vs DiffusionGemma decoder-mask casting; both attention-related but not the same change." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:47082", + "right": "pull_request:47179", "accept": false, - "reason": "Audio-model SDPA dispatch and Docker workflow deletion are unrelated." + "reason": "RoMa keypoint matcher vs Granite SWA model support; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47275", + "left": "pull_request:47108", + "right": "pull_request:47374", "accept": false, - "reason": "RoPE test work and EfficientViT-SAM model support are unrelated." + "reason": "Doc-builder pin comment cleanup vs exporters docs overhaul; different changes." }, { - "left": "pull_request:45157", - "right": "pull_request:46395", + "left": "pull_request:47243", + "right": "pull_request:47384", "accept": false, - "reason": "Prism GGUF dequantization support and Param2MoE model addition are unrelated." + "reason": "Executorch exporter fixes vs Gemma4 heterogeneous attention config refactor; unrelated." }, { - "left": "pull_request:46267", - "right": "pull_request:47383", + "left": "pull_request:45157", + "right": "pull_request:47093", "accept": false, - "reason": "Serve chat parsing changes and Kimi integration tests are unrelated." + "reason": "PrismML Bonsai GGUF support vs OpenPangu-V2 model addition; different model/features." } ] }, @@ -23698,24 +23783,24 @@ ], "soft_pairs": [ "pull_request:47294|pull_request:47320", - "pull_request:46995|pull_request:47143", - "pull_request:46509|pull_request:46995", "pull_request:47093|pull_request:47143", + "pull_request:46509|pull_request:46995", + "pull_request:46995|pull_request:47143", "pull_request:46266|pull_request:47301", "pull_request:44775|pull_request:47304", - "pull_request:47082|pull_request:47210", "pull_request:46266|pull_request:47383", + "pull_request:47082|pull_request:47210", "pull_request:47093|pull_request:47163", "pull_request:46196|pull_request:47179", "pull_request:47179|pull_request:47210", "pull_request:47082|pull_request:47108", - "pull_request:47108|pull_request:47301", "pull_request:46266|pull_request:47216", - "pull_request:47078|pull_request:47275", + "pull_request:47108|pull_request:47301", "pull_request:47082|pull_request:47275", + "pull_request:47078|pull_request:47275", "pull_request:46266|pull_request:47336", - "pull_request:46995|pull_request:47301", "pull_request:47175|pull_request:47179", + "pull_request:46995|pull_request:47301", "pull_request:44775|pull_request:46836", "pull_request:47082|pull_request:47216", "pull_request:47163|pull_request:47179", @@ -23728,17 +23813,17 @@ "pull_request:46912|pull_request:47078", "pull_request:47179|pull_request:47301", "pull_request:47166|pull_request:47352", - "pull_request:47184|pull_request:47352", "pull_request:46912|pull_request:47294", + "pull_request:47184|pull_request:47352", "pull_request:47143|pull_request:47320", "pull_request:47175|pull_request:47294", "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47105|pull_request:47298", "pull_request:45157|pull_request:46658", - "pull_request:47078|pull_request:47322", "pull_request:47275|pull_request:47304", "pull_request:44517|pull_request:47301", + "pull_request:47078|pull_request:47322", "pull_request:47078|pull_request:47243", "pull_request:47294|pull_request:47360", "pull_request:46912|pull_request:47291", @@ -23770,244 +23855,214 @@ "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823" ], - "prepared_review_unit_hash": "8a86b99adaec3503c1fbdab1544e1746d36d22093e3a2e500cce8d338905d8c2", + "prepared_review_unit_hash": "85711e98ea3dd9f26e8bfd650efd70c7b9ef7c4a9e665652a1d287d71974a7f9", "component_budget": { "node_count": 78, "item_count": 78, "soft_pair_count": 212, - "serialized_chars": 267587, - "estimated_input_tokens": 66897, - "estimated_eval_tokens": 134050 + "serialized_chars": 267543, + "estimated_input_tokens": 66886, + "estimated_eval_tokens": 134028 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 72, - "serialized_chars": 138857, - "estimated_input_tokens": 34715, - "estimated_eval_tokens": 69686 + "serialized_chars": 138840, + "estimated_input_tokens": 34710, + "estimated_eval_tokens": 69676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft edges mostly connect unrelated model additions, docs edits, test tweaks, and infra fixes, not duplicate underlying changes. No mergeable duplicate pair stands out.", - "confidence": 0.95, + "summary": "This is a heterogeneous cluster with mostly superficial similarity (model additions, docs, tests, small cleanup tweaks). None of the soft edges look like the same underlying bug or mergeable change, so they should stay separate.", + "confidence": 0.32, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 47179 is the most central substantive code change in the similarity graph: a large, well-developed model-support PR with broad scope and high review activity. It is still not a duplicate of the others, but it is the best hub among this noisy cluster.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 47179 is the best representative of the cluster because it is a large, concrete model-support change and sits near the center of the false-positive similarity links. The other candidates are mostly narrower docs/tests/cleanup or unrelated model PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47294", "right": "pull_request:47320", "accept": false, - "reason": "Kernel-native causal_conv1d work is unrelated to response_schema deprecation." + "reason": "Unrelated: kernel-native causal_conv1d hooks vs response_schema deprecation and tool schema changes." }, { - "left": "pull_request:46995", + "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "MLU flash-linear-attention support is unrelated to NeuCodec model support." + "reason": "Both add model support, but for different models (OpenPangu-V2 vs NeuCodec) with different code paths." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Nemotron Omni support and MLU flash-linear-attention are different features." + "reason": "Nemotron Omni model support and an import-utils availability check are unrelated changes." }, { - "left": "pull_request:47093", + "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model addition is unrelated to NeuCodec." + "reason": "Backend availability gating for flash linear attention is unrelated to adding NeuCodec support." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "Dino modernization/model conversion work is unrelated to MTP docs." + "reason": "DINO modernization and MTP docs are unrelated; no shared bug or code path." }, { "left": "pull_request:44775", "right": "pull_request:47304", "accept": false, - "reason": "Parallelism docs and MPS graph-cache docs are separate documentation changes." + "reason": "These are separate documentation edits in different areas with no common underlying issue." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:46266", + "right": "pull_request:47383", "accept": false, - "reason": "RoMa keypoint matcher support and packed SDPA routing are unrelated." + "reason": "DINO refactor/model modernization is unrelated to Kimi integration tests." }, { - "left": "pull_request:46266", - "right": "pull_request:47383", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Dino model modernization is unrelated to Kimi integration tests." + "reason": "RoMa model support and packed SDPA varlen attention are different features, not one change." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support is unrelated to XPU paged-attention tests." + "reason": "Model addition vs XPU paged-attention tests; only a broad testing/modeling theme in common." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch support and Granite SWA model support are different code paths." + "reason": "wav2vec2-family SDPA dispatch support and Granite-SWA model support are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite SWA model support is unrelated to packed SDPA varlen routing." + "reason": "Granite-SWA support and packed SDPA varlen routing touch different subsystems and problems." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model support is unrelated to a doc-builder pin comment." + "reason": "RoMa model support and a doc-builder pin comment change are unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47301", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder comment cleanup and MTP docs do not touch the same change." + "reason": "DINO modernization is unrelated to compressed-tensors FP8 documentation and quantization updates." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47108", + "right": "pull_request:47301", "accept": false, - "reason": "Dino modernization and compressed-tensors FP8 docs/config changes are unrelated." + "reason": "Doc-builder comment cleanup and MTP docs are unrelated documentation changes." }, { - "left": "pull_request:47078", + "left": "pull_request:47082", "right": "pull_request:47275", "accept": false, - "reason": "Japanese DistilBERT doc wording and EfficientViT-SAM model support are unrelated." + "reason": "Different model additions (RoMa vs EfficientViT-SAM); same broad category, not the same change." }, { - "left": "pull_request:47082", + "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "RoMa keypoint matcher and EfficientViT-SAM are different model additions." + "reason": "Japanese DistilBERT docs and EfficientViT-SAM model support are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:47336", "accept": false, - "reason": "Dino modernization is unrelated to fully-offloaded model saving." + "reason": "DINO modernization is unrelated to the fully-offloaded save_pretrained fix." }, { - "left": "pull_request:46995", - "right": "pull_request:47301", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Flash-linear-attention MLU support is unrelated to MTP docs." + "reason": "OLMo3 CI expectation updates and Granite-SWA model support are unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:46995", + "right": "pull_request:47301", "accept": false, - "reason": "OLMo3 CI expectation updates and Granite SWA support are unrelated." + "reason": "MLU flash-attention availability and MTP documentation have no shared code path." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Parallelism docs and Unlimited OCR model support are unrelated." + "reason": "A docs-only parallelism PR and Unlimited OCR model support are unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoMa keypoint matcher and compressed-tensors FP8 are unrelated changes." + "reason": "RoMa model support and compressed-tensors FP8 changes are unrelated features." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU tests and Granite SWA model support are unrelated." + "reason": "Paged-attention XPU tests and Granite-SWA support are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:45157", "accept": false, - "reason": "Qwen3 TTS model support and PrismML Bonsai support are different additions." + "reason": "Qwen3 TTS support and PrismML Bonsai support are different model/backend additions." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "EfficientViT-SAM support is unrelated to offloaded model saving." - }, - { - "left": "pull_request:47210", - "right": "pull_request:47304", - "accept": false, - "reason": "Packed SDPA routing and MPS graph-cache docs are unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47383", - "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to Kimi integration tests." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47216", - "accept": false, - "reason": "Finegrained FP8 decode routing is unrelated to compressed-tensors FP8 docs." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47336", - "accept": false, - "reason": "Compressed-tensors FP8 docs/config and offloading save fix are unrelated." + "reason": "EfficientViT-SAM model support and offloading save logic fix are unrelated." }, { "left": "pull_request:46912", - "right": "pull_request:47078", + "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion is unrelated to Japanese documentation wording." + "reason": "RoPE test adjustments across models and Granite-SWA support are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite SWA model support and MTP docs are unrelated." + "reason": "Granite-SWA support and MTP docs are unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47352", "accept": false, - "reason": "Quantization test edits and distributed runtime utilities are unrelated." + "reason": "Quantization test tweaks and distributed runtime utils are unrelated." }, { "left": "pull_request:47184", - "right": "pull_request:47352", - "accept": false, - "reason": "Qwen3 Next test wording changes are unrelated to distributed runtime utilities." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47294", + "right": "pull_request:47298", "accept": false, - "reason": "RoPE tests and kernel-native causal_conv1d functions are unrelated." + "reason": "Qwen3-next/videomt test changes and MI450 image-loading fallback are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47320", "accept": false, - "reason": "NeuCodec model support is unrelated to response_schema deprecation." + "reason": "NeuCodec support and old response_schema deprecation are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "OLMo3 CI values and causal_conv1d kernel work are unrelated." + "reason": "OLMo3 CI value updates and kernel-native causal_conv1d functions are unrelated." }, { "left": "pull_request:46895", @@ -24019,151 +24074,79 @@ "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "SDPA dispatch support and MTP docs are unrelated." - }, - { - "left": "pull_request:47105", - "right": "pull_request:47298", - "accept": false, - "reason": "VITS test re-enable and MI450 model-failure fixes are unrelated." + "reason": "SDPA dispatch support for audio models and MTP docs are unrelated." }, { "left": "pull_request:45157", "right": "pull_request:46658", "accept": false, - "reason": "PrismML support and Step-3.7 Flash support are unrelated model additions." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47322", - "accept": false, - "reason": "Japanese docs wording changes are unrelated to AMD Quark config updates." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47243", - "accept": false, - "reason": "Japanese docs wording changes are unrelated to Executorch exporter fixes." - }, - { - "left": "pull_request:47294", - "right": "pull_request:47360", - "accept": false, - "reason": "Kernel-native causal_conv1d functions are unrelated to OTEL CI workflow changes." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47291", - "accept": false, - "reason": "RoPE tests and continuous-batching config deprecation are unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47304", - "accept": false, - "reason": "Audio requirements fixes are unrelated to MPS graph-cache docs." - }, - { - "left": "pull_request:43451", - "right": "pull_request:44517", - "accept": false, - "reason": "Molmo2 docs/model support and Qwen3 TTS are different model additions." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47352", - "accept": false, - "reason": "Paged-attention XPU tests are unrelated to distributed runtime utilities." - }, - { - "left": "pull_request:47352", - "right": "pull_request:47383", - "accept": false, - "reason": "Distributed runtime utilities and Kimi integration tests are unrelated." + "reason": "PrismML Bonsai backend support and Step-3.7 Flash build/convert tooling are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47383", + "left": "pull_request:47275", + "right": "pull_request:47367", "accept": false, - "reason": "Qwen3 TTS support is unrelated to Kimi integration tests." + "reason": "EfficientViT-SAM model support and pipeline device-placement docs are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47143", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "Qwen3 TTS support is unrelated to NeuCodec." + "reason": "Both mention FP8, but one is a decode kernel optimization and the other is compressed-tensors quantization/docs; not the same change." }, { - "left": "pull_request:43451", - "right": "pull_request:47352", + "left": "pull_request:46957", + "right": "pull_request:47301", "accept": false, - "reason": "Molmo2 model addition is unrelated to distributed runtime utilities." + "reason": "Finegrained FP8 decode changes and MTP docs are unrelated." }, { - "left": "pull_request:47243", + "left": "pull_request:47275", "right": "pull_request:47294", "accept": false, - "reason": "Executorch exporter fixes are unrelated to causal_conv1d kernel functions." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47383", - "accept": false, - "reason": "Finegrained FP8 decode changes are unrelated to Kimi integration tests." + "reason": "EfficientViT-SAM support and causal_conv1d kernel integration are unrelated." }, { - "left": "pull_request:47210", + "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA routing and continuous-batching config deprecation are unrelated." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47298", - "accept": false, - "reason": "CohereASR loss-shift fix and MI450 model-failure fixes are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47301", - "accept": false, - "reason": "Finegrained FP8 decode work is unrelated to MTP docs." + "reason": "RoPE test updates and continuous-batching deprecation/config changes are unrelated." }, { "left": "pull_request:47113", - "right": "pull_request:47275", + "right": "pull_request:47304", "accept": false, - "reason": "Audio requirements fixes are unrelated to EfficientViT-SAM support." + "reason": "Audio feature/proc requirements fixes and an MPS graph-cache docs tweak are unrelated." }, { "left": "pull_request:46381", - "right": "pull_request:47322", + "right": "pull_request:47077", "accept": false, - "reason": "Tokenizers 0.23.1 dependency bump is unrelated to AMD Quark config changes." + "reason": "Tokenizers version bump / tokenizer conversion fixes are unrelated to Japanese DistilBERT docs translation." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:46381", + "right": "pull_request:47096", "accept": false, - "reason": "EfficientViT-SAM model support is unrelated to MPS graph-cache docs." + "reason": "Tokenizers compatibility fixes and exportable Kimi code are unrelated." }, { - "left": "pull_request:47210", + "left": "pull_request:47077", "right": "pull_request:47367", "accept": false, - "reason": "Packed SDPA routing is unrelated to pipeline device-placement docs." + "reason": "Japanese docs translation and pipeline device-placement docs are unrelated." }, { - "left": "pull_request:41855", - "right": "pull_request:43424", + "left": "pull_request:47294", + "right": "pull_request:47306", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to Executorch dynamic-shape tests." + "reason": "Kernel native causal_conv1d functions and Neuron experiment scripts are unrelated." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions are unrelated to MobileLLM model support." + "reason": "Mistral tokenizer method additions and Executorch dynamic-shape tests are unrelated." } ] }, @@ -24289,9 +24272,9 @@ "pull_request:45157|pull_request:47387", "pull_request:46658|pull_request:47387", "pull_request:47143|pull_request:47163", - "pull_request:46196|pull_request:47143", "pull_request:46658|pull_request:47143", "pull_request:46658|pull_request:47322", + "pull_request:46196|pull_request:47143", "pull_request:47143|pull_request:47387", "pull_request:47143|pull_request:47322", "pull_request:45157|pull_request:47143", @@ -24300,383 +24283,449 @@ "pull_request:47096|pull_request:47243", "pull_request:43451|pull_request:47291", "pull_request:43451|pull_request:47175", - "pull_request:40546|pull_request:43451", "pull_request:47166|pull_request:47383", "pull_request:47184|pull_request:47383", + "pull_request:40546|pull_request:43451", "pull_request:47306|pull_request:47367", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163" ], - "prepared_review_unit_hash": "4d4b993e516c585f66a0650bf8f5d0ba6287afd48faf33afff02db6d8cd29d23", + "prepared_review_unit_hash": "a76b859a1a187ddfb859e50da5e22606068d9478b959fa35968d71c62116c0d8", "component_budget": { "node_count": 78, "item_count": 78, "soft_pair_count": 212, - "serialized_chars": 267587, - "estimated_input_tokens": 66897, - "estimated_eval_tokens": 134050 + "serialized_chars": 267543, + "estimated_input_tokens": 66886, + "estimated_eval_tokens": 134028 }, "budget": { "node_count": 45, "item_count": 45, "soft_pair_count": 72, - "serialized_chars": 127590, - "estimated_input_tokens": 31898, - "estimated_eval_tokens": 64052 + "serialized_chars": 127570, + "estimated_input_tokens": 31893, + "estimated_eval_tokens": 64042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs. The only clear duplicate set is the CohereASR training-loss double-shift work, where three PRs implement the same fix in different ways. Most other soft matches are only broad subsystem similarities (model adds, test updates, exporter work, docs), so they should stay separate.", - "confidence": 0.91, + "summary": "Only the CohereASR training-loss patches form a true duplicate cluster. The rest are mostly unrelated model additions, docs, exporter, or test updates that merely share broad subsystem themes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the true duplicate set: it targets the CohereASR double-shift loss bug explicitly, carries the issue link, and is the most complete/settled version compared with the earlier variants.", + "canonical_pr_reason": "PR 47090 is the best canonical representative: it targets the same explicit issue, covers the full double-shift loss bug cleanly, and supersedes the earlier partial CohereASR fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best single representative in this cluster because it most directly and completely fixes the concrete CohereASR training-loss bug; the other true duplicates are earlier or alternate implementations of the same change.", + "best_pr_reason": "PR 47090 is the strongest overall PR in the only real duplicate cluster, with the clearest fix and broadest affected-model coverage.", "soft_edge_verdicts": [ { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-mapping robustness vs a new model addition; same broad area, not the same bug or change." + "reason": "Different PRs for different processor/model additions; same general area only." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch export test coverage vs MTP documentation; unrelated changes." + "reason": "Different tests/features: ExecuTorch exportability vs assisted decoding docs." }, { "left": "pull_request:43424", "right": "pull_request:47383", "accept": false, - "reason": "ExecuTorch export dynamic-shape tests vs Kimi integration tests; different code paths." + "reason": "Different goals and code paths; one is export tests, the other integration tests." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support vs config-resolution ordering fix; unrelated." + "reason": "Unrelated model addition vs config-resolution fix." }, { "left": "pull_request:44827", "right": "pull_request:47383", "accept": false, - "reason": "Mistral4 test fixes vs Kimi integration tests; only share a testing context." + "reason": "Different change types: Mistral4 tests vs Kimi integration tests." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test cleanup vs layernorm typo rename; different scope." + "reason": "Different bugs: Mistral4 tests vs layrnorm/layernorm renaming." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export tests vs Mistral4 tests; no shared underlying defect." + "reason": "Both are test-related, but they fix different models and failures." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition vs Falcon output-collection refactor; not the same change." + "reason": "Unrelated model addition vs Falcon refactor." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing vs model addition; unrelated." + "reason": "Loss-function fix vs new model addition; no shared bug." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel support; different features." + "reason": "Mistral4 test fix and TDT loss kernel support are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export test additions vs model addition; no duplicate bug." + "reason": "Different PR scopes: exec export test vs model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs fix vs Mistral4 tests; unrelated." + "reason": "Cross-entropy kwargs fix is unrelated to Mistral4 test issues." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs config resolution order fix; different issues." + "reason": "Different concrete fixes; only broad library overlap." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-interface refactor vs model-creation skill scaffolding; unrelated." + "reason": "Falcon output-interface refactor and model-creation skill are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs new-model skill content; unrelated." + "reason": "Mistral4 tests and model-creation skill do not share the same bug." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 tests; different concrete code paths." + "reason": "Different code paths and different targets." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model support vs model-creation skill scaffolding; not the same artifact." + "reason": "New MobileLLM model support vs model-creation skill; not duplicates." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; same files and same fix target." + "reason": "Same CohereASR double-shift loss bug; 47090 is a more complete follow-up fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss-shift issue; PR 47090 is another implementation of the same fix." + "reason": "Same loss-shift bug in the same CohereASR path; 47090 subsumes it." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both fix the same CohereASR double-shift training-loss bug, just with different implementation details." + "reason": "Both patch the same CohereASR training-loss double-shift problem." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU test fixes, but they cover different models and failures; too broad to be duplicates." + "reason": "Both are XPU test updates, but for different models and failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test updates vs accelerator decorator changes; same hardware theme, not the same concrete change." + "reason": "Different test maintenance changes; same hardware context only." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test work vs Olmo3 CI expectation updates; different test areas." + "reason": "Different fixes: RoPE test expansion vs Olmo3 CI value updates." }, { "left": "pull_request:47096", "right": "pull_request:47383", "accept": false, - "reason": "Exporter support for Kimi vs Kimi integration tests; related subsystem, but not the same underlying fix." + "reason": "Exporter fixes versus Kimi integration tests; no shared concrete bug." }, { - "left": "pull_request:47163", + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Separate XPU-related test tweaks for different models." + }, + { + "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "XPU paged-attention tests vs docs-only MPS graph cache changes; unrelated." + "reason": "Docs-only changes for different topics." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs vs MPS graph cache docs; different content." + "reason": "Japanese DistilBERT docs and MPS graph cache docs are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 Flash model build/conversion work vs Unlimited OCR model add; different models and code." + "reason": "Different model additions; only shared new-model scaffolding." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA runtime change vs assisted-decoding docs update; not the same bug or feature." + "reason": "SDPA varlen routing change vs docs update; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work vs ExecuTorch exporter fixes; both exporter-related but distinct changes." + "reason": "Both touch exporters, but they address different exporter behaviors and models." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni model support vs NeuCodec support; unrelated model additions." + "reason": "Different model additions: Nemotron Omni vs NeuCodec." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Different XPU-related test areas and different affected models; too broad to merge." + "reason": "Different test suites and failure modes; same platform only." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention XPU tests vs accelerator-decorator test updates; not the same issue." + "reason": "Both are XPU test-related, but not the same bug or model." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Model support PR vs XPU test PR; unrelated." + "reason": "Different topics: model support vs paged-attention XPU tests." }, { "left": "pull_request:45157", "right": "pull_request:46836", "accept": false, - "reason": "Prism Bonsai GGUF support vs Unlimited OCR model support; different targets." + "reason": "Prism GGUF support and Unlimited OCR are unrelated model/features." }, { "left": "pull_request:46836", "right": "pull_request:47387", "accept": false, - "reason": "Unlimited OCR model add vs one-to-many conversion support; not the same code path." + "reason": "Unlimited OCR support and one-to-many conversion support are different changes." }, { "left": "pull_request:47163", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU test fixes, but they address different model-specific failures." + "reason": "Different XPU test failures for different models." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Generation-config deprecation cleanup vs AMD Quark config-class rename; unrelated." + "reason": "Generation config deprecation and Quark config class update are unrelated." }, { "left": "pull_request:47301", "right": "pull_request:47336", "accept": false, - "reason": "MTP docs vs offloading save_pretrained behavior; no shared bug." + "reason": "Docs for assisted decoding vs offloading save-pretrained behavior are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model workstreams with no shared bug." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47383", + "accept": false, + "reason": "Compressed-tensors docs/quantization vs Kimi integration tests; unrelated." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47383", + "accept": false, + "reason": "Offloading save fix and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47387", + "accept": false, + "reason": "Nemotron Omni and one-to-many conversion support are different features." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47367", + "accept": false, + "reason": "MPS graph-cache docs and pipeline device-placement docs are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47298", + "accept": false, + "reason": "RoPE test changes vs MI450 image-loading/model failures; different bugs." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47383", + "accept": false, + "reason": "Docs-only MTP support vs Kimi integration tests; no duplicate." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Quantization docs and assisted decoding docs are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Different new-model additions with no shared concrete code-path bug." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47298", + "accept": false, + "reason": "Olmo3 CI updates and MI450 fixes target different failures." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47301", + "accept": false, + "reason": "Model support PR vs docs PR; not duplicates." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention XPU tests and SDPA varlen routing are different changes." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47298", + "accept": false, + "reason": "Kernel functions vs MI450 fixes; unrelated." }, { "left": "pull_request:45157", "right": "pull_request:47387", "accept": false, - "reason": "GGUF Prism support vs one-to-many conversion support; different functionality." + "reason": "GGUF Prism support and conversion plumbing are not the same change." }, { "left": "pull_request:46658", "right": "pull_request:47387", "accept": false, - "reason": "Step3p7 model/conversion work vs one-to-many conversion support; only vaguely related." + "reason": "Step-3.7 model scaffold and one-to-many conversion support are different." }, { "left": "pull_request:47143", "right": "pull_request:47163", "accept": false, - "reason": "NeuCodec support vs XPU paged-attention tests; unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47143", - "accept": false, - "reason": "SDPA dispatch support for speech models vs NeuCodec model add; different changes." + "reason": "NeuCodec support and paged-attention tests are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step3p7 model support vs NeuCodec support; unrelated model additions." + "reason": "Step3.7 Flash support and NeuCodec support are different model additions." }, { - "left": "pull_request:46658", - "right": "pull_request:47322", + "left": "pull_request:46196", + "right": "pull_request:47143", "accept": false, - "reason": "Step3p7 work vs AMD Quark config changes; no shared underlying issue." + "reason": "SDPA dispatch support and NeuCodec support are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47387", "accept": false, - "reason": "NeuCodec support vs one-to-many conversion support; different features." + "reason": "Different features: NeuCodec support vs conversion framework work." }, { "left": "pull_request:47143", "right": "pull_request:47322", "accept": false, - "reason": "NeuCodec support vs AMD Quark config changes; unrelated." + "reason": "NeuCodec support and Quark config changes are unrelated." }, { "left": "pull_request:45157", "right": "pull_request:47143", "accept": false, - "reason": "Prism GGUF support vs NeuCodec support; different model families." + "reason": "Different model families and no shared concrete bug." }, { "left": "pull_request:47301", "right": "pull_request:47367", "accept": false, - "reason": "MTP docs vs pipeline device-placement clarification; unrelated documentation." + "reason": "Assisted decoding docs and pipeline docs are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model addition vs ExecuTorch exporter fixes; different scopes." + "reason": "Molmo2 model addition and ExecuTorch fixes are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47243", "accept": false, - "reason": "Kimi export support vs general ExecuTorch exporter fixes; related area, but not the same concrete bug." + "reason": "Both touch exporter code, but they fix different exporter behaviors." }, { - "left": "pull_request:43451", - "right": "pull_request:47291", + "left": "pull_request:47166", + "right": "pull_request:47383", "accept": false, - "reason": "Molmo2 model add vs generation-config deprecation cleanup; unrelated." + "reason": "Different test updates with no shared concrete failure." }, { - "left": "pull_request:43451", - "right": "pull_request:47175", + "left": "pull_request:47184", + "right": "pull_request:47383", "accept": false, - "reason": "Molmo2 model addition vs Olmo3 CI test updates; different artifacts." + "reason": "Qwen3Next/VideOMT test changes are not the same issue as Kimi integration tests." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice model add vs Molmo2 model add; both new-model PRs, but not the same model or change." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47383", - "accept": false, - "reason": "Quantization test updates vs Kimi integration tests; different code paths." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47383", - "accept": false, - "reason": "Accelerator-decorator test changes vs Kimi integration tests; unrelated." + "reason": "VibeVoice and Molmo2 are independent model additions." }, { "left": "pull_request:47306", "right": "pull_request:47367", "accept": false, - "reason": "Neuron training experiment scripts vs pipeline docs/runtime clarification; unrelated." + "reason": "Neuron experiment scripts and pipeline docs are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 model addition vs NeuCodec support; distinct model additions." + "reason": "Different model support PRs with no shared bug or change." } ] }, @@ -24728,124 +24777,124 @@ "pull_request:47003|pull_request:47387", "pull_request:47096|pull_request:47143" ], - "prepared_review_unit_hash": "f35fffb5a93a1939ad7a6394e6945939f908447edaed0dfc72e5ff17e9d8faa8", + "prepared_review_unit_hash": "a38687d4750361c0974b83b7e0ed6ac1c5734c0cc8b02343ad6265b8d61e8498", "component_budget": { "node_count": 78, "item_count": 78, "soft_pair_count": 212, - "serialized_chars": 267587, - "estimated_input_tokens": 66897, - "estimated_eval_tokens": 134050 + "serialized_chars": 267543, + "estimated_input_tokens": 66886, + "estimated_eval_tokens": 134028 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 15, - "serialized_chars": 29370, - "estimated_input_tokens": 7343, - "estimated_eval_tokens": 14942 + "serialized_chars": 29356, + "estimated_input_tokens": 7339, + "estimated_eval_tokens": 14934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of unrelated pull requests: model additions, exporter work, documentation, tests, and a few isolated framework fixes. The similarity edges appear to be false positives from overlapping subsystems rather than the same underlying change or bug.", - "confidence": 0.96, + "summary": "The cluster is heterogeneous: it mixes unrelated model-addition PRs, exporter/backend work, hardware-specific fixes, and test-only changes. The soft similarity is driven by broad Transformers infrastructure overlap, not duplicate underlying changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items do not describe one shared fix or feature, so there is no single representative duplicate to anchor the cluster.", + "canonical_pr_reason": "No clear canonical PR: none of these PRs are the same concrete change, and several touch only broadly related infrastructure or unrelated model support areas.", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate triage: none of these PRs plausibly merge into one change, and they target different code paths and product areas.", + "best_pr_reason": "No single PR is a good representative duplicate target for the cluster; the items span distinct features and fixes rather than one mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:43451", "right": "pull_request:47383", "accept": false, - "reason": "Molmo2 model addition vs Kimi K25 integration tests; different models, different purpose, no shared underlying bug/change." + "reason": "Molmo2 model support vs Kimi integration tests; shared model-test scope is too broad and they do not fix the same bug or add the same feature." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Both add different multimodal model support; same broad area, but unrelated models and files, not the same change." + "reason": "Molmo2 vs Nemotron Omni are separate model integrations with different files and APIs; not the same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model onboarding vs Kimi exportability changes; overlapping framework files, but distinct model/features." + "reason": "Molmo2 addition and Kimi exportability work are unrelated model features, not one mergeable change." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 docs/model support vs OpenVINO exporter infrastructure; unrelated feature areas." + "reason": "Molmo2 model docs/code vs OpenVINO exporter work are different subsystems and different concrete changes." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter implementation vs Kimi exportability fixes; shared exporter utilities, but not the same concrete export bug or change." + "reason": "OpenVINO exporter support and Kimi exportability are related only at the broad exporter level, but they target different code paths and are not the same fix." }, { "left": "pull_request:43451", "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 model addition and AMD Quark config tweak are unrelated; only broad repo overlap." + "reason": "Molmo2 support and AMD Quark config adjustments are unrelated; one adds a model, the other changes quantization config handling." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Kimi exportability work and Quark config-class rename are separate exporter/quantization changes with no common bug." + "reason": "Kimi exportability changes and Quark config-class updates do not address the same problem or code path." }, { "left": "pull_request:43451", "right": "pull_request:47298", "accept": false, - "reason": "Model addition vs MI450-specific model failure fixes; no same code-path problem." + "reason": "Molmo2 model addition and MI450 failure fixes are unrelated; the latter is a platform-specific stability patch." }, { "left": "pull_request:47096", "right": "pull_request:47298", "accept": false, - "reason": "Exporter/model support work vs MI450 runtime fixes; overlap in test/model files is superficial." + "reason": "Kimi exportability and MI450 model-failure fixes are different issues with no shared concrete change." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model docs/support vs Neuron experiment scripts and trainer changes; not the same feature or defect." + "reason": "Molmo2 support and Neuron experiments are unrelated; the latter is an experimental training script/integration change." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Kimi exportability work vs Neuron experimentation; different hardware backends and workflows." + "reason": "Kimi exportability and Neuron experiments do not fix the same code-path problem." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work vs Neuron experiment scripts; both deployment-oriented, but unrelated implementations." + "reason": "OpenVINO exporter work and Neuron experiments are different backend efforts and cannot plausibly be merged as one PR." }, { "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "Kimi exportability changes vs one-to-many conversion loading fix; related to loading/export infra broadly, but distinct bugs." + "reason": "Kimi exportability tweaks and one-to-many conversion support are not the same change; the latter is a core loading/transformer framework enhancement." }, { "left": "pull_request:47003", "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter and one-to-many conversion loader fix solve different problems in different code paths." + "reason": "OpenVINO exporter implementation and one-to-many conversion support target different layers of the stack and different problems." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exporter/model work vs NeuCodec model support; separate model integrations with no shared underlying change." + "reason": "Kimi exportability work and NeuCodec support are separate model/backend additions with no shared underlying bug or feature." } ] }, @@ -24875,7 +24924,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "01fcf82f0ddee4c36f8d04f691d9bf4410869a1e1d38fe3603a0cfeab98dceb0", + "prepared_review_unit_hash": "b4e3e8c03f35daa68605faebd2b5e286d16436c8b3095b6ef1ce41f74be6b004", "component_budget": { "node_count": 2, "item_count": 2, @@ -24897,18 +24946,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two PRs are unrelated feature additions for different models: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same bug or change.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the stronger standalone change: it adds a concrete model capability with supporting code and tests for DINOv3 image classification. PR #40755 is also valid, but it is a broader TimesFM feature/doc update and less clearly the cluster anchor.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-visible features. They do not appear to fix the same underlying bug or implement the same change." + "reason": "Different model families and different code paths: TimesFM forecasting-with-covariates vs DINOv3 image classification. They are not the same underlying change and could not plausibly be merged into one PR." } ] }, @@ -25001,7 +25050,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "422b5c58104eecf8ce452bbe7d7dc59b597cd1490a7b3b4e4b42848b24905ac6", + "prepared_review_unit_hash": "67dbe6b2ef95c942b2c3ec91b0a30ccbc93369724028c1ed5ed1fdcfde3978bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -25023,18 +25072,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one upgrades GitHub Actions core actions for Node 24 compatibility, while the other bumps docker/build-push-action and a few other workflow actions to newer versions.", + "summary": "These are related dependency-maintenance PRs touching overlapping GitHub Actions workflows, but they target different action upgrades and different compatibility goals, so they should not be merged as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader and more representative workflow compatibility upgrade, touching multiple GitHub Actions core actions across many workflows.", + "canonical_pr_reason": "PR 42975 is the more specific change set: it consistently upgrades workflow actions for Node 24 compatibility. PR 42976 is a separate maintenance pass focused on newer action versions, especially docker/build-push-action, and is not the same concrete fix.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative artifact for the cluster because it targets the larger Node 24 compatibility migration rather than a narrower docker-action version bump.", + "best_pr_reason": "PR 42975 is the better representative because it has a single clear purpose and a tighter scope. PR 42976 is broader and less clearly tied to the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They both update workflow dependencies, but they are different changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and related workflow actions. They could be merged separately and do not appear to fix the same concrete bug." + "reason": "Both are workflow dependency bumps, but they address different actions and different upgrade motivations. They do not appear to fix the same concrete code-path problem and would not naturally collapse into one PR." } ] }, @@ -25069,12 +25118,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "639eaf1b0aec8a1a9176a383b92d492322b6510edb9fea11e2d776ca07948a04", + "prepared_review_unit_hash": "4569f0c30adb6cdc11c6d5a86394448596e5dc03a3a3e194ff1e33ff6cff8f4b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25082,7 +25131,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -25091,36 +25140,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition changes (ViT NEPA, Molmo, CTSM, Step3p7). The overlap is limited to shared docs/auto-registration scaffolding, not the same underlying bug or feature.", + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share boilerplate around docs and auto registries, but they target different models and code paths, so none should be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are for different models and different implementations, with only superficial overlap in shared docs/auto-mapping scaffolding.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a better canonical representative for the cluster because there is no duplicate bug/change here; each PR stands on its own model integration.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and implementations; shared _toctree and auto mappings are routine add-model boilerplate." + "reason": "ViT NEPA and Molmo are different model integrations with distinct model files, tests, and docs; shared auto-mapping/docs edits are just framework boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated model additions with different code paths, tests, and docs." + "reason": "ViT NEPA vs CTSM are unrelated model additions. The overlap in toctree/auto files does not indicate the same underlying code change or fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct models; the overlap is only generic registration/documentation work." + "reason": "Molmo and CTSM add different model families and separate converters/modeling/processor code paths; they are not mergeable as one PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are different model implementations; shared timeseries/auto-file edits do not indicate the same change." + "reason": "CTSM and Step3p7 are distinct model ports with different model-specific modules and tests. Similar registry/documentation edits are not enough to treat them as duplicates." } ] }, @@ -25169,133 +25218,133 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "0c725ddff03c2140313ac7bd934f4e2560891118c189c6dec0c5aab8ba8782fc", + "prepared_review_unit_hash": "a44a4cd3644ecce752fc648729cecc3be87f17bc60ee269c5293172cb2ccee3d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19600, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19600, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are unrelated despite generic titles; the only clear duplicate pair is the two YOLOS device-mismatch fixes, which target the same issue and overlap on the same file and issue.", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous: Whisper test/tokenizer cleanup, unrelated test assertions, an FP8 dequant/loading fix, a generation-validation change, a CI memory workaround, and two closely related YOLOS device-mismatch PRs. The only plausible duplicate/variant pair is the two YOLOS PRs, which share the same issue target and code path but are not identical fixes.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the more complete YOLOS fix: it includes the actual device alignment in the forward path plus the model split-list change, while 46886 is the narrower precursor. It best represents the underlying bug fix for device_map='auto' mismatches.", + "canonical_pr_reason": "No strong canonical PR winner is supported by the evidence. 46886 and 46922 are clearly related YOLOS variants, but 46922 also adds a separate runtime device-placement fix on top of the shared _no_split_modules change, so the pair should be treated as close variants rather than one being an obvious canonical duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best single PR candidate because it directly addresses the YOLOS device mismatch with the broader, more complete code change; the other PRs are either unrelated tests/CI/config changes or different model subsystems.", + "best_pr_reason": "If a representative PR is needed, 46922 is the slightly broader representative because it includes the shared YOLOS fix plus the extra device-placement correction. That said, the evidence is still only strong enough to call 46886 and 46922 related variants, not a definitive duplicate/canonical match.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they target different models and different problems: Whisper decode behavior vs. CLIP/ViT test edits." + "reason": "Whisper tokenizer/test changes vs unrelated CLIP/ViT test edits; only superficial test-fix similarity." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer test fix and FP8 dequant/loading changes are unrelated code paths and bugs." + "reason": "Different subsystems and bugs: Whisper decode logic vs FP8 dequant/loading fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different issues: Whisper test cleanup vs. generation watermarking/config validation and broader generation fixes." + "reason": "Whisper fix vs generation watermarking validation and model test updates; not the same change." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenization tests and YOLOS device-map mismatch fixes are unrelated subsystems and bugs." + "reason": "Whisper tokenizer/tests vs YOLOS device-mismatch fix; unrelated code paths." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "The CLIP/ViT test edits are not the same underlying change as the FP8 dequant/model-loading fix." + "reason": "Unrelated test-only edits in model suites vs a CI memory/device_map workaround." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Test placeholders in CLIP/ViT do not correspond to generation config or Whisper/model-generation fixes." + "reason": "Both touch tests or fixes broadly, but the underlying bugs are different and not mergeable into one PR." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Unrelated: model test files with dummy asserts vs. CI memory-limit and Phimoe integration-test setup." + "reason": "CLIP/ViT test edits are unrelated to generation config/watermarking fixes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and bugs: CLIP/ViT test changes vs. YOLOS runtime device placement fix." + "reason": "Different models and issues: test assertion noise vs YOLOS runtime device mismatch." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/model-loading work is unrelated to CI runner memory patching and Phimoe test adjustments." + "reason": "FP8 dequant/loading code changes are unrelated to Phimoe CI environment patching." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch different bug classes: FP8 dequantization vs. generation validation/Whisper-related fixes." + "reason": "Different concrete problems: FP8 quantization/dequant path vs generation validation and Whisper-related updates." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization/runtime loading changes do not match the YOLOS device mismatch bug." + "reason": "No shared bug: FP8 kernel/loading fix vs YOLOS device placement fix." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config/Whisper changes are unrelated to Phimoe CI integration-test infrastructure." + "reason": "Generation config/watermarking validation is unrelated to the CI CPU-memory limit workaround." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different affected code paths and symptoms: generation validation/Whisper fixes vs. YOLOS device placement." + "reason": "Different models and code paths: generation validation/Whisper vs YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory-limit and Phimoe test harness changes are unrelated to YOLOS device_map='auto' behavior." + "reason": "CI environment patching for Phimoe is unrelated to YOLOS model execution behavior." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs fix the same YOLOS device-mismatch issue for device_map='auto' on the same file and issue target; 46922 is the fuller version with the runtime tensor-device fix." + "reason": "Both target the same YOLOS issue on the same model file and share the _no_split_modules fix; 46922 additionally adds a runtime device-placement correction, so they are close variants of the same underlying bug/change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The only accepted duplicate pair, 46886/46922, is clearly mergeable as the same YOLOS device-mismatch bugfix, with 46922 being the fuller version. The other pairwise rejections do not overstate evidence." + "accept": false, + "feedback": "The summary is mostly grounded, but the canonical selection is too strong for the evidence. PR 46886 and 46922 are clearly related and mergeable for the same YOLOS issue, but the packet does not support calling 46886 the best canonical representative or 46922 the \"narrower\" one; 46922 actually includes an extra runtime device-placement fix in addition to the shared _no_split_modules change. A more conservative conclusion would be that the two YOLOS PRs are closely related duplicates/variants, without asserting a clear canonical winner." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -25322,12 +25371,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "6e3756a2a0f174e12eb923811ca605a0f897b2103b85dcac3769f4d40ff1068f", + "prepared_review_unit_hash": "65182f6be89bcd5279253b7391c8cac71dfa9ff868e9d498b076c8e841b09549", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6346, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -25335,7 +25384,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6346, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -25344,30 +25393,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated '[don't merge]' PRs that happen to touch repo automation/CI and one shared test file, but they do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.95, + "summary": "These are three separate '[don't merge]' PRs used for different repo/CI checks; they are not duplicates of one another.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate stands out; PR 43532 is the broadest representative, but it is still a distinct CI/workflow/test diff rather than the same change as the others.", + "canonical_pr_reason": "No canonical PR: the three PRs change different surfaces and purposes (setup/version + test bot checks, comment/diff workflow plumbing, and a security-gate workflow trigger).", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most representative standalone PR in the set because it spans multiple CI/workflow files and a test helper, whereas the others are narrower and clearly different edits.", + "best_pr_reason": "PR 43532 is the broadest representative of the cluster because it touches several CI/support files, but it is still distinct from the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 edits setup/versioning and test dependencies, while 46747 only switches a workflow trigger for the security gate." + "reason": "Setup/version/test-bot changes are unrelated to the security-gate workflow trigger change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are repo-infra/test PRs, but they target different concrete changes; the shared vit test file does not make them the same underlying fix." + "reason": "They both mention test tooling, but one edits setup/versioning and a Vit test while the other rewires multiple CI/comment workflows; not the same code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they modify different workflows and different behavior paths, so they are not mergeable as one PR." + "reason": "Both touch GitHub workflows, but they address different mechanisms: PR-comment/diff reporting versus a PR security gate." } ] }, @@ -25397,7 +25446,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "9c92ea87715d10ee74d067ab5f576cc005da5c64eb8cc63e7d4c0b759495962c", + "prepared_review_unit_hash": "462540f90ba9bfa482e61bef0787607024a31bc7477c167006d23ed124b75b5c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25419,18 +25468,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closely related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure, but the concrete tasks, model coverage, and test files differ enough that they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share pipeline/docs scaffolding, but they target different tasks and different model/test surfaces, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43613 is the broader representative: it adds a new visual segmentation pipeline with more model integrations and test coverage, making it the best stand-in for this similarity cluster.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43613 is the strongest cluster exemplar because it touches the most related code paths and documentation around the new segmentation pipeline family.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different feature additions with different task names and different model/test coverage. They are in the same subsystem, but not the same underlying code-path fix or change, so they should not be treated as duplicates." + "reason": "Different underlying feature requests: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same concrete change, and they would not plausibly be merged into a single PR without conflating two distinct tasks." } ] }, @@ -25460,7 +25509,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e2e3619978aee6f5c8e9e9825bafc492895be1651fcf2fafc62e1f97589ab4c8", + "prepared_review_unit_hash": "16380997705ffba1a958419674ab7f8b52685c599b345c37b56ce37d0b41dad8", "component_budget": { "node_count": 2, "item_count": 2, @@ -25482,18 +25531,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated Trainer extensibility changes that happen to touch the same file: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable helper. They do not appear to be the same underlying fix or mergeable into one PR.", - "confidence": 0.97, + "summary": "Both pull requests modify `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to Trainer extensibility, but not the same underlying bug/change and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43651 is the more concrete and self-contained change, adding a loss-scaling hook in `training_step`; however, it is only a representative of this cluster, not a true duplicate canonical.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: 43651 changes training loss normalization for GA, while 43663 changes input-column filtering/signature inspection. Shared filename alone is not enough to treat them as duplicates." + "reason": "Different code paths and goals: #43651 changes gradient accumulation loss normalization, while #43663 adds an overridable signature-column helper for input filtering. They are not the same bug or a single mergeable fix." } ] }, @@ -25523,7 +25572,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "46ea8473bc47a6bc2d8945aadbdac835fdac53376f2fcde99922167c6fbbde3c", + "prepared_review_unit_hash": "bbf93bd2733599f6f83e863f6e32f3e3bd3b1559cd39540869444b05e3191b63", "component_budget": { "node_count": 2, "item_count": 2, @@ -25545,18 +25594,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI module and both mention a NameError, but they appear to fix different annotation/import issues rather than the same concrete bug.", - "confidence": 0.85, + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they appear to fix different annotation/import problems rather than the same bug.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most targeted and concrete fix: it directly guards the pydantic TypeAdapter import under TYPE_CHECKING and stringizes the annotation to avoid the runtime NameError when pydantic is missing.", + "canonical_pr_reason": "PR 43842 is the tighter, more direct fix for the reported TypeAdapter NameError: it explicitly guards the pydantic import with TYPE_CHECKING and stringizes the validator annotation to avoid runtime import failure.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 best represents the cluster because it addresses the explicit runtime failure path in `src/transformers/cli/serve.py` with a narrowly-scoped change tied to the reported issue.", + "best_pr_reason": "PR 43842 is the best single PR candidate because it directly targets the concrete failure mode described in its title and diff, with minimal unrelated typing changes.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "#43656 is a broader `__future__`/typing cleanup for forward references, while #43842 specifically fixes the `TypeAdapter` import/annotation path when pydantic is absent. They overlap in file and symptom class, but not the same underlying bug." + "reason": "Same file and similar symptom, but 43656 is a broader typing/future-annotations cleanup while 43842 specifically fixes missing-pydantic TypeAdapter handling; they do not look like the same underlying bug and should not be merged as duplicates." } ] }, @@ -25706,8 +25755,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", @@ -25749,20 +25798,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "11e1eb1054c1c2c9f5ee66dd62988ff225c616a21b8fda91bab3741e3e540ac7", + "prepared_review_unit_hash": "cd0d46837dec2bcd05d2a1a0ae4a268d2d4fd5d72dceb55d3602d7dc78e5061f", "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": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76934, + "serialized_chars": 76936, "estimated_input_tokens": 19234, "estimated_eval_tokens": 38724 }, @@ -25771,417 +25820,369 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific refactors to migrate output tracing to `capture_outputs`/`can_return_tuple`. The only clear duplicate subclusters are the GPT-J/CodeGen edits and the GPT-Neo variants; the rest are separate model migrations that share a theme but not the same concrete code path.", - "confidence": 0.91, + "summary": "Mostly a set of separate model-specific output-tracing refactors. The only strong duplicate-like overlaps are within GPT-Neo and within the GPT-J/CodeGen subgroup; the rest are different model code paths and should stay separate. I also corrected the 44066 vs 44085 verdict to stay grounded in the GPT-J file overlap rather than any unsupported model-name substitution.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the true duplicate subcluster: it is the latest and most complete GPT-J/CodeGen output-tracing refactor, touching the same core files as the overlapping GPT-J PRs.", + "canonical_pr_reason": "PR 44722 is the clearest canonical representative for the GPT-J/CodeGen subgroup because it is the broadest explicit standardized-output-tracing refactor and overlaps the same concrete files/code path.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 best captures the recurring GPT-J/CodeGen output-tracing change and is the strongest canonical representative among the overlapping PRs.", + "best_pr_reason": "PR 44722 is the best overall PR representative for the cluster because it is the broadest late-stage GPT-J/CodeGen output-tracing change and subsumes the shared code-path overlap seen in 44066 and 44085.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (CVT/FNet vs GPT-J); same tracking issue is not enough to merge them." + "reason": "CVT/FNet and GPT-J are different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model migrations (CVT/FNet vs DeBERTa v2); only the broad output-tracing theme overlaps." + "reason": "CVT/FNet and DeBERTaV2 are unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file/code path, so they look like overlapping implementations of the same change." + "reason": "Both touch the same GPT-J output-tracing code path in modeling_gptj.py, so they look like the same underlying refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones and files (RegNet/ResNet vs EfficientNet); these are separate model-specific refactors." + "reason": "ResNet and EfficientNet are separate model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths; shared output-tracing work does not make them duplicates." + "reason": "EfficientNet and GPT-J/CodeGen are different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are different model implementations, so they are not the same underlying change." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated model-specific refactors." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model families; this is only a thematic similarity." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated model refactors." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "MGP-STR and GPT-J are different code paths; they both standardize outputs, but not the same bug or change." + "reason": "GPT-J/CodeGen and MGP-STR are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different models, so these are separate refactors." + "reason": "GPT-J/CodeGen and MPT are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both PRs target the same GPT-Neo output-tracing refactor in the same model/file, making them plausible duplicates." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths; only the refactor pattern is shared." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are separate model implementations and should not be merged as duplicates." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated model paths; the shared issue target does not indicate the same change." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J touch different code paths and implement separate output-tracing migrations." + "reason": "MGP-STR and GPT-J/CodeGen are different refactors." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different models, so this is not the same concrete fix." + "reason": "ResNet and GPT-J are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations; they only share the general output-tracing theme." + "reason": "GPT-Neo and ResNet are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are distinct model families, so these are not duplicates." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different code paths, despite similar refactor wording." + "reason": "GPT-Neo and Flaubert are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is unrelated to GPT-J/CodeGen, so they are separate model migrations." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models; same refactor style is not enough." + "reason": "GPT-Neo and Flaubert are not the same underlying fix." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are different model implementations and should not be collapsed." + "reason": "MPT and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model paths, even if they both standardize outputs." + "reason": "GPT-Neo and GPT-J are different models." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated models, so these are distinct changes." + "reason": "GPT-Neo and MGP-STR do not share the same concrete bug." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths with different output-handling details." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44116", - "accept": false, - "reason": "MPT and Flaubert/XLM are different models; not the same underlying fix." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR are different models, so they are not duplicates." + "reason": "GPT-Neo and MGP-STR are unrelated model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different model families; only the output-tracing theme matches." + "reason": "GPT2 and MGP-STR are different model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model paths, so this is not a duplicate." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate model refactors, not one concrete change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different models, so they should not be merged." + "reason": "ViLT and Flaubert/XLM are different model code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and LongT5 are unrelated models; shared standardized-output wording is too broad." + "reason": "SegFormer and VisualBERT are different code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and ViLT are different model code paths and not the same fix." + "reason": "SegFormer and LongT5 are unrelated model-specific changes." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are separate model migrations with no shared code path." + "reason": "SegFormer and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models, so these are not duplicates." + "reason": "GPT-Neo and MPT do not fix the same underlying issue." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and ViLT are unrelated model families; only the refactor theme overlaps." + "reason": "RegNet and VisualBERT are distinct model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and MPT are different model implementations and should stay separate." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are different models; they are not the same concrete change." + "reason": "SegFormer and MPT are unrelated refactors." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different code paths, so this is not a duplicate." + "reason": "VisualBERT and Flaubert/XLM are different model implementations." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model implementations." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT2 and MPT are separate model families, so they should not be merged." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT2 are different models; the shared output-tracing refactor does not make them duplicates." + "reason": "MPNet and Flaubert are unrelated concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and SegFormer are distinct model paths, so this is only thematic similarity." + "reason": "RegNet and GPT-Neo are separate model-specific refactors." }, { - "left": "pull_request:44101", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated models with separate output-handling changes." + "reason": "RegNet and LongT5 are not the same bug fix." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are different model families, not the same underlying fix." + "reason": "TextNet and LongT5 are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different code paths and not plausibly one merged PR." + "reason": "GPT-Neo and LongT5 are unrelated model changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are different models, so these are separate changes." + "reason": "SqueezeBERT and MPT are separate model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet and LongT5 are unrelated model implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and GPT-Neo are different models; same issue target alone is not enough." + "reason": "SqueezeBERT and VisualBERT are different model refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and LongT5 are separate model migrations with no shared code path." + "reason": "RegNet and TextNet are different model-specific changes." }, { "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet and LongT5 are unrelated model families, so they are not duplicates." + "reason": "TextNet and Flaubert are unrelated implementations." }, { - "left": "pull_request:44018", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different models and should not be collapsed." + "reason": "MPNet and LongT5 do not share the same concrete bug." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "SqueezeBert and MPT are different model paths, so this is not the same change." + "reason": "RegNet and MPNet are separate model refactors." }, { - "left": "pull_request:44018", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different code paths, even though both use standardized output tracing." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and ViLT are unrelated models and do not fix the same concrete bug." + "reason": "MPT and SpeechT5 are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are different model families, so they are not duplicates." + "reason": "CVT/FNet and LongT5 are unrelated models." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model implementations." + "reason": "CVT/FNet and SegFormer are different concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different model paths; only the refactor pattern matches." + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated models, so this is not the same change." + "reason": "DeBERTaV2 and TextNet are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both PRs cover the same GPT-J/CodeGen standardized output-tracing refactor, so they are overlapping implementations of the same change." + "reason": "Both are GPT-J/CodeGen standardized output-tracing refactors, and 44722 is the broader later version of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path and look like alternate versions of the same refactor." + "reason": "Both point to the same GPT-J/CodeGen output-tracing refactor on the same files/code path." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different models; shared issue tracking does not make them duplicates." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and ResNet/RT-DETR ResNet are different model code paths, not one change." + "reason": "CVT/FNet and ResNet are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated models, so these are separate PRs." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different code paths and should not be merged." + "reason": "DeBERTaV2 and SpeechT5 are separate implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are different models; they only share the output-tracing migration theme." + "reason": "DeBERTaV2 and Vits are different model refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model families, so they are not duplicates." + "reason": "FocalNet and ImageGPT are unrelated concrete changes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats only the GPT-J/CodeGen and GPT-Neo pairs as clear overlaps, and the other rejections are justified by distinct model/code paths. The accepted pairs also look mergeable into a single bugfix PR." + "accept": false, + "feedback": "The overall clustering read is mostly grounded, but one soft-edge verdict is not precise: the pair `pull_request:44066` vs `pull_request:44085` is described as involving EfficientNet, which is not one of the PRs and is unsupported by the packet. That kind of model-name substitution is a precision error, so I can\u2019t accept this as fully conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -26213,14 +26214,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4cc915ce249cdd126a66c8af7c1b1f04d473f39b83a98a8a5d813a98c8c3e7b9", + "prepared_review_unit_hash": "cdcb3d63fe605f99c53d4fd8d5ca968e4863ae0e139a060d3f1686a2b0ec95bd", "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": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, @@ -26235,42 +26236,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A loose cluster of unrelated model-specific refactors that all adopt standardized output tracing, but each PR touches a different architecture and code path. They are conceptually similar, not duplicate fixes or mergeable as one change.", - "confidence": 0.95, + "summary": "All items are model-specific refactors to standardized output tracing/capture across different architectures. They share a common pattern, but they do not look like the same underlying bug or change, so none of the PR pairs should be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate of the others; if one exemplar is needed, the SpeechT5 PR is the most self-contained because it has an explicit issue target and broader tracing changes, but it still isn\u2019t a canonical duplicate of the rest.", + "canonical_pr_reason": "No single PR is a true duplicate canonical for the cluster because each targets a different model and code path. If one representative is needed, PR #44129 is the strongest exemplar due to its explicit issue link and concrete SpeechT5-specific output-tracing change.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone representative: it has an explicit linked issue, clear output-tracing refactor work, and enough context to stand on its own. It is still not merge-equivalent to the other model-specific PRs.", + "best_pr_reason": "PR #44129 is the best representative of the set: it is concrete, has an explicit tracking issue, and makes a focused model-specific refactor rather than a broad pattern-only change.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but one is VisualBert and the other is TextNet; they modify different model implementations and different forward paths, so they are not the same underlying change." + "reason": "Both are output-tracing refactors, but they modify different model implementations (VisualBert vs TextNet) and are not the same code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model-specific refactors with different layer classes and tracing setup; same theme, but not one duplicate fix." + "reason": "Same refactor theme, but different models (MPNet vs VisualBert) and different internal tracing setup; not mergeable as one PR for the same bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are parallel refactors in different models. They share the standardized tracing pattern but not the same concrete code path or mergeable patch." + "reason": "These are separate model-specific migrations in different files and code paths, so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated implementations; both migrate output handling, but they do not address the same bug or identical behavior." + "reason": "RegNet and SqueezeBert are unrelated implementations; the PRs share a pattern but not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 target different model code paths and output semantics; the overlap is only the refactor pattern, not a duplicate change." + "reason": "SqueezeBert vs SpeechT5 are distinct model code paths, and SpeechT5 also includes an explicit issue-linked refactor; not the same concrete fix." } ] }, @@ -26349,12 +26350,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "d3e29e27d7f695f141a4bcd47cf78a684207b5f786937082253ba0ed4bd47ce7", + "prepared_review_unit_hash": "473bd213b52f864aafa3d6d1b1a8807755187359e2feec1751fd806e9d16e419", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, + "serialized_chars": 39779, "estimated_input_tokens": 9945, "estimated_eval_tokens": 20146 }, @@ -26362,7 +26363,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, + "serialized_chars": 39779, "estimated_input_tokens": 9945, "estimated_eval_tokens": 20146 }, @@ -26371,246 +26372,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are thematically similar output-tracing refactors, but they are model-specific changes across distinct code paths. I do not see any true duplicate PRs here; the shared title pattern and use of `can_return_tuple` are too broad to justify merging them.", - "confidence": 0.94, + "summary": "These are separate model-specific output-tracing refactors across different architectures (e.g. timm_backbone, MobilenetV1, DepthAnything, UperNet, RWKV, DPR, CodeGen). They share a naming pattern and a similar refactor theme, but not the same concrete bug or mergeable code change, so the soft edges should not be treated as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single duplicate canonical exists in this set; as a representative anchor, PR 44025 is the cleanest example because it applies the refactor across two closely related depth_anything model files rather than a single isolated model file.", + "canonical_pr_reason": "No true duplicate PR cluster here; PR 44025 is the best representative anchor because it is a clear, self-contained output-tracing refactor spanning two closely related DepthAnything files.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative of the cluster\u2019s common pattern: a focused output-tracing refactor that spans a related pair of files and is easy to understand as a standalone change.", + "best_pr_reason": "PR 44025 is the most suitable canonical example of the recurring refactor pattern: it is focused, self-contained, and touches a coherent pair of related model files.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same broad refactor theme, but different model implementations (`timm_backbone` vs `upernet`) and separate forward paths; not the same concrete bug/change." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only, not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`) with unrelated forward code paths; title similarity is only thematic." + "reason": "timm_backbone and vision_text_dual_encoder are unrelated implementations; the shared output-tracing wording is too generic." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are unrelated model code paths; this is not a single fix that could plausibly be merged into one PR." + "reason": "Different architectures and files (timm_backbone vs univnet); not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` output tracing and `mamba/falcon_mamba` output tracing are separate model-specific changes, not the same underlying defect." + "reason": "timm_backbone and mamba/falcon_mamba are separate code paths; only the refactor pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` touch different architectures and output-capture logic; too far apart to treat as duplicates." + "reason": "Unrelated models (timm_backbone vs rwkv); cannot plausibly be merged as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated code paths; same refactor pattern, but not the same concrete change." + "reason": "MobilenetV1 and univnet are different model families; same generic refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward implementations (`mobilenet_v1` vs `upernet`); no shared bug to deduplicate." + "reason": "MobilenetV1 and UperNet touch different code paths and outputs; not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model implementations; both refactor output tracing, but not the same code-path problem." + "reason": "MobilenetV1 vs DepthAnything are unrelated model implementations; the overlap is just the output-tracing refactor style." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated changes; the similarity is only in generic tracing cleanup." + "reason": "Different model families (MobilenetV1 vs VisionEncoderDecoder); not a single concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` modify different model wrappers and forward signatures; not mergeable as one fix." + "reason": "MobilenetV1 and SpeechEncoderDecoder are separate code paths; shared theme is too broad." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are distinct models with different tracing/call semantics; not the same underlying bug." + "reason": "VisionTextDualEncoder and UnivNet are unrelated models; same refactor label does not imply duplicate change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); same refactor family, but not duplicates." + "reason": "Different subsystems (vision-text dual encoder vs UperNet); not one fixable bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` wrapper logic and `mamba/falcon_mamba` state/output capture are unrelated concrete changes." + "reason": "VisionTextDualEncoder and Mamba/FalconMamba are distinct code paths; not mergeable into one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and files; only the generic output-tracing motif overlaps." + "reason": "VisionTextDualEncoder vs DepthAnything are different model implementations; only the refactor pattern aligns." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate model implementations; no shared code-path bug." + "reason": "UnivNet and UperNet are unrelated architectures; same generic output-tracing theme only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are unrelated forward implementations; not a single duplicate fix." + "reason": "UnivNet and Mamba/FalconMamba target different code paths and cannot be one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing refactors, but they affect different model families and cannot realistically be merged into one concrete PR." + "reason": "UnivNet vs DepthAnything is not the same underlying bug or change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` segmentation logic and `rwkv` sequence-model tracing are distinct code paths; same theme, different fixes." + "reason": "UperNet and RWKV are different model families; shared refactor wording is insufficient." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` vs `mamba/falcon_mamba` is just broad output-tracing similarity, not the same bug or change." + "reason": "UperNet and Mamba/FalconMamba are separate code paths; not a duplicate fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` output tracing and `codegen` cache/output signature cleanup are different model subsystems and different fixes." + "reason": "Mamba/FalconMamba and CodeGen are unrelated implementations; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated model paths; not enough overlap for duplicate PR triage." + "reason": "timm_backbone and CodeGen do not share a concrete bug or code path." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` modify unrelated forward methods; only the generic refactor style matches." + "reason": "UnivNet and CodeGen are unrelated model code paths; not mergeable as one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are distinct code paths with different output semantics; not duplicates." + "reason": "UperNet and CodeGen are distinct architectures; only the tracing refactor motif overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are separate models and separate fixes." + "reason": "VisionTextDualEncoder and CodeGen are unrelated changes despite similar refactor wording." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model wrappers; same tracing cleanup pattern, but not the same concrete change." + "reason": "DepthAnything and VisionEncoderDecoder are different model families; not the same code-path fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated code paths; no duplicate underlying bug." + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated implementations; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` both refactor outputs, but the model logic and affected files are different." + "reason": "DepthAnything and SuperPoint are different model code paths; not a duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are separate model families with different tracing implementations." + "reason": "DepthAnything and RWKV are unrelated; the similarity is superficial." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` touch different encoder architectures; not the same concrete fix." + "reason": "DepthAnything and DPR do not fix the same underlying problem." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` wrapper changes and `rwkv` layer tracing are unrelated changes." + "reason": "VisionEncoderDecoder and RWKV are separate code paths; not one mergeable fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are both wrappers, but they are distinct code paths and separate PRs, not one fix." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different model wrappers; shared naming is too broad." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations; similarity is only at the abstraction level." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` modify different model wrappers and output signatures; not duplicate enough." + "reason": "VisionEncoderDecoder and DPR target different model families and code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different models with unrelated forward logic." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are separate subsystems; no shared concrete bug/change." + "reason": "SpeechEncoderDecoder and RWKV are different architectures, so this is not a duplicate PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` touch different model families and output handling." + "reason": "SpeechEncoderDecoder and DPR do not share the same underlying fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated model code paths; generic output-tracing similarity is insufficient." + "reason": "SuperPoint and RWKV are unrelated model paths; shared refactor label only." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are distinct model implementations with different fixes." + "reason": "SuperPoint and DPR are different subsystems and cannot be merged into one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different architectures and different code paths; not the same underlying issue." + "reason": "RWKV and DPR are unrelated model implementations; not the same bug or change." } ] }, @@ -26640,7 +26641,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "a61c77606a2c90f2564bfe1cb9f98702c96e3424e84a5046fcdb2425381b3b9d", + "prepared_review_unit_hash": "f0e797a4a0f1034d2a251541e668f31556102197c5abac44c91e94cdc81dbddf", "component_budget": { "node_count": 2, "item_count": 2, @@ -26662,18 +26663,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs with overlapping Transformer scaffolding, but they target different models and codepaths: PenguinVL vs. Voxtral TTS. The shared auto/docs files look like standard integration boilerplate rather than evidence of the same fix/change.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share only common Transformers integration scaffolding (auto classes, docs, tests), not the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR duplicate stands out: the two PRs implement different model families and should not be collapsed into one change.", + "canonical_pr_reason": "PR #45401 is the better canonical representative for the cluster if one must be chosen, because it is explicitly tied to issue #45027 and is a narrower, model-specific implementation request.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the better representative only because it has an explicit tracking issue target and a tighter, clearly scoped integration for Voxtral TTS.", + "best_pr_reason": "PR #45401 is the strongest single PR candidate overall due to its explicit issue target and focused scope; #44662 is also a standalone model implementation, but it is a different feature and not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs. Voxtral TTS) with distinct filenames, modules, and likely model codepaths. Shared docs/auto-registration files are generic setup changes, not the same underlying bug or feature." + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Overlap is only in shared integration files and documentation, which is not enough to treat them as the same change." } ] }, @@ -26703,7 +26704,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "d35af5dfe0fa22ce4222a410a6659a7694665ece27f276cadbbc923de1de9b2e", + "prepared_review_unit_hash": "8093be75ecac1816cf3ebf0052a2555c49cff25d8f87c22282eb2c54666d1765", "component_budget": { "node_count": 2, "item_count": 2, @@ -26725,18 +26726,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about model/module fusion, but they implement different layers of the stack: PR #44979 introduces a new generic Module Fusion API, while PR #45363 wires up n-to-1 kernel fusion through KernelConfig and related integration points. They are related in theme, not the same change.", - "confidence": 0.9, + "summary": "These two pull requests are related in the broad area of module/kernel fusion, but they are not duplicates: #44979 introduces a generic Module Fusion API, while #45363 wires in a specific n-to-1 kernel fusion path through KernelConfig and integration/modeling changes. They address different layers of the feature stack and would not be merged as one PR without collapsing distinct work.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational and general artifact in this cluster: it defines the core Module Fusion API and tests, whereas #45363 is a narrower KernelConfig-based integration on top of fusion machinery.", + "canonical_pr_reason": "#44979 is the broader, foundational change: it adds the new fusion API and tests, which the later kernel-fusion work can build on. #45363 is a narrower integration of that idea into a specific kernel-config path.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative for the cluster because it is the broadest, most central fusion-design change and is less of an application/demo than #45363.", + "best_pr_reason": "#44979 is the best representative of the cluster because it defines the core abstraction rather than one concrete application of it. #45363 is more specialized and depends on the broader fusion direction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: they share the broad fusion theme, but #44979 adds a generic module fusion API and #45363 implements a specific n-to-1 kernel fusion integration path. They are not the same concrete code-path fix and would not plausibly be merged as one PR." + "reason": "Related feature area, but not the same underlying change. #44979 adds a generic Module Fusion API; #45363 implements a specific n-to-1 kernel fusion integration using KernelConfig and touches different code paths. They are complementary, not duplicates." } ] }, @@ -26766,7 +26767,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "fc4101c64c59ce5a4cf6b542fdaa7f50401ef827b730b992062587af9ed9e0b8", + "prepared_review_unit_hash": "973bb6dc41d7796f41e8d893fc5ce8645629da7f3077c77d67c5c9ed1a86d44e", "component_budget": { "node_count": 2, "item_count": 2, @@ -26788,18 +26789,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; PR 45317 is the more complete implementation because it includes test coverage and a clearer title/description.", - "confidence": 0.98, + "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same code path; 45317 is the more complete version with tests, while 45086 is a smaller precursor.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same code path as 45086 but also adds a test file, making it the more complete and reviewable change.", + "canonical_pr_reason": "Choose PR 45317 as canonical: it fixes the same AttributeError with the same code change, but also adds test coverage and has a clearer, final form of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative of the cluster: same underlying bug, same fix location, and additional validation via tests.", + "best_pr_reason": "PR 45317 is the best representative because it appears to fully resolve the bug and includes regression tests, making it the strongest standalone fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Both PRs patch the same AttributeError in `_patch_mistral_regex` by changing the same lines in the same file; PR 45317 is essentially a superset with tests, so they look like the same underlying change." + "reason": "Same underlying bug and same fix in the same file; 45317 looks like a later, test-backed refinement of 45086, so they are mergeable into one PR." } ] }, @@ -26829,7 +26830,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "20b06841e8df3b3524c36c6c42aafc8403f82b589dbcd06cee269033844f52c6", + "prepared_review_unit_hash": "0d58aba46d0479c55349c0608971b906de344ccf05e96ef3e09f6817cea70d06", "component_budget": { "node_count": 2, "item_count": 2, @@ -26851,18 +26852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH model-implementation PRs, but they are not the same change: one is a refactor/inheritance and conversion-mapping update, while the other is a broader architecture split that adds NemotronH Dense/Sparse models, docs, and tests.", - "confidence": 0.83, + "summary": "Two related NemotronH pull requests, but they address different changes: one is a conversion-mapping/refactor step, the other is a broader model split into NemotronH Dense/Sparse with docs/tests and auto-mapping updates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete NemotronH change set, including new Dense/Sparse model packages plus documentation and test updates.", + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete change set: it introduces the dense/sparse model split, updates docs and auto-mappings, and includes tests, making it the main user-facing implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest standalone candidate since it covers the fuller user-facing model reorganization and likely subsumes the narrower refactor work in scope.", + "best_pr_reason": "PR 45569 is the best representative artifact for this cluster because it captures the full NemotronH rework rather than just a narrow conversion-mapping refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related subsystem, but not the same underlying bug/change: 45115 focuses on NemotronH inheritance and checkpoint conversion mapping, while 45569 introduces a broader NemotronH Dense/Sparse split with docs and test updates. They would not naturally merge into one single PR without conflating distinct work." + "reason": "These are related NemotronH changes but not the same underlying change. 45115 focuses on checkpoint conversion/weight renaming and inheritance refactoring, while 45569 splits NemotronH into dense/sparse variants with docs and test updates. They are not mergeable as one PR without conflating distinct scopes." } ] }, @@ -26892,12 +26893,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c07ad38c0909f4981804986d05719e2e2aa3f976cbc5703064948a1f11aee900", + "prepared_review_unit_hash": "b49e53338ad530e376e378d22f2061c09f5c73cb6cb2005b3c347ce23de2dadd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26905,7 +26906,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26914,18 +26915,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-oriented, but they are different changes: one is a broad type-checking pass over many `src/transformers/*.py` files, while the other adds typing protocols/helpers and updates a smaller set of typing-sensitive paths. Shared filenames and soft similarity are not enough to treat them as duplicates.", - "confidence": 0.89, + "summary": "These PRs are both typing-related, but they address different scopes: #45415 is a broad type-checking sweep across many Transformers files, while #45425 is a focused typing-compatibility update centered on `modeling_utils` and shared typing helpers. They are not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it is a more coherent typing-focused change centered on shared typing helpers and their consumers, rather than a broad type-checking sweep.", + "canonical_pr_reason": "#45425 is the more focused, self-contained typing change and is easier to treat as the representative PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best fit as a representative PR: it has a tighter scope, clearer implementation intent, and is more self-contained than the wider type-checking cleanup in #45415.", + "best_pr_reason": "#45425 best fits as the representative PR because it targets a specific typing gap with a small, coherent set of code changes, whereas #45415 is a broad typing cleanup sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different underlying changes. #45415 is a broad typing/type-checking cleanup across many modules; #45425 adds typing protocols/helpers and related adjustments in a narrower code path. They are related by theme, not the same fix." + "reason": "Shared typing-related files do not make these duplicates: #45415 is a broad type-checking pass across many modules, while #45425 adds specific typing protocol/alias support for `modeling_utils` and related helpers." } ] }, @@ -26955,7 +26956,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "fb5ce5217318bfc82f0008849ffdd34eeec443e90b7b9368f5f1dc8c753c0981", + "prepared_review_unit_hash": "2d73984e367fba9031201e7c1c2ceb63da301f8d4ca4579f6cfefe2144c3e202", "component_budget": { "node_count": 2, "item_count": 2, @@ -26977,18 +26978,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about expert-parallel loading paths, but they fix different concrete bugs: one preserves distributed config / EP detection during accelerate+ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2-style sharding. Related area, not duplicates.", - "confidence": 0.91, + "summary": "The two PRs are related to expert parallelism loading, but they fix different bugs in different code paths: one preserves distributed_config and adds has_ep for accelerate/ZeRO-3 loading, while the other fixes expert parameters being overwritten during FSDP2/sharded loading. They are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue in the cluster; if choosing a representative PR, 45662 is the better canonical representative because it targets the more explicit parameter-overwrite failure mode and has the broader EP/FSDP2 loading fix.", + "canonical_pr_reason": "No canonical PR as a duplicate representative: the PRs address different EP loading failures with different root causes and fixes.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative PR: its diff addresses a specific, concrete loading corruption path in expert parallel + FSDP2, and its scope is clearer than 45548's more configuration-focused fix.", + "best_pr_reason": "PR 45662 is the stronger standalone change because it fixes a concrete parameter-overwrite bug in the loading path and touches the relevant sharding hooks directly.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the EP/loading subsystem but not the same underlying bug: 45548 preserves distributed_config/has_ep for accelerate+ZeRO-3, while 45662 wraps loaded parameters to avoid silent overwrites under FSDP2. These are separate fixes that would not naturally merge into one PR." + "reason": "Different underlying bugs: 45548 preserves distributed_config and adds has_ep for accelerate/ZeRO-3 loading, while 45662 prevents expert weights from being overwritten during FSDP2/sharded loading. Shared EP theme is too broad to merge as duplicates." } ] }, @@ -27018,7 +27019,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "5dbdd67a1f03c7f3eac84c495ff0bf72a30cd8b0f2cfd0b47fdc9c4d31599b6f", + "prepared_review_unit_hash": "3c55040c70b66f655838bbf2e9a9fb4661b200008aaf15766350c19533440977", "component_budget": { "node_count": 2, "item_count": 2, @@ -27040,18 +27041,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging problem. PR 45645 is the broader, more complete fix because it includes the core testing_utils change plus CI workflow handling for multiple captured_info files, so it is the best representative of the cluster.", - "confidence": 0.87, + "summary": "Both PRs address the same xdist collision problem around `captured_info`/patched testing debug logs, and PR #45645 appears to subsume #45639 by adding the CI workflow-side log collection fix as well. They look like the same underlying change and could plausibly be merged into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present in the cluster. Among the PRs, 45645 is the better canonical representative because it covers the shared xdist-safe logging fix and also updates CI to consume the new per-worker artifact layout.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe file handling plus the CI workflow change needed to preserve and aggregate the new per-worker logs, making it the more complete fix for the shared issue.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the most complete implementation of the shared bug fix: it includes the xdist-safe output handling in testing_utils and the workflow changes needed to preserve and aggregate multiple captured_info files in CI.", + "best_pr_reason": "PR #45645 is the best overall representative because it covers the same bug as #45639 and adds the complementary workflow adjustment, so it better captures the full intended change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs address the same underlying xdist collision problem for captured_info/debug logging and modify the same core testing_utils path; 45645 simply adds the CI-side follow-up." + "reason": "Same underlying xdist collision fix for `captured_info` artifacts; #45645 includes the same `testing_utils.py` change and extends it with CI log collection, so the PRs are sufficiently overlapping to treat as duplicates." } ] }, @@ -27147,12 +27148,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "e10e6a7d750d34dc9a72974d5e7ed9321516d6068a70ca7ac7e578e131895ab5", + "prepared_review_unit_hash": "2188b0e5a9e626b2d21334771cb3b83124c6ba9c0858fc49304efdb9a9608f7d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27160,7 +27161,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27169,18 +27170,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests overlap in distributed code, but they are not the same change: one is a focused EP/Trainer integration for router/expert handling, while the other is a broad distributed branch base spanning many unrelated subsystems. The shared filenames look incidental to a shared branch lineage, not a duplicate fix or mergeable equivalent PR.", - "confidence": 0.92, + "summary": "These two PRs are not duplicates: #46126 is a focused EP/Trainer integration change around tensor-parallel MoE routing, while #46269 is a broad distributed-branch base PR touching CI, FSDP, and many unrelated distributed files.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, concrete change: it targets EP + Trainer integration and implements a narrowly scoped router/expert code path. PR #46269 is a large distributed-base umbrella branch with many unrelated edits, so it is not a good canonical representative of this cluster.", + "canonical_pr_reason": "#46126 is the better canonical PR because it is the more specific, self-contained change centered on EP routing and Trainer integration; #46269 is a large umbrella branch-base PR with many unrelated distributed/CI edits.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative because it has a clear, self-contained feature scope and a focused code-path intent. PR #46269 is too broad and multi-purpose to serve as the cluster\u2019s exemplar.", + "best_pr_reason": "#46126 is the best standalone PR in this cluster: it has a concrete code-path goal and a narrow scope, whereas #46269 is too broad and mixes multiple subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share some distributed files, but the purposes differ substantially: #46126 adds EP/router integration behavior, while #46269 is a broad distributed branch base touching many areas. This does not look like the same underlying bug or a mergeable duplicate PR." + "reason": "Reject: despite overlapping distributed filenames, the PRs target different work. #46126 implements EP routing/Trainer integration for MoE, while #46269 is a broad distributed branch-base change with FSDP CI and many unrelated updates; they do not look mergeable into one fix." } ] }, @@ -27248,208 +27249,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "4aa4d02e61ce5c741779cfc73e33a166b9ff6ed4866ef76232b7ed0c7767f22a", + "prepared_review_unit_hash": "49a84bc60c8cc02dc3d15abaa38a6a206f4a8a3e268bd5dfad4b4a87c0c5f583", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. Even the pr-ci-security-gate.yml items touch different parts of the workflow (checks, permissions, approval gating, comments, and secret passing), so none are true duplicates.", - "confidence": 0.97, + "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs. The only dense similarity group is the pr-ci-security-gate.yml series, but those PRs make different incremental edits rather than fixing the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster spans several independent workflow changes, and the same-file pr-ci-security-gate PRs are not the same concrete fix.", + "canonical_pr_reason": "PR 46554 is the best canonical representative because it is the most substantive anchor in the largest near-similar group (pr-ci-security-gate.yml) and the later PRs look like separate follow-up edits rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the most substantive security-related workflow change in the set, but it still is not a duplicate of the others.", + "best_pr_reason": "PR 46554 is the strongest representative of the cluster\u2019s only meaningful sub-group: it makes the concrete security-gate workflow fix that the later pr-ci-security-gate PRs build on, while the rest are clearly separate workflow chores.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and fixes: stdin handling for self-comment CI vs checkout/diff-based security checks in pr-ci-security-gate." + "reason": "Different workflows and different purposes: self-comment-ci stdin handling vs pr-ci-security-gate security checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated changes: self-comment CI message piping vs permissions/approval logic in the PR CI security gate." + "reason": "Different workflows and different purposes; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different code paths: self-comment CI command invocation vs a comment-only reusable-workflow note in pr-ci-security-gate." + "reason": "Different workflows and different purposes; not mergeable as one fix." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes in different workflows: self-comment CI stdin handling vs removing inherited secrets from the security gate." + "reason": "Different workflows and different purposes; no shared concrete bug." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-safety tweaks, but in different workflows and commands; not the same underlying bug." + "reason": "Different workflows and different purposes; self-comment-ci vs build-ci-docker-images." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflow changes: ssh-runner hardening vs allowing benchmark_v2 workflow_dispatch." + "reason": "ssh-runner hardening and benchmark trigger changes are unrelated workflow edits." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow jobs and purposes: ssh-runner changes vs anti-slop permissions cleanup." + "reason": "ssh-runner hardening vs anti-slop permissions change; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different behavior: ssh-runner environment/script hardening vs assigning reviewers from the base ref." + "reason": "ssh-runner hardening vs assign-reviewers checkout ref change; unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: ssh-runner download/env safety vs pr-ci-security-gate file-change checks." + "reason": "ssh-runner hardening vs pr-ci-security-gate logic; different workflows and fixes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow concerns: ssh-runner secret cleanup vs PR CI security-gate permission/approval changes." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different fixes: ssh-runner hardening vs a reusable-workflow comment update." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different problems: ssh-runner env sanitization vs removing secrets inheritance from pr-ci-security-gate." + "reason": "Different workflows and different concrete changes; not duplicates." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both touch CI workflows, but one is anti-slop permissions and the other adds workflow_dispatch to benchmarking." + "reason": "Anti-slop permissions change and benchmark trigger change are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow logic: anti-slop permission scoping vs checkout ref for reviewer assignment." + "reason": "Anti-slop permissions change vs assign-reviewers checkout ref; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different fixes: anti-slop permissions vs shell-safe COMMIT_MESSAGE handling in build-ci-docker-images." + "reason": "Anti-slop permissions change vs build-ci-docker-images commit-message handling; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and issues: anti-slop permissions vs security-gate file-change detection." + "reason": "Different workflows and different concrete changes; not the same fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow behaviors: reviewer assignment checkout ref vs benchmark_v2 trigger expansion." + "reason": "Assign-reviewers checkout ref change and benchmark trigger change are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different code paths: assign-reviewers checkout ref vs build-ci-docker-images command quoting." + "reason": "Assign-reviewers checkout ref change vs build-ci-docker-images change; unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and purposes: reviewer assignment vs PR CI security-gate enforcement." + "reason": "Different workflows and different concrete changes; not duplicates." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different fixes: benchmark_v2 trigger condition vs build-ci-docker-images shell input handling." + "reason": "Benchmark trigger condition change vs build-ci-docker-images commit-message handling; unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow changes: benchmark trigger support vs PR CI security checks." + "reason": "Different workflows and different purposes; no shared underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Same general goal of shell safety, but different workflows and concrete commands; not mergeable as one duplicate fix." + "reason": "Build-ci-docker-images token-safe grep change vs pr-ci-security-gate workflow security changes; unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different issues: build-ci-docker-images input quoting vs PR CI security-gate permissions and approval flow." + "reason": "Build-ci-docker-images change and pr-ci-security-gate change are unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different fixes: one adds diff-based security checks, the other changes job permissions and approval gating." + "reason": "Same file, but the diffs are different concrete edits to the workflow, so they are not the same underlying change." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Different changes in the same workflow file: actual security checks vs documentation/comments about reusable-workflow safety." + "reason": "Same file, but this is a different incremental edit to pr-ci-security-gate.yml, not the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-gate changes: file-change checks vs removing inherited secrets from the reusable workflow call." + "reason": "Same file, but the change is a separate follow-up from the security-gate fix; not one duplicate change." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different edits to the same workflow file: permissions/if-condition changes vs explanatory comments about safety." + "reason": "Same workflow file, but different concrete edits and intents; not duplicates." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes: permissions/approval gating vs replacing inherited secrets with an empty secrets map." + "reason": "Same workflow file, but different concrete edits and intents; not the same change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Not the same change: one adds safety comments, the other changes secret propagation behavior." + "reason": "Same workflow file, but these are distinct incremental updates, not one underlying bugfix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes; build-ci-docker-images vs pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different purposes; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow changes; build-ci-docker-images vs pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different purposes; unrelated." } ] }, @@ -27542,12 +27555,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "5e1cc8de79a5021321f3c50cefc4171a6b3c84be54a4fb872ddef3f127dbbd08", + "prepared_review_unit_hash": "c34e0d8dc5e468cc7b3f18ea450c4be5e1251da703066ca81fa3a19049599e2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4882, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27555,7 +27568,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4882, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27564,18 +27577,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one in the MoonshineStreaming sliding-window right mask (`-dist <= right_window_size`), with PR 47162 extending the same fix to Gemma4 and adding tests.", - "confidence": 0.92, + "summary": "Both PRs address the same off-by-one bug in the sliding-window mask right boundary (`-dist <= right_window_size` vs `<`). PR 47162 is the more complete fix because it also updates Gemma4 and adds tests, while PR 46310 is the narrower MoonshineStreaming-only version.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46310 is the tighter canonical MoonshineStreaming fix: it targets the same issue, changes only the MoonshineStreaming implementation files, and matches the explicit linked issue.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same off-by-one mask bug in MoonshineStreaming and also applies the same correction to Gemma4 with accompanying tests, making it the more complete representative change.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest standalone PR because it applies the same concrete fix in MoonshineStreaming, adds a test, and is more complete overall, though it also includes an extra Gemma4 change.", + "best_pr_reason": "PR 47162 is the strongest standalone PR in the cluster: it covers the same concrete bug, includes the broader affected model path, and adds test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Accept: both PRs fix the same concrete off-by-one bug in the MoonshineStreaming right-window mask; the shared code path and identical operator change make them mergeable into one change set despite PR 47162 also covering Gemma4." + "reason": "Same underlying off-by-one right-window masking bug in the sliding_window_mask_function; 47162 is a superset-like follow-up that fixes the same code-path and could plausibly be merged into one PR with 46310." } ] }, @@ -27605,7 +27618,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "323fd0498572ed8747576cd1afe4222487e45d2ce3c19e5b9d9ccfa75b90d195", + "prepared_review_unit_hash": "ca1d1881bbcd3b05cd0c9156cf25222a9f3c300b0ec74df5e86c8992bc6e1db8", "component_budget": { "node_count": 2, "item_count": 2, @@ -27627,18 +27640,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two tokenizer-related PRs, but they fix different bugs in different code paths: CodeLlama decode stripping vs DeepSeek checkpoint tokenizer-class misloading. They are not duplicates and should stay separate.", - "confidence": 0.97, + "summary": "These two PRs are unrelated tokenizer fixes: one changes CodeLlama decode behavior to preserve leading spaces, the other changes AutoTokenizer checkpoint-prefix handling for DeepSeek-Coder/DeepSeek-LLM. They touch different code paths and are not candidates for consolidation.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46580 is the better representative of the cluster because it addresses the broader tokenizer-class selection problem with an explicit issue target; PR 46574 is a separate CodeLlama decode behavior fix.", + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different tokenizer subsystems and do not represent the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 46580 is the strongest standalone PR in this set: it has clearer scope, an explicit checkpoint-specific workaround, and better cluster-level representativeness than the narrower CodeLlama decoder patch.", + "best_pr_reason": "No single best PR for a duplicate cluster, because there is no duplicate relationship here; each PR is independently scoped to a separate issue.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different model families and failure modes. 46574 changes CodeLlama decode behavior by moving the decoder setup; 46580 changes AutoTokenizer mapping for specific DeepSeek checkpoints. They are not the same underlying bug and would not merge into one PR." + "reason": "Different problems and code paths: CodeLlama decoder stripping vs DeepSeek checkpoint-to-tokenizer-class resolution. They are not the same fix and would not plausibly merge into one PR." } ] }, @@ -27668,7 +27681,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "13c62061e080beb6ab7e2df88d1d20a006ebb05143d1280209138a87db055e5b", + "prepared_review_unit_hash": "3ee25ce94368dc657295d9d2975ae31780dc5200b57b9d8f64609ae7c0f2800c", "component_budget": { "node_count": 2, "item_count": 2, @@ -27690,18 +27703,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs about masking logic, but they fix different bugs: one is a batch-size-1 padding-mask regression in linear-attention models, the other is a continued-forward/recurrent masking skip during chunked prefill/cache continuation. They share a model file and theme, but not the same underlying code-path problem.", - "confidence": 0.94, + "summary": "These are related only at a high level (both fix padding-mask handling in linear/recurrent attention models), but they target different code paths and failure modes: one is a model-forward guard for batch-size-1 masking, the other is recurrent mask creation for continued forwards/chunked prefill/cache continuation.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is canonical for the cluster. PR 47087 is broader and more central to recurrent masking, but PR 46773 addresses a separate batch-size-1 bug in linear-attention models.", + "canonical_pr_reason": "PR #47087 is the better canonical PR because it fixes the more general masking utility path, has an explicit issue target, and covers the shared recurrent-forward bug across several models.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the best representative because it has an explicit issue target, centralizes the masking behavior in masking_utils, and covers the concrete continued-forward recurrent-mask bug.", + "best_pr_reason": "PR #47087 is the stronger representative of the cluster because it addresses the core reusable mask-construction logic rather than a single forward-path condition in specific models.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both involve padding masks, but 46773 fixes a batch-size-1 check in linear-attention model forwards while 47087 fixes masking being skipped on continued/recurrent forwards. Different triggers, different code paths, not mergeable into one PR." + "reason": "Do not merge: #46773 fixes skipping padding masks when batch size is 1 in linear-attention model forwards, while #47087 fixes recurrent padding-mask creation being skipped on continued multi-token forwards. They overlap in theme but are different bugs and code paths." } ] }, @@ -27733,46 +27746,46 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "700c94944471dacfa14b02814640a4181c537fa9dde74a8954394340074b7a48", + "prepared_review_unit_hash": "a72e5ecf07f255b351ff3b9f267315a0e06f367d43cba3abce16b77b3ae73b9a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6432, - "estimated_input_tokens": 1608, - "estimated_eval_tokens": 3472 + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6432, - "estimated_input_tokens": 1608, - "estimated_eval_tokens": 3472 + "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 bugs in different subsystems: AnyToAnyPipeline input-key normalization, Gemma4 processor placeholder validation, and generation candidate length capping. They are not duplicates and should remain separate.", - "confidence": 0.98, + "summary": "These three PRs are only superficially similar: they all touch Transformers infrastructure, but they fix different concrete code paths. PR 47074 normalizes AnyToAnyPipeline input keys, PR 47076 validates Gemma4 audio placeholder batching, and PR 47195 corrects a generation candidate length cap. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for this cluster; the PRs fix unrelated code paths and do not represent the same change.", + "canonical_pr_reason": "No pair looks like the same underlying change, so there is no true canonical duplicate PR. If one PR must stand in as the cluster representative, 47074 is the broadest and most central user-facing fix because it addresses the pipeline input-key mismatch directly.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the clearest standalone fix in the cluster: a small, concrete pipeline bug with an obvious one-line correction and focused test coverage.", + "best_pr_reason": "47074 is the best representative of the cluster only in a loose sense: it is a clear, self-contained fix with the broadest impact and strongest evidence of user-facing behavior correction. It is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different problems: one normalizes AnyToAnyPipeline multimodal input keys, the other validates Gemma4 audio/image placeholder batch sizing. They touch separate processors and code paths." + "reason": "Both relate to multimodal inputs, but the concrete bugs differ: 47074 fixes the AnyToAnyPipeline passing `videos` instead of `video`, while 47076 adds Gemma4 processor validation for audio/image placeholder batching. Different components and different failure modes." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated changes: AnyToAnyPipeline key normalization versus generation prompt-lookup length capping. No shared concrete bug or mergeable single fix." + "reason": "These address unrelated code paths: 47074 is a multimodal pipeline key normalization fix, while 47195 changes the candidate generation length cap in decoding. Shared Transformers context is too broad to treat as the same change." } ] }, @@ -27834,12 +27847,12 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "caac843deac835d56621bbbf8bb14ade7363d4813d112b52d89302f1f2d24926", + "prepared_review_unit_hash": "70321143d91dfd8dce53711048e6927eda39cd88c02a960cf15b675f3cf1c5e9", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28957, + "serialized_chars": 28959, "estimated_input_tokens": 7240, "estimated_eval_tokens": 14736 }, @@ -27847,7 +27860,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28957, + "serialized_chars": 28959, "estimated_input_tokens": 7240, "estimated_eval_tokens": 14736 }, @@ -27856,172 +27869,172 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is heterogeneous, but it still contains a few real duplicate families: EdgeTam `original_sizes` kwarg filtering, MiniMax-M3-VL `load_error` handling around offload-folder setup, and Mamba2 `OOM` test-memory fixes. Several other PRs are unrelated model-specific changes. PR 47224 is mixed, but its EdgeTam portion still matches the same underlying bug; PR 47280 looks like the clearest MiniMax-M3-VL representative based on the visible offload-folder setup.", - "confidence": 0.86, + "summary": "This cluster is mostly a set of unrelated auto-generated PRs across different models and failure modes. The real duplicate subclusters are MiniMax-M3-VL load_error fixes and Mamba2 OOM fixes; the EdgeTam mixed bundle 47224 is not a conservative duplicate of 47122 and should be rejected.", + "confidence": 0.69, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47280 is the strongest canonical representative for the MiniMax-M3-VL `load_error` family: the visible change adds temporary offload-folder setup for the auto device-map load path, and it is more focused than the mixed EdgeTam PR 47224.", + "canonical_pr_reason": "47280 is the strongest representative of the MiniMax-M3-VL load_error subcluster: it fixes the same loading path as 47123, but with the more complete offload-folder handling and cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR 47280 is the best overall standalone PR in this cluster because it directly targets one concrete loading failure with a narrow offload-folder setup change, making it a clean representative of its family.", + "best_pr_reason": "47280 is the cleanest focused PR in the MiniMax-M3-VL duplicate subcluster and best represents the underlying load_error workaround.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and code paths: EdgeTam `original_sizes` filtering vs GLM46V modular changes." + "reason": "Different models and code paths: EdgeTam kwargs cleanup vs GLM46V modular changes." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and failure modes: EdgeTam kwarg handling vs MiniMax-M3-VL load_error." + "reason": "Different models and failure modes: EdgeTam import_or_config vs MiniMax-M3-VL load_error." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different models and failure modes: EdgeTam kwarg filtering vs MiniMax-M3-VL offload-folder setup." + "reason": "Different models and fixes: EdgeTam kwargs cleanup vs MiniMax-M3-VL offload-folder loading." }, { "left": "pull_request:47122", "right": "pull_request:47224", - "accept": true, - "reason": "Same EdgeTam bug: both remove unsupported `original_sizes` from the backbone call, though 47224 bundles that fix with unrelated edits." + "accept": false, + "reason": "Reject conservatively: 47224 is a mixed multi-file bundle, so it does not cleanly look like a single-PR duplicate of the EdgeTam fix even though it shares that code hunk." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Different models and code paths: EdgeTam kwarg filtering vs Gemma3 cache behavior." + "reason": "Unrelated models and problems: EdgeTam import_or_config vs Gemma3 generation-config behavior." }, { "left": "pull_request:47123", - "right": "pull_request:47124", - "accept": false, - "reason": "Different models and symptoms: MiniMax-M3-VL loading error vs Falcon-Mamba output mismatch." + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error workaround in the same test path; both add offload-folder handling for auto device_map loading." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Different models and code paths: MiniMax-M3-VL load_error vs DeepSeekV32 test setup." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47280", - "accept": true, - "reason": "Same MiniMax-M3-VL load_error family: both add temporary offload-folder handling for the auto device-map load path." + "reason": "Both are load_error test fixes, but for different models and likely different root causes." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model families: MiniMax-M3-VL loading fix vs GLM46V modular changes." + "reason": "Different models and unrelated fixes: MiniMax-M3-VL load_error vs GLM46V changes." }, { - "left": "pull_request:47124", - "right": "pull_request:47266", + "left": "pull_request:47123", + "right": "pull_request:47124", "accept": false, - "reason": "Different models and failures: Falcon-Mamba output mismatch vs DeepSeekV32 setup." + "reason": "Different models and failure modes: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." }, { "left": "pull_request:47124", - "right": "pull_request:47281", + "right": "pull_request:47310", "accept": false, - "reason": "Different model families and changes: Falcon-Mamba expectation updates vs GLM46V modular refactor." + "reason": "Different models and behaviors: Falcon-Mamba output mismatch vs Gemma3 generation-config change." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different bugs: Falcon-Mamba output mismatch vs Mamba2 OOM." + "reason": "Different models and problems: Falcon-Mamba output mismatch vs Mamba2 OOM test fix." }, { "left": "pull_request:47124", - "right": "pull_request:47310", + "right": "pull_request:47380", "accept": false, - "reason": "Different model paths: Falcon-Mamba output mismatch vs Gemma3 cache handling." + "reason": "Different models and failure causes: Falcon-Mamba output mismatch vs Mamba2 OOM cleanup." }, { "left": "pull_request:47124", - "right": "pull_request:47380", + "right": "pull_request:47281", "accept": false, - "reason": "Different models and root causes: Falcon-Mamba output mismatch vs Mamba2 OOM cleanup." + "reason": "Different models and code paths: Falcon-Mamba test outputs vs GLM46V modular changes." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Different models and code paths: DeepSeekV32 offload setup vs MiniMax-M3-VL load_error." + "reason": "Different models and different load_error fixes: DeepSeekV3.2 vs MiniMax-M3-VL." }, { "left": "pull_request:47266", - "right": "pull_request:47281", + "right": "pull_request:47380", "accept": false, - "reason": "Different model families: DeepSeekV32 test setup vs GLM46V modular changes." + "reason": "Different models and causes: DeepSeekV3.2 load_error vs Mamba2 OOM." }, { "left": "pull_request:47266", - "right": "pull_request:47380", + "right": "pull_request:47281", "accept": false, - "reason": "Different model families and failures: DeepSeekV32 setup vs Mamba2 OOM." + "reason": "Different models and code paths: DeepSeekV3.2 test loading vs GLM46V model changes." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Different model families and failures: MiniMax-M3-VL load_error vs GLM46V modular changes." + "reason": "Different models and fixes: MiniMax-M3-VL load_error workaround vs GLM46V modular changes." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different models and code paths: MiniMax-M3-VL load_error vs Gemma3 cache-selection logic." + "reason": "Different models and failure types: MiniMax-M3-VL load_error vs Gemma3 generation-config behavior." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "Different model families: MiniMax-M3-VL load_error vs Mamba2 OOM." + "reason": "Different models and unrelated issues: MiniMax-M3-VL load_error vs Mamba2 OOM." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Different models and failure modes: GLM46V modular changes vs Mamba2 OOM." + "reason": "Different models and problems: GLM46V modular refactor vs Mamba2 OOM." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Same Mamba2 OOM/test-memory family: both patch the Mamba2 integration test to reduce memory pressure during generation." + "reason": "Same Mamba2 OOM/test instability in the same file; both reduce memory pressure and could plausibly be merged into one fix." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different models and root causes: Mamba2 OOM vs Gemma3 cache logic." + "reason": "Different models and failure modes: Mamba2 OOM vs Gemma3 generation-config change." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different bugs: MiniMax-M3-VL load_error vs Mamba2 OOM." + "reason": "Different models and unrelated fixes: MiniMax-M3-VL load_error vs Mamba2 OOM." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Different models and root causes: Gemma3 cache handling vs Mamba2 OOM." + "reason": "Different models and unrelated fixes: Gemma3 generation-config behavior vs Mamba2 OOM cleanup." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and code paths: Falcon-Mamba output mismatch vs DeepSeekV3.2 load_error." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly grounded, but a few claims are too strong for the packet. In particular, PR 47280\u2019s preview only shows creating a temporary offload folder; it does not evidence the claimed \u2018cleanup\u2019 or full \u2018lifecycle fix\u2019. Also, the accepted EdgeTam pair 47122\u219447224 is a mixed PR with additional unrelated fixes, so saying it is cleanly the same bugfix family is a bit overstated. The cluster may still be heterogeneous, but the canonical/pr reasons should be phrased more conservatively." + "feedback": "The overall cluster summary is plausible, but one soft-edge acceptance is too aggressive for the packet: 47122\u201347224. PR 47224 is a mixed bundle across several files/models, so it does not cleanly look like a single-PR duplicate of the EdgeTam fix even though it shares that code change. Because the instructions call for conservative verdicts and rejecting pairs that do not clearly look mergeable into a single bugfix PR, this makes the output non-conservative. The other accepted pairs are better grounded." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -28044,40 +28057,40 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "a9f0d9e2f237aa96bd4974656d6ba8f6b9f6e8cecdd9d862af1f8314b09c2b70", + "prepared_review_unit_hash": "c8d974fa56edd6af094727fe6084237f11b7166837918d20545a859c78519aab", "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": "The two PRs are related chat-CLI URL fixes, but they are not the same change: #47140 normalizes the CLI base URL centrally for /v1-backed management calls, while #47303 only reroutes specific management requests to the service root. Similar subsystem, different fix scope and code path.", - "confidence": 0.94, + "summary": "These are related chat CLI URL-fix PRs, but they target different fixes/issue tracks and use different approaches: one normalizes a `/v1` base in the interface, the other routes management calls to the service root for model loading. They are similar enough to compare, but not the same duplicate change.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "#47140 is the better canonical PR because it directly targets the /v1-base bug and applies the normalization at initialization, covering the broader management URL handling rather than a single request site.", + "canonical_pr_reason": "PR 47303 is the better representative because it expresses the broader service-root routing fix more clearly and directly updates the management call site, while 47140 is a narrower `/v1` base normalization variant tied to a different issue.", "best_issue_reason": null, - "best_pr_reason": "#47140 is the best representative of the cluster because it is the more general and complete fix for the underlying chat CLI base-URL problem.", + "best_pr_reason": "47303 is the strongest single PR in the cluster: it has the clearer intent, explicit management-root routing behavior, and a more targeted code path. 47140 is adjacent but not the same concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Both touch chat CLI management URLs, but they fix different scopes: #47140 rewrites stored base_url handling for /v1 bases, while #47303 only changes routing for load_model and related calls. They do not look mergeable as one PR for the same concrete bug." + "reason": "Both address chat CLI management URL handling, but 47140 normalizes the interface base URL for `/v1` generally, while 47303 routes a specific management request to the service root. Different issue targets and different concrete code-path fixes make them too distinct to treat as duplicates." } ] }, @@ -28107,12 +28120,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "621f5628e709e828a64aa298785cd678c007eae2b7e812c9ae86c444e62ee9f7", + "prepared_review_unit_hash": "26064551f9eacd3358862f8555d8fa17c1c122d7822a7dd9054b5b7758879c50", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4417, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28120,7 +28133,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4417, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28129,18 +28142,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: #47261 fixes loss scaling in Trainer/LabelSmoother during gradient accumulation, while #47262 adds/validates min_tokens_to_keep for TopHLogitsWarper. The similarity is only superficial.", + "summary": "The two PRs are in different parts of the library and fix unrelated problems: one adjusts label smoothing under gradient accumulation in training, the other adds/validates min_tokens_to_keep for TopHLogitsWarper in generation.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths (training loss scaling vs generation warper validation), so they should not be clustered as duplicates.", + "canonical_pr_reason": "PR 47261 is the stronger representative of the cluster because it is a focused bug fix with an explicit issue target and a clear code-path change; 47262 is a separate generation feature/bug fix unrelated to training loss scaling.", "best_issue_reason": null, - "best_pr_reason": "#47261 is the more representative standalone fix because it targets a concrete training bug and is explicitly linked to an issue, but it is not the same change as #47262.", + "best_pr_reason": "PR 47261 is the best standalone representative, but only because it is the more concrete bug fix; it should not be treated as a duplicate of 47262.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and different underlying problems: Trainer/label smoothing gradient scaling vs TopHLogitsWarper parameter support/validation. Not plausibly mergeable into one PR." + "reason": "Reject: they address different subsystems and different failure modes. 47261 fixes label smoothing loss scaling during gradient accumulation in Trainer, while 47262 changes TopHLogitsWarper behavior and validation in generation. They are not the same underlying bug or mergeable into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a9195237170c01dcb84252001a8299121f4e7b6d..dd6916434d4016af6a24b0183b6003596f6613f3 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260718t000029z", + "analysis_id": "hybrid-model-20260718t060036z", "archived_artifacts": { - "hybrid": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260718T000029Z/analysis-runs/hybrid-model-20260718t000029z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-18T00:12:18Z", + "published_at": "2026-07-18T06:12:23Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260718T000029Z", + "snapshot_id": "20260718T060036Z", "variant": "hybrid" } diff --git a/snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.json b/snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..909546d7a8c70d9b8bffb61405ed0b6f78316f66 --- /dev/null +++ b/snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.json @@ -0,0 +1,3141 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260718T060036Z", + "generated_at": "2026-07-18T06:12:22Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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b/snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,28168 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260718T060036Z", + "generated_at": "2026-07-18T06:12:22Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35308", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43828", + "issue:43975", + "issue:44292", 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no shared bug evidence." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are forward-time tensor issues, but one is a mask shape mismatch and the other is a Gemma4 device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "BERT ZeRO-3 init index error vs a generic mask/indexing shape mismatch; different underlying bugs." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 init error is unrelated to model resume/trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both mention shape/index errors, but the BERT ZeRO-3 initialization bug is not the same as the mask indexing failure." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and code paths: mask indexing vs video token/feature mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Unrelated training-resume bug vs official example breakage." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic tensor indexing error vs GPT-OSS tensor-parallel issue; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to resume-training issues." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a ZeRO-3 BERT init index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: BERT/DeepSpeed ZeRO-3 initialization hits index-0-out-of-bounds on empty/sharded tensors." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy call vs GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization bug is unrelated to LoRA merge/save mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and failures: Qwen NVFP4 runtime error vs LoRA reload mismatch." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Both are distributed-training crashes, but the causes differ: activation checkpointing/FSDP mismatch vs iterable-dataset length handling." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code config_class errors." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed training bugs, but the concrete failures are different: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different tensor issues: recomputed-size mismatch under checkpointing/FSDP vs mask shape mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram unsupported for Int is unrelated to YOLO device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Distributed tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature regression." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but different bugs: CPU-offload incompatibility vs uninitialized inv_freq after meta-to-empty materialization." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute regression vs Mistral regex-patch crash; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same underlying issue: both report incompatibility with torch 2.4.1 / transformers 5.8.0." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse-embedding lookup are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/checkpointing size mismatch is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3 NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to Mistral-3 image/text dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error classes; no shared code path." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to MPS histogram unsupported for Int." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method is unrelated to the MPS Int histogram limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and Qwen3.5/TRL embedding unpacking are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: Mistral-3 dtype mismatch vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:41720", + "right": "issue:43638", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to the BERT ZeRO-3 index-0-out-of-bounds bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Summary is grounded in the packet and stays conservative. The main duplicate-like subcluster around 43596/43638 is well supported by the titles, and the other soft-edge calls do not overstate similarity. No PR-mergeability issue applies here since these are issues, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:47228" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:45020|issue:46304", + "issue:44863|issue:46015", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "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:43596|issue:45800", + "issue:43792|issue:45070" + ], + "prepared_review_unit_hash": "00953a4c5351dac17a8ca2346d9429f172d72a69f910384cd7732a1cccd27992", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37817, + "estimated_input_tokens": 9455, + "estimated_eval_tokens": 19166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regressions and docs issues. Only two soft edges look like true duplicates: the AutoTokenizer wrong-token-ID regression reports, and the DeepSpeed ZeRO-3 index-out-of-bounds loading reports.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the best canonical issue for the main duplicate group: it describes the broadest version of the same AutoTokenizer wrong-token-ID regression across multiple model families, not just a single model.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the most representative issue in the cluster because it generalizes the tokenizer regression across several affected models and reads like the umbrella report for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they concern different removals and different pages; not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failure modes and backends: autocast dtype mismatch vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy call and Phi-tiny-MoE autocast dtype mismatch are unrelated bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and errors: distributed collective mismatch vs CustomTrainer signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Liger Kernel cross_entropy usage vs mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is torch 2.4.1 vs transformers 5.8.0 and the other is a distributed-build regression in v5.9.0; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are different code paths and different breakages." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text-encoder weights are different model-loading problems." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern in vLLM and Qwen3 auto-device-map cudaErrorAssert are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading path failing with index 0 out of bounds from a zero-sized tensor; model class differs, but the underlying bug looks the same." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPU/model compatibility failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup and distributed-build support regression are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mention return_all_scores, while the other issue is about a removed run command; separate docs problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3.5 video chat-template mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device placement bug in Gemma4 and video token/feature mismatch in Qwen3.5-9B are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NVFP4 compatibility for DiffusionGemma are different issues." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support regression are different compatibility problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset length mismatch and a generic 3d_parallel.py failure do not look like the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same silent AutoTokenizer v5 regression producing wrong token IDs; 45920 is just the broader multi-model report." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs issues are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed-build support changes." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different sliding-window bugs on different model families and different contexts; not the same underlying issue." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation unable to load checkpoints are not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch is a different failure from the ZeRO-3 BertModel index error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and v5.4.0 pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Sam3 bf16 compilation regression are different model/compiler issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds during model init and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic PretrainedConfig regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45920 is a reasonable canonical issue for the AutoTokenizer v5 regression cluster, and the two accepted soft edges are the only ones that look well-supported as duplicates from the titles alone. The reject calls are conservative and do not overclaim shared causality." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:45399|issue:46661", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:43716|issue:47228", + "issue:43296|issue:43366", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:45020|issue:45800", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "2fb91fc3dcdba710c64c417a128321bea99f27e55934e2597b45894484b18b5c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38436, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with one clearly supported duplicate family: Qwen video-input/template regressions. The SigLIP2 pair is too weak to merge confidently and is rejected.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue for the whole set; the only well-supported duplicate family is the Qwen video-input/template regression, anchored by 44479 with 46294 as a narrower manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best anchor because it describes the broader Qwen video-input regression across multiple Qwen3.5-family variants, and it subsumes the narrower 46294 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: chat/model crash vs streaming video-input API failure." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different models and code paths: Mixtral grouped_mm tracing vs YOLO multi-GPU device-map issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different failures and subsystems: Qwen-3-8B-NVFP4 loading vs table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma/Gemma4-related, but one is a missing config attribute in vLLM and the other is a device mismatch in forward." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 is unrelated to the MPS histogram unsupported-int error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to the Gemma3TextConfig missing-attribute bug." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different model families and failures: Mixtral grouped_mm runtime vs MPS histogram on int tensors." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention MoE/dtype-related problems, but they affect different models and concrete code paths." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is not the same bug as the template-node compilation TypeError." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and YOLO device-map auto are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-weights bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn fallback logic and remote-code config_class failures are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Similar IndexError wording, but different models and failure contexts; not enough evidence of one bug." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression is not the same as the PretrainedConfig pydantic-field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A version incompatibility report is not the same as a Gemma4 device-mismatch bug." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention tensor-shape problems, but one is a generic mask mismatch and the other is a TRL embedding-unpacking failure." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Sam3 bf16 compilation regression are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to GGUF support for gpt-oss." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights is a different regression from the pydantic PretrainedConfig issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and pydantic PretrainedConfig breakage are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 OOM under Transformers 5.x and tied-weights translation-model issues are different failures." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map problems are unrelated to Sam3 bf16 compilation regressions." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers incompatibility are distinct issue classes." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method does not share a concrete code path with the Sam3 regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: Mistral-3 image dtype mismatch vs Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a zero3 init out-of-bounds error." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen video-input/template bug family: both describe mismatched video features/tokens in Qwen3.5-family processing." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related quality regressions, but the evidence only shows separate user-visible output problems, not one concrete bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO device-map auto are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3 init index error and remote-code resume failure are different issues." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5 multimodal internals, but one is config unwrapping and the other is rotary-embedding materialization; different bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class failure are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error is unrelated to the TRL SFT embedding-unpacking failure." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3.5 TRL embedding unpacking are different models and code paths." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to the Flash-Attn fallback check ordering bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong: issue:43054 \u2194 issue:43994. The packet only shows both are SigLIP2-related and user-visible quality/output problems, which is suggestive but not enough to confidently call them the same bug family. The Qwen video-input pair (44479 \u2194 46294) is conservative and well supported, but the SigLIP2 pair overstates the evidence, so I can\u2019t accept the cluster as reviewed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-529", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:35308|issue:36331", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:39692|issue:43054", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:46032|issue:47246", + "issue:33666|issue:35308", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "1723bf3f91eac32eeeb15598e50253a544af1fa3a1182cc359b84ab5cc239d54", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37112, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated reports with a few true duplicate groups: the v5 non-persistent-buffer corruption regression (#43644/#43950/#44534), the cache.get_seq_length contract bug (#45987/#46858), Gemma4 quantized embedder dtype-casting (#46899/#46932), and the disk-offloaded save failure (#47332/#47333). #43644 is the earliest report in the non-persistent-buffer group, while #43950 is the clearest explicit regression/duplicate target.", + "confidence": 0.88, + "canonical_issue_reason": "#43950 is the clearest canonical representative for the non-persistent-buffer regression because it states the from_pretrained corruption bug explicitly and is directly matched by #44534; however, #43644 is the earlier report in the same cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best overall issue to anchor this cluster because it most explicitly describes the concrete v5 corruption regression and sits at the center of the duplicate set, even though #43644 predates it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failure modes; one is GPT-OSS perplexity, the other is a GLM5-specific issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both touch quantization/fallback broadly, but they describe different concrete code-path failures." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code loading, but one is a leaf-directory cache collision and the other loads the wrong custom module after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the actual bugs are different: a specific Mistral3 weight-tying issue versus a broader translation-model regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer ReLU discussion is unrelated to a docs typo about a removed run command." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU IterableDataset crashes are unrelated to the custom trainer compute_loss signature breakage." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to outdated docs mentioning a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failures; no shared underlying code-path is evident." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure is unrelated to tied-weight handling." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and Qwen-3 NVFP4 runtime error are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Related validation area, but the T5 decoder-input error is not clearly the same bug as the broad XOR validation regression." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights on translation models." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Different bugs: iterable-dataset multi-GPU crash versus FP8/quantization failure." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs example error and the other is a model quality discrepancy." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different symptoms." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate reports of the same v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different bugs: custom-trainer kwarg mismatch versus DeepSpeed ZeRO-3 loading crash." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 regression corrupting non-persistent buffers; #43644 is the earlier report and #43950 is the more explicit duplicate target." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both mention Mamba2-style recurrence, but one is a generic use_cache correctness bug and the other is a NemotronH slow-path propagation issue." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but they are different failure scenarios and code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage compatibility failures with no shared concrete bug." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 explicitly says it is the same issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality complaints are unrelated to tokenization changing across transformers versions." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different model families and different underlying fixes." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is degraded text embeddings." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same disk-offloaded save failure; only the model name differs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 gradient explosion are unrelated failures." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract bug: it returns a tensor instead of an int-like length, which breaks static-cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to Qwen3.5 MoE rotary embedding uninitialized-memory reads." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 problems: relative text-embedding quality versus HF/JAX implementation discrepancy." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one key statement is not: issue #43950 is not the earliest report in the non-persistent-buffer group, since #43644 was created earlier. That makes the \"likely earliest report\" rationale overstated. The rest of the duplicate judgments look conservative enough, but this precision error means I can't accept the output as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43404", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "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:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:45081|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:41553|issue:43883", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:41553|issue:43881", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45715|issue:46315", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:46894|issue:46897" + ], + "prepared_review_unit_hash": "d353e95ce8280280e3e320c38b3c5e0643687cb3fc1d929abc00249012ac2b5a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37495, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. I found three likely duplicate pairs: stale v5 docs about removed pipeline tasks, remote-code model loading regressions, and the Qwen/Florence/Cohere training-loss double-shift pattern. Most other pairs look like different bugs that only share a broad subsystem or model family.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45020 is the best umbrella issue in this set: it describes the broad remote-code loading regression class, which cleanly subsumes the more specific AutoConfig/AutoModel remote-code failures.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most representative and reusable canonical issue because it names the broad underlying regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: one is a Flash Attention crash on Qwen3.5 with 3D position_ids, the other is a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both mention MoE/Gemma/Qwen materialization issues, but they are different models and different bugs (FSDP2 KeyError vs uninitialized inv_freq after to_empty)." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "One is about gradient checkpointing being ineffective with LoRA, the other is an int4 quantization memory regression leading to OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-time noise vs a specific model loading failure for ScandiBERT; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated training/deepspeed tensor shape error vs early-stopping metric lookup warning." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to GPT-OSS AMD GPU execution failure." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading reports, but one is about noisy logging and the other is a concrete tokenizer/model load failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different load-time failures in different model families (Gemma3 ZeRO-3 vs Qwen3Moe FP8Config)." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "Same remote-code loading regression class: both report pretrained loading/config objects missing expected fields or behavior when trust_remote_code is used." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different issues: checkpointing behavior with LoRA vs memory usage during Qwen3 MoE training." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback blocked by checks; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing model class is unrelated to the bitsandbytes Int8Params constructor incompatibility." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions are unrelated to Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading failure and GLM5 issue are not the same underlying problem." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping-registration failure is a different area from remote-code model loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device-map mismatch are different runtime errors." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading regressions do not match the Kimi-K2.5 tokenizer codec/mistral-regex regression." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer import/error-message issue is unrelated to glm-4v-9b load failure." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across HF versions is unrelated to a warning about tie_word_embeddings." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to a YOLO multi-GPU device-map issue." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen multimodal config handling is a different bug from remote-code model_class/config_class loading failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and are not the same code path." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": true, + "reason": "Same remote-code loading regression: both describe failures when loading remote-code models, with missing config_class/fields as the concrete symptom." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer correctness in DeepSeek-family models, but they describe different model families and different tokenizer bugs." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Un-tied lm_head weights in one model are unrelated to non-persistent buffer corruption in from_pretrained." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation regression: both note stale docs still referring to pipeline tasks removed in v5." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-specific loading errors with no shared concrete failure mode." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern; these look like model-specific reports of the same underlying loss-computation error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet and the accepted soft pairs are stated conservatively. The canonical issue choice (45020) is supported by its broad remote-code loading title, and the rejected pairs mostly avoid over-merging unrelated model- or subsystem-specific bugs. One minor imprecision: the summary says three duplicate pairs, but the accepted evidence effectively covers four pairwise links (two under the remote-code umbrella)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "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:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "9e32dfb8e6366e83d5b4351e4b886c384f3b0f5a22fea5f666e744681e5696b5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many pairs share a subsystem or model family, but only a few appear to be the same underlying bug. I accept the near-exact duplicates for the mask-shape IndexError, the Qwen3-VL video regression, and the Transformers 5.0 custom-model initialization breakage.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the best overall issue representative among the true duplicate-like reports because it captures a broad, concrete regression across multiple Qwen3/VL variants; the other accepted duplicate pairs are either narrower or more exact-error follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest canonical issue candidate: it describes a concrete, reproducible regression with a broader blast radius than the other accepted pairs, so it is the best anchor for deduping this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/model runtime problems, but they describe different failures and no shared concrete code-path is evident." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but one is about Qwen3 MoE weight conversion and the other about gradient averaging with loss kwargs; different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected kwarg in CustomTrainer is unrelated to the mask/tensor shape IndexError." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is LoRA checkpointing ineffectiveness and the other is a missing capability flag on a trust-remote-code model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading issues in Qwen models, but they affect different model families and the failure descriptions are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different loading failures; only the broad theme of checkpoint loading overlaps." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void segmentation map processing are unrelated problems." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both report the same Qwen3/VL video-input regression in transformers 5.3.0, with matching StopIteration-style symptoms." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These describe the same mask-vs-indexed-tensor shape mismatch IndexError; 44805 looks like a later, more detailed report of the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "A NaN gradient explosion in RLHF is not the same bug as the flash-attention crash on s_aux=None." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to the torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "An image preprocessor dtype mismatch is not the same as the broken Nemotron example." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure on Qwen3.5 is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different symptoms: NemotronH checkpoint loading versus Sam3 text encoder weights not loading." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "DeepSpeed ZeRO-3 zero-sized tensor indexing and a torch 2.4.1 incompatibility are not the same issue." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "One is a Qwen2.5-VL rope-index scaling bug, the other is uninitialized memory in a Qwen3.5-MoE rotary embedding path." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss and missing Float8 storage support are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The BertModel ZeRO-3 index error is unrelated to the torch version incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 attention-state bug and the other is a device-map forward mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different error paths: image preprocessor dtype mismatch versus video input StopIteration." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE is not the same bug as meta-device model loading breakage." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is a batched inference token leak and the other is empty-transcription generation failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2.5-VL import and meta-device loading regressions are different problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Running 3d_parallel.py and GGUF model architecture support are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and long OCR index errors are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-input StopIteration on Qwen3-VL is unrelated to the MPS histogram implementation error in MoE." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are the same Transformers 5.0 custom-model initialization regression, with 43645 being the notebook-specific report and 43646 the broader one." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures on different models; no evidence they share the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted pairs are well-supported by near-identical titles/symptoms, and the rejected pairs generally avoid overclaiming beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "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:45823|issue:46515", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "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:41720|issue:42915", + "issue:38175|issue:39692", + "issue:42915|issue:44756", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:44863|issue:46846", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645" + ], + "prepared_review_unit_hash": "0a02fcb93af3415f5989c8651709c62af17fcfed639351ef9604a62ad79445ae", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues, with only two strong duplicate pairs: the Transformers v5 non-persistent-buffer regression and the Gemma4 4-bit multimodal dtype-cast bug. The SigLIP2 pair is too weakly supported to treat as a duplicate, so I rejected it.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44534 is the clearest exact-duplicate anchor: it matches issue:43644 on the same Transformers v5 non-persistent-buffer junk regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the strongest standalone issue because it is a precise, reproducible regression and has an exact duplicate counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Same broad Qwen3 area, but the failures are different code paths: video StopIteration versus SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch, but one is flex_attention on torch>=2.9 and the other is a generic torch 2.4.1 incompatibility; too broad." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe fine-grained FP8 loading/config behavior." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/attention-adjacent, but the root causes differ: 3D position_ids misinterpretation versus static-cache slice arithmetic." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and mechanisms: Bamba torch.compile+SDPA versus Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT and gradient checkpointing, but one is ineffective checkpointing and the other is a ZeRO-3 CheckpointError." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mapping forward mismatch is not the same as a generic torch version incompatibility report." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case versus Gemma4 device-mapping forward bug; no concrete duplicate-level overlap." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "One is Qwen3-vl video StopIteration; the other is a generic mask-shape IndexError." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but the affected models and failure modes differ too much to be the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "The shared SigLIP2 model name and vague bad-output symptom are not enough to establish the same root cause or a duplicate-level match." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "A DeepSpeed ZeRO-3 Bert index error is unrelated to tokenizer mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different areas entirely: ZeRO-3/Bert initialization versus tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer helper failure versus a tensor mask-shape IndexError; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/weights, but one is a Qwen3 MoE LoRA compatibility break and the other is BitNet packed-weight unpacking." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 multimodal 4-bit quantization problem, centered on unsafe dtype handling in audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 initialization flag breakage is unrelated to a Kosmos2.5 OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "GPU/CPU offload loading failure and Strix Halo mmap OOM are different load-time problems." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a runtime output anomaly and the other is a docs-example model/processor mismatch plus quantization issue." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No real overlap beyond being issues in the same repository." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both report non-persistent buffers being filled with junk in Transformers v5." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the titles do not show the same underlying code-path or fix." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 loading weights for language_model, the other is save_pretrained writing incorrect visual encoder keys; separate bugs." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and a broken Nemotron example do not share the same bug." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but the load-time silent ignore and the stale config.dtype issue affect different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "The buffer-junk regression and Jupyter custom-model initialization breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence provided. In particular, issue:38175 vs issue:43994 shares the same SigLIP2 model name and a vague bad-output symptom, but the packet does not establish the same root cause or a clear duplicate-level match. The other accepted pairs (44534/43644 and 45672/46899) look solid, but this borderline acceptance makes the overall verdict insufficiently conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "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:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:46897|issue:46901", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:44079|issue:46829", + "issue:43957|issue:44756", + "issue:43335|issue:45663" + ], + "prepared_review_unit_hash": "da6e9ece9cac4796ce9fefc589f373f22300b661810f442afa787195894d59fb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36625, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated model-loading, tokenizer, quantization, and training bugs. I found no soft pair that clearly represents the same underlying issue, so all soft edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46901 is the clearest standalone report in this set: narrow scope, specific failure mode, and an open issue that could anchor future duplicates. The soft pairs do not justify forming a duplicate cluster around any other item.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46901 is the best representative issue here because it is precise, self-contained, and actionable; it is more suitable as a canonical reference than the broader or more ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they target different models and failure modes; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a documentation/example mismatch plus quantization failure and the other is nonsensical inference output; not the same concrete issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading problems; no evidence of a shared underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading behavior; distinct code paths." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Separate model families with different load-time errors; not duplicates." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to the T5Gemma resize_token_embeddings propagation bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model-specific and generic resize-token issues; no shared concrete failure." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but the root causes differ: training memory usage vs int4 quantization reserved-memory regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint step \u0917\u0923ulation and unused SGD args are unrelated bugs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is save/from_pretrained extra_state handling; the other is init_empty_weights / _is_hf_initialized argument mismatch." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and models." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Generic GLM5 mention vs a sinq save/load quantization break; not the same issue." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings propagation bugs, but they are model-specific and not clearly the same code-path problem." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "A Qwen3.5 chat crash and a Gemma4Processor attribute error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are different compatibility issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and mmap OOM mitigation are unrelated." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe training-loss double-shift symptoms, but they are different model families with no evidence of the same underlying implementation bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert on device mapping and token/embedding leak between tracks are unrelated failures." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is tokenizer vocab-size mismatch, the other is a model loading failure for a different model." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state bug and Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/quantization issue and GLM5 loading issue are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but one is about 3D position_ids being misread and the other is an s_aux=None attribute error." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are separate model implementations and not clearly the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory/OOM, but the mechanisms and affected paths differ." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload incompatibility are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models, different quantization formats, and different outcomes; not duplicates." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "A batched inference leak and a device-mismatch forward crash are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key assignment logic and a VideoPrism output-field bug are not the same underlying bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 attention state rebuilding 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": 28, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:36010|issue:39404", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:46894|issue:46901", + "issue:43425|issue:46869", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44683|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:39404|issue:46665" + ], + "prepared_review_unit_hash": "460fa9768dfc0d5c5a3a0dac5ba6601bd899027ccb627560f2f73ff07a1d281f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not true duplicates. The only clear duplicate families here are the resize_token_embeddings regression trio and the training-loss double-shift pair; the rest are similar by subsystem or symptom only.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the underlying resize_token_embeddings regression in the most general form, and it anchors the related model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the most representative and reusable issue for the duplicate family: concise, model-agnostic, and directly describes the shared bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different failures: an import error for GenerationMixin vs a Whisper pipeline return_language regression." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is a checkpoint-loading bug and the other is an example failure; not the same concrete issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated: video-input regression for Qwen VL models vs strict config blocking granite_speech loading." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/OOM, but the causes are different (int4 reserved memory vs mmap on Strix Halo)." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 is a model-specific manifestation, 45292 is the generic report." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: gradient checkpointing in eval mode vs RLHF NaN explosion from 3D position_ids / SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM report." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Both concern loading/offloading, but one is meta-device model loading and the other is saving a disk-offloaded model." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE marker handling and continue_final_message on mistral_common are different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different failures in different modules: flash_attention sink-less crash vs Gemma-4 FSDP2 shared_kv_states error." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same bug as extra_state save/from_pretrained handling." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Different torch-version issues: a version incompatibility claim vs a bf16 compilation regression in Sam3." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions affecting different models and APIs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save_pretrained/from_pretrained for custom models, but one is about file permissions and the other about loading the wrong module." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: embeddings are not propagated to other tied outputs/decoder embeddings." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup failure for Float8 tensors is unrelated to the mmap OOM issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init breaks in Transformers 5.0, while the other is a Trainer resume_from_checkpoint max_steps miscalculation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Possible related tokenizer loading problems, but the evidence is too broad to call them the same underlying bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug: both indicate labels are shifted incorrectly during loss computation." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch compatibility and YOLO multi-GPU device_map failures are different issues." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression and CodeLlama leading-space round-trip bug are distinct." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is unrelated to slow convert_tokens_to_ids behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as a compile non-template-nodes TypeError." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issues are different from the Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization behavior change." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 breakages, but they affect different loading/init paths and are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask/tensor shape mismatch are unrelated failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template-nodes compile TypeError." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior is unrelated to from_pretrained inside Python classes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The accepted duplicate calls are well supported by the titles: the resize_token_embeddings cluster and the training-loss double-shift pair. The rejected pairs are framed narrowly and do not overstate identity. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:40990|issue:47331", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:43901|issue:44509", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:44756|issue:47333", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:36032|issue:42915", + "issue:45479|issue:46894", + "issue:43746|issue:47331", + "issue:43716|issue:45084", + "issue:43299|issue:43931", + "issue:43611|issue:43644", + "issue:45479|issue:46897", + "issue:42796|issue:43404", + "issue:44462|issue:46489" + ], + "prepared_review_unit_hash": "0e2e0500194053a39d0c2f3b1cc29c07760cfdbb2afa831b1509a9e65630c21c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36654, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous set of mostly unrelated bug reports. I did not find any soft pair that looks like the same underlying issue, so all proposed merges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items span distinct regressions in tokenizers, model loading, quantization, export, docs, and training behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for this set; 43611 is the broadest v5-loading regression, but it does not represent the rest of the cluster well enough to serve as an umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Different failures: gpt-oss perplexity on WikiText-2 vs MetalConfig batched quantized generate corruption." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: extra_state save/load handling vs unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer init conflict with add_special_tokens is unrelated to gguf_file loading in AutoTokenizer/AutoModel." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment bugs are different problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different export/classification paths: torch_compilable_check export failure vs Perceiver interpolate_pos_encoding image classification failure." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different text and different pipeline-task deprecations." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: est-roberta loading vs Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage is not the same as continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "One is a reproduction of issue #38071; the other is a tokenizer continue_final_message bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to est-roberta tokenizer loading." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of #38071 does not match the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to gpt-oss MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Same model family, but different root causes: device_map auto placement vs unsafe dtype cast in 4-bit multimodal embedders." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Extra_state save/load failure is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel index error is a different failure from compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM mitigation and disk-offloaded Qwen3 save failure are different memory/offload bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is MoE training memory use and the other is hardware-specific mmap OOM avoidance." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different repositories and different breakages." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "sleng-bert loading failure is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "HF initialization flag regression is unrelated to CanineModel fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3Moe FineGrainedFP8Config loading failure." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label zero-loss classification bug is not the same as CohereASR's double-shift training-loss bug." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and MetalConfig batched quantization corruption are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to template compilation TypeError." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a v5 loading regression and the other is a weight-shape mismatch on a specific checkpoint." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffer initialization; distinct bugs." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different implementations of the loss bug; not the same concrete issue." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Mistral3 lm_head weight tying." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a different bug from DeepSeek-Coder tokenizer output regression on v5." + } + ] + }, + "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": 28, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43873", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46661", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44661|issue:44683", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43873|issue:47331", + "issue:40990|issue:43421", + "issue:43643|issue:44530", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:44737|issue:45859", + "issue:39404|issue:44671", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:44987|issue:44991", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43262|issue:47331", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43317|issue:43482", + "issue:43645|issue:46661" + ], + "prepared_review_unit_hash": "8da3bdda165ef06a3536193520633072e304ebee39bf3296390ecef180a524f1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous v5/regression reports, not a single tight duplicate cluster. I only see two plausible duplicate pairs: GGUF loading regressions and an audio feature-extraction crash path.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed report here and has the strongest evidence of being a central standalone bug rather than a narrow one-off.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall representative issue in this set because it is broad, high-signal, and has the most inbound attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: tokenizer-mapping bug vs compiled flex_attention regression." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: CLIP structure inconsistency vs Sam3 text-encoder loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both are runtime/compile errors, but the concrete code paths and symptoms are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but the affected models and likely root causes differ." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen, but one is FineGrainedFP8Config and the other is a PagedAttentionCache/linear_attention crash." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offload, but one is generic offloading behavior and the other is a specific Metal batched-generate corruption bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/debugging issue vs tokenizer post-processor update behavior; no same underlying bug evident." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Remote-code config loading vs Qwen3.5 PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization in notebooks are different failures." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different multimodal tokenizer/training paths with no shared concrete bug shown." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting vs Qwen2.5-VL dataset handling are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but XLNet positional encoding and Qwen3_5Moe rotary embedding are distinct code paths." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior vs CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about junk-filled buffers and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend-mapping issues, but one is missing tensorflow in an extra and the other is an invalid tensorflow_text backend entry." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures in v5, but they appear model-specific rather than the same bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator TypeError vs _is_hf_initialized regression are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path failing around _torch_extract_fbank_features / unsupported center handling." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid-method call are different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF loading regression in transformers v5; one is generic from_pretrained/gguf_file breakage and the other is a model-specific manifestation." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading regression vs kernel compatibility issue; different bugs." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "AppleSilicon caching allocator error vs Metal quantization corruption are different code paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens behavior and the other is empty transcription after align_special_tokens." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading vs continue_final_message tokenizer behavior are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor sampling-rate defaulting vs Metal quantization batch corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM-related, but one is a trio of training bugs and the other is a specific return_last_states=False crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash are not the same underlying issue." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure vs GGUF loading failure are different problems." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks vs remote-code config_class error are distinct initialization paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:43873 is a reasonable canonical/best representative based on its generic title, high discussion, and inbound references. The soft-edge verdicts are mostly conservative and the two accepted pairs are plausibly the same bug family based on the titles alone. I do not see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43872", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43262|issue:43377", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:28530|issue:34567", + "issue:43377|issue:43819", + "issue:44062|issue:44987", + "issue:43404|issue:44466", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44849|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44479|issue:45325", + "issue:44464|issue:45987", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:43872|issue:44291" + ], + "prepared_review_unit_hash": "65bb2145487be7243b16f8b2c61f4d04f89e95fdc4efa40c6c070abf83ca81cc", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36779, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous, but the strongest repeated theme is Transformers v5 initialization-compatibility regressions around `_is_hf_initialized` / `init_empty_weights`; no soft pair looks like a true duplicate, and there are several unrelated issue subclusters.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44291 is the clearest, most general representative of the `_is_hf_initialized`/model-init compatibility break that also appears in nearby issues like 43872 and 43632.", + "canonical_pr_reason": null, + "best_issue_reason": "44291 has the broadest root-cause framing and is easiest to use as the cluster representative for the shared v5 initialization regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper cannot run vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs template compilation error." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is custom model initialization breakage and the other is non-persistent buffer corruption; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different code paths: loading physical-intelligence/fast vs Mistral tokenizer regex patching." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs MIMI encoder batching/padding-mask mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention loading/config issues, but the concrete problems differ: FP8 config failure vs `_is_hf_initialized` init-argument incompatibility." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to a key error loading a specific model." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping metric handling vs token-count tracking; unrelated trainer issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different multimodal/audio bugs: batching parity in MIMI encoder vs DAC latent decoding mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying bug in a model class vs inconsistent lm_head serialization depending on device." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Generic model loading failure vs tokenizer regex patch crash; no shared underlying defect." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision model problems: nonsensical outputs vs processor/model input-size mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Output-hidden-states bug in Qwen3.5 vs rope-index scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is unrelated to float8 storage lookup error." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading error vs Qwen3 auto device-mapping cuda assert; different failures." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs strict-config loading rejection; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure via torch_compilable_check is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal models and causes: Gemma3n variable collision vs Gemma4 unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing flag is unrelated to a PEFT+DeepSpeed checkpointing error." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video input regression across Qwen variants vs still-image rope-index scaling bug; separate code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is not the same as StaticCache get_seq_length returning the wrong type." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault vs Qwen3OmniMoe video-input ValueError; distinct multimodal load/processing failures." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 `_is_hf_initialized` breakage is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and GPU syncs are unrelated to StaticCache length return-type bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as noisy model-loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure vs Qwen3-MoE sliding-window issue; different models and root causes." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "_torch_extract_fbank_features issue is unrelated to compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "These are related in theme, but not the same concrete bug: bitsandbytes constructor incompatibility vs broader init_empty_weights/_is_hf_initialized loading failure." + } + ] + }, + "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": 28, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43883", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43883|issue:44488", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:45216|issue:45357", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:44291|issue:44589", + "issue:43381|issue:45923", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43883|issue:44991", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:44265|issue:45072" + ], + "prepared_review_unit_hash": "12f771bc243cda319a5677c78428d09b526ff91c2fc9946151d92248e46c647f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37075, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer-loading regressions, multimodal training issues, model init/load bugs, and backend/install problems. Only the Qwen3.5 save_pretrained pair looks like a clear duplicate family.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45216 is the clearest duplicate anchor because 45357 is a follow-up of the same Qwen3.5 save_pretrained regression; the rest of the set is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest standalone representative overall: it describes a broad silent v4\u2192v5 regression affecting all Granite models and has multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: missing all_tied_weights_keys vs model load failure; no clear same code path." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "One is a model-loading regression, the other is non-persistent buffer initialization; unrelated bugs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs convert_tokens_to_ids performance regression; different symptoms and likely different fixes." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are dtype-related multimodal issues, but on different models and with different root causes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; the second issue is a residual manifestation involving visual encoder keys." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise on loading vs tokenizer loading failure; not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and PEFT/local-checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite AutoTokenizer regression and CodeLlama leading-space round-trip bug are different tokenizer issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized vs Float8 storage lookup; different breakages." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing constraint vs missing supports_gradient_checkpointing flag; separate issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper run failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training-related, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning; not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss vs Whisper batch_decode special-token handling; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression vs mmap/OOM workaround; no shared fix path." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE marker bug and DeepSeek accuracy regression are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights argument mismatch; different code paths." + }, + { + "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 bug vs Gemma4 FSDP2 shared_kv_states issue; unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Model attribute error vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device map cuda assert and Mistral regex patch crash are different failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate model-load problems." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor update bug vs add_special_tokens not adding BOS/EOS for one tokenizer; related area but not clearly the same underlying issue." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging issue vs model load failure; different problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Install/backend packaging issue vs undefined tf backend error; not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json lookup bug and Granite wrong-token-IDs regression may be related, but the titles do not show the same concrete failure path strongly enough." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment vs non-persistent buffer junk; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading bug vs Qwen3 MoE training memory inefficiency; different issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure vs CLIPTokenizer model_max_length default; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformer v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not enough evidence they are the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/exportability bug vs bfloat16 dtype mismatch CI issue; different code paths and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The chosen representatives are well supported by titles and inbound references, and the only accepted soft-edge pair (45216/45357) looks like a plausible same-bug follow-up. The other pair rejections are cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:45325|issue:45834", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:44291|issue:44877", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:43818|issue:46402", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:43818|issue:45357", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:44829|issue:45479", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:42796|issue:46209" + ], + "prepared_review_unit_hash": "9fc24cbb4fa861a59553cc5094cfbab3e5696ae365ac93a9945c3e98a5c8d878", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37507, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bugs across different models and subsystems. The only high-confidence duplicate pair is the SigLIP2 regression; the rest are distinct issues and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the only strong duplicate pair: it directly compares Hugging Face SigLIP2 behavior against the original JAX implementation and frames the bug precisely.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue overall because it is the most specific and technically diagnostic report among the accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but they target different docs problems: removed pipeline tasks vs a broken DIA example." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Qwen2.5-VL rope/index handling vs Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and code paths: MIMI padding-mask batching bug vs Gemma3 mixed-length sliding-window NaNs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated bugs: junk-filled non-persistent buffers vs ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different symptoms and input modes: multiple images per prompt vs wrong video position ids." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading/config issues: unexpected _is_hf_initialized in init_empty_weights vs strict config blocking granite_speech." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video input position ids; not enough to treat as the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation correctness problem: HF outputs are wrong compared with expected behavior and produce nonsensical inference results." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA temporal-attention/weight-sharing issue vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a generation bug and the other is a serialization/device-dependent save bug." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-input issues, but the failures are different: multi-image prompt handling vs image placeholder placement in user text." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: missing temporal attention / shared weights in Video-LLaVA vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Unrelated: quantization/offloading behavior vs tokenization changes across versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training degeneration reports, but one is flash_attention_3-related loss collapse and the other is the num_labels=1/single_label_classification zero-loss issue." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failure modes: CPU offload device mismatch vs torch.export failing on torch_compilable_check." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen video vision-position-id bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and problems: Qwen video-input regression vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different runtime errors: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different symptoms and models: high perplexity on gpt-oss-20b vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: Qwen3 CUDA assert under auto device map vs Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes are unrelated to torch.export failures in compiler-check code paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/STE mismatch are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different model failures: tied-weight generation/serialization issue vs torch.compile SDPA failure." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3MoE FP8Config loading/execution." + }, + { + "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 weight conversion under accelerate+deepspeed is unrelated to missing supports_gradient_checkpointing on Nemotron remote-code variant." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43493 with issue:43994, is supported by the titles and the stated SigLIP2 discrepancy. The remaining soft pairs are rejected with cautious, model- or bug-specific reasoning rather than overclaiming duplication. No mergeability concerns apply here because this is an issue-clustering judgment, not a PR-pair merge decision." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43582", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:36331|issue:42617", + "issue:41553|issue:43582", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:36331|issue:42915", + "issue:43572|issue:45759", + "issue:44877|issue:44991", + "issue:43377|issue:44898", + "issue:46305|issue:46315", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:41720|issue:42617", + "issue:40990|issue:45701", + "issue:43322|issue:46050", + "issue:43450|issue:45701", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:45685|issue:46821", + "issue:26413|issue:28530", + "issue:44451|issue:47020", + "issue:44186|issue:45072", + "issue:43295|issue:45701", + "issue:46897|issue:47317", + "issue:43065|issue:46402" + ], + "prepared_review_unit_hash": "0b93f21e3eeda7af69a0f2b9a31f86f208fa4aefd78de95e973852e695cf2440", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35756, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs share broad themes like loading, tokenization, or quantization, but they do not describe the same underlying bug/change. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the items span unrelated training, loading, tokenizer, multimodal, and quantization bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest single representative item here (multi-model tokenizer regression), but it still does not unify the cluster into one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: lm_head weight tying vs bfloat16 dtype mismatch in unrelated models/code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer-related, but one is missing add_special_tokens behavior while the other is wrong token IDs across multiple models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different domains and failures: MIMI batched padding-mask behavior vs OmDet-Turbo image input shape mismatch." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated issues: Trainer compute_loss API break vs failure to run a 3D parallel script." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems: AutoTokenizer error messaging for Voxtral vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but they are distinct failures with different trigger conditions and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading bugs: weight tying in AyaVision vs unpacking packed BitNet weights during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are load-time GPU failures, but they affect different models and manifest as different errors (cudaErrorAssert vs segfault)." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both touch loading/state handling, but one is broken FSDP CPU RAM efficient loading and the other is a non-persistent buffer serialization regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: custom Trainer loss signature break vs Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading problems: missing pad_token_idx vs failure to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but one is strict config rejection and the other is tokenizer-loading failure for a different model family." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different issues in different model classes: MIMI batching/padding-mask bug vs Perceiver non-default resolution handling." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is a streaming mask off-by-one correctness bug; the other is a tokenizer performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but not the same bug: device-mapping load assert vs flash-attention generation failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different memory issues in different code paths: int4 CUDA reserved memory/OOM vs T5 apex RMSNorm leak." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated: Qwen3 auto device-map failure vs a 3d_parallel.py runtime problem." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and likely causes: high perplexity on a specific eval vs tokenizer behavior changing across versions." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Different bugs: Llava Next load-time segfault vs sinq quantization save/load corruption." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching/shape bug is unrelated to tokenizer-version behavior changes." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/offload behavior, but one is quantization offloading and the other is mmap OOM on a specific platform." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained serialization, but one is lm_head weight serialization and the other is visual encoder key saving in a different model." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: MPS histogram support issue vs TimesFM window_size attribute error." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Different training-loop issues: checkpoint resumption epoch_iterator failure vs early stopping metric selection." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading issues, but they affect different tokenizer implementations and model families." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding are unrelated to a bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A multimodal processor/tokenizer API regression is not the same underlying bug as generic tokenization changes across versions." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they involve different models and no evidence of the same code path or fix." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same Sam3 family, but different problems: dummy Conv2d in the pixel decoder vs missing text encoder weights loading." + } + ] + }, + "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": 28, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "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:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:41720|issue:45161", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:43881|issue:44488", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:44186|issue:44361", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45479|issue:47317", + "issue:29159|issue:36032", + "issue:43316|issue:44913", + "issue:43452|issue:47020" + ], + "prepared_review_unit_hash": "f9046e3382ee847a7601cc8606aee9c7d92cbb22c33d84c40f353d020aa4c05a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36250, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated Transformers issues that only share broad subsystem vocabulary (loading, tokenizers, cache, device maps, multimodal serving). None of the soft pairs look like the same concrete bug, so I would not merge any of them.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the best broad representative: it describes a general Transformers 5.0 initialization regression, which is closer to the cluster\u2019s repeated loading/initialization failure themes than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Among these mixed issues, issue:43646 is the most general and reusable as a representative umbrella for the cluster, because it targets core model initialization rather than a single model or edge-case path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache code, but one is beam-search cache reorder skipping and the other is a static-cache seq-length tensor arithmetic bug; different code paths and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different failures: torch.compile with SDPA in Bamba vs. packed BitNet weights not unpacked during accelerate loading." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both are loading/init regressions, but one is a v5 custom model initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug when loading Blip2, the other is a Trainer checkpoint resume max_steps calculation bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are preprocessing bugs, but they affect different components and different root causes: tokenizer crashes vs. processor image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both mention device/offload style failures, but one is SDPA/torch.compile on a specific model and the other is a CPU-offload device mismatch in a different model." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated: a TimesFM window_size attribute error versus a YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both touch loading with advanced config/offload, but one is FineGrainedFP8Config on Qwen3Moe and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different distributed/runtime failures: cudaErrorAssert on A800 vs. tensor-parallel support not working." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is a tied-weights bug in Mistral3 generation, the other is incorrect visual encoder keys saved in Qwen3.5." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision preprocessing issues, but the concrete bugs differ: wrong output resolution vs. non-default-resolution interpolation failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-related multimodal crashes, but the failures are different: one is a string/.to issue in continuous batching, the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma variants and different root causes: a variable-name collision in forward vs. a device mismatch in PLE forwarding." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping/metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but one is a generic glm-4v-9b load issue and the other is a specific tokenizer/model loading problem for cjvt/sleng-bert." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "One is a Qwen3Moe FP8 loading/config issue; the other is an import-time kernels dependency/version problem." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different config bugs: Qwen3-MoE sliding_window behavior vs. StableLmConfig missing pad_token_idx after v5 update." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "Completely unrelated: FlashAttention on Ministral-3 vs. a flaky bbox-range test." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve KV cache behavior, but one is serve continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Different models and bugs: a dtype mismatch between image preprocessor and model vs. a TimesFM window_size attribute error." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection is unrelated to image processor void segmentation map handling." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled/cache paths, but one is inconsistent chunked generation output and the other is a static-cache slice arithmetic failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model bugs: CamemBERT masked-LM prediction regression vs. Qwen3.5 recurrent states resetting with cache." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Generic training-loss wording is not enough; one is a zero-loss classification bug across models, the other is a PPFormulaNet-specific training-loss bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both are tokenizer issues, but one is slow/fast inconsistency and the other is a T5Tokenizer method-name conflict during load." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config persistence/API discrepancies, but one concerns Gemma3TextConfig and the other rotary_pct silently resetting on reload." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both affect from_pretrained/tokenizer loading, but one is a gguf_file regression across APIs and the other is an XLMRobertaTokenizer constructor type 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": 28, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "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:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46894", + "issue:47145", + "issue:47254", + "issue:47317" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:30064|issue:34634", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:43873|issue:45704", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:46894|issue:47317", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:43881|issue:44991", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43257|issue:47254", + "issue:43526|issue:43883", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:44492|issue:44509", + "issue:43531|issue:44589", + "issue:34567|issue:35707", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:43388|issue:45059", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "0aa694607cec554133aae7f60b4b1210e21b1c56599ad4588fc387ec05f640b2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36318, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues; the soft pairs share vocabulary or a broad subsystem, but not the same concrete bug. No pull requests are present. Among the issues, #43873 is the best representative because it is a broad, high-engagement open regression report with multiple references.", + "confidence": 0.68, + "canonical_issue_reason": "#43873 is the strongest cluster representative: broad offloading/quantization bug, open, and one of the highest-engagement reports in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the best standalone issue to anchor the cluster because it is concrete, widely discussed, and closest to a reusable triage target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache-path collision for local trust_remote_code loading vs permission propagation in save_pretrained." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated processor failures: void segmentation-map handling vs Bark voice_preset parsing." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization/version behavior change is unrelated to FP8 frozen-checkpoint weight_scale loading." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model paths and failure modes: Qwen3Moe FineGrainedFP8Config vs Llava Next segfault." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both mention loading/runtime behavior, but one is offloading+quantization and the other is a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Same model family, but different concrete failures in different APIs/code paths (video input processing vs from_pretrained weight_only)." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different loss pipelines." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is not the same as config unwrapping for composite Qwen multimodal models." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert during auto device mapping is a different failure than PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading problems: one is a model-load failure for glm-4v-9b, the other is tokenizer loading for a specific RoBERTa model." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Both involve distributed loading/training, but the concrete problems differ: MoE weight conversion vs PEFT+ZeRO-3 checkpointing." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit label reduction is unrelated to Molmo's all_tied_weights_keys attribute error." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but the actual bugs are different: CPU offload device mismatch vs unpacking packed weights." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not the same as TimesFM window_size attribute handling." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping failures are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs for removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window model logic is unrelated to missing Float8 storage during checkpoint loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to progressive generation with embeddings and cache state." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor server crash and Qwen3.5 streaming inference failure are different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload/device mismatch is unrelated to tokenizer mask-token registration." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for multimodal Qwen models is unrelated to CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Loading ScandiBERT and loading EMBEDDIA/est-roberta are different tokenizer/model issues." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to cache length arithmetic under static cache and torch.compile." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Label gathering in metrics is unrelated to SAM3 text/bounding-box behavior." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are separate 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": 28, + "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-10000-529", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "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:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:45357|issue:46402", + "issue:45923|issue:47333", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:44625|issue:45479", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:43381|issue:43844", + "issue:46655|issue:46693", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44464|issue:47050", + "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:43673|issue:47337", + "issue:44368|issue:45357", + "issue:43994|issue:44671" + ], + "prepared_review_unit_hash": "23b065ca5a0908c3781f5842f10eae8f811fe8a3b268a45a6c9bda14c1d0250d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36221, + "estimated_input_tokens": 9056, + "estimated_eval_tokens": 18368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives across unrelated bug reports. The only clear duplicate here is the Qwen2_5_VLProcessor batched padding=False crash pair (44514/44545). No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue spans the whole set; the only true duplicate pair is 44514/44545, and 44514 is the earlier, cleaner report to anchor on.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best issue candidate because it is the earliest report of the exact same batched-input crash and has the clearest title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading/behavior regressions, but they describe different problems: non-persistent buffers vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failure modes and subsystems: model loading failure for a specific repo vs PIL image processor requiring torchvision." + }, + { + "left": "issue:45356", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated topics: tokenizer regex/codec regression vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different offloading/checkpoint concerns: missing supports_gradient_checkpointing flag vs inability to save a disk-offloaded model." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype/vision issues, but they are different concrete bugs in different models and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is unrelated to failing to load a specific model checkpoint." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different bugs: cudaErrorAssert during auto device mapping vs apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer embedding unpacking failure is not the same as evaluate() failing after train()." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor mismatch flavored, but they affect different models and distinct bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load regressions: PEFT local checkpoint loading vs quantized model round-trip after save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention labels, but one is config propagation for Qwen3.5 and the other is a zero-loss classification bug across models." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same crash report with only minor title/formatting differences: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when padding=False." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/cache behavior, but one is tokenizer cache loading and the other is an unconditional model_info() call in a regex patch." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Segmentation-map processing failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig custom token IDs being lost on save/load are different defects." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as the ZeRO-3 gradient increase regression." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding calculation and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime post-processor updates for special tokens is not the same as BigBirdTokenizer mask token registration/decoding." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc example problem and the other is an implementation discrepancy with the original JAX model." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to ONNX export dtype mismatch in CanineModel." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "A stale indexer cache on second forward pass is not the same as cache.get_seq_length() returning a device tensor in prefill." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is a crash on tokenizer patching and the other is a Kimi-K2.5 codec/warning regression; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a flaky bbox coordinate test are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tied-word-embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys being saved." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failures: SigLIP2 nonsensical outputs vs CamemBERT masked LM predictions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the only accepted soft pair is the exact-title duplicate 44514/44545, and the summary stays conservative about the rest. No PRs are present, so the null PR fields are consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:46032|issue:46463", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:39692|issue:47050", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43526|issue:43881", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:44488|issue:47020", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43653|issue:43720", + "issue:45072|issue:47050", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:45381|issue:46693", + "issue:44220|issue:44661", + "issue:44821|issue:45084", + "issue:43611|issue:46665", + "issue:46829|issue:46832", + "issue:44186|issue:44898", + "issue:43540|issue:44008", + "issue:43653|issue:43819", + "issue:44991|issue:47020", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "4895872fc91f8e266fc05b69854b03379f2d5c4fdcbbcb4297a6174bcbebe2e9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36553, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers bugs across tokenizers, vision models, loading, compilation, and dtype/runtime paths. The soft edges are mostly superficial similarity rather than the same underlying defect, so none should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the best representative anchor: it is the most active item, has broad user impact, and is the only open issue among many narrow runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster because it has the highest discussion/inbound activity and describes a broad runtime regression rather than a niche model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer problems: runtime special-token/post-processor sync vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failures: Qwen3VL loading/weight_only vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated bugs: Mamba2Mixer cache correctness vs T5 decoder-input validation message." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype-related, but they hit different models and code paths: LwDetr loss AMP vs Canine ONNX export attention." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example mismatch and quantization failure is not the same as a runtime offloading-with-quantization bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "A broken documentation example is not the same bug as fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems: deepspeed zero3/BertModel init vs audio fbank feature extraction." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different mechanisms and models: packed-weight loading in BitNet vs missing STE behavior in DAC.from_latents." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both mention processor/tokenizer behavior, but one is a regression in custom code and the other is an OCR length/index bug in Kosmos2.5." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related Qwen issues, but one is a Qwen3OmniMoe processing error and the other is a chat-template token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "These are different model-path failures: compile/SDPA vs DAC latent reconstruction." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading/tokenizer issues, but they affect different classes and failure modes: model loading vs Unigram init with dict vocab." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is not the same as the cjvt/sleng-bert loading failure." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are different tokenizer/model-loading bugs." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype mismatches, but they occur in different models and inference/export paths." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device mapping CUDA assert on Qwen3 is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and Trainer.compute_loss signature mismatch are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id bug and FA2 long-context performance regression are distinct generation-path problems." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading behavior, but base_model_prefix breakage is a different regression than from_pretrained inside Python classes." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model-specific forward bugs: VideoPrism output fields vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver resolution/interpolation failure are unrelated vision/tokenizer issues." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and bugs: Qwen3OmniMoe video input handling vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC latent mismatch do not share the same code path." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading for a specific model is not the same as Unigram expecting a sequence during XLMRoberta init." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47337" + ], + "soft_pairs": [ + "issue:44843|issue:45081", + "issue:45987|issue:46829", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:43322|issue:45685", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:43550|issue:45072", + "issue:46752|issue:47337", + "issue:43716|issue:44008", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:45183|issue:45479", + "issue:43577|issue:43818" + ], + "prepared_review_unit_hash": "8dfbfcef45bb8883965f50511ce99e66b3ac37927fd6b6f904943f9e2a23fde0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35369, + "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 noisy: the items span many unrelated model-, tokenizer-, cache-, and runtime-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella item here, covering a general class of recent `remote_code` breakages rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative anchor for triage because it is the most general and closest to the few other `remote_code`-related reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve Mistral regex handling, but one is an offline `model_info()` call in `AutoTokenizer`, while the other is a `backend_tokenizer` attribute crash in `_patch_mistral_regex`; different failure points and fixes." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "`StaticCache.get_seq_length()` returning a tensor is unrelated to VideoPrism misreporting `hidden_states` in `ImageClassifierOutput`." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n\u2019s `audio_mel_mask` variable collision is a model-forward bug; `cache.get_seq_length()` returning a device tensor is a cache API/backend issue." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "`trust_remote_code=True` missing fields and strict config rejection of `granite_speech` are different config-loading problems with different root causes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "One is sparse-layer construction when `num_sparse_encoder_layers=0`; the other is a RoPE-layer count mismatch in Smollm3." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/example errors and Kosmos2.5 long-OCR index errors are unrelated artifacts and code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention `remote_code`, but #44561 is specifically the removal of `is_torch_fx_available`, while #45020 is a broader recent-regression report across models." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4-v5 output differences, but they affect different model families and different behaviors; not the same code-path bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "`get_seq_length()` return-type issues are unrelated to Gemma4 quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing `CLIPOutput.attentions` and RTDetrV2 output drift are separate output-shape/return-value regressions." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask-shape `IndexError` during model execution is unrelated to `trainer.evaluate()` failing after `trainer.train()`." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and `transformers.pipelines` import failing due to `kernels` versioning are different dependency issues." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault/loading issue and MPS `histogram_mps` integer error in MOE are unrelated backend/model problems." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input indexing are different input-handling bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update behavior is distinct from Whisper `batch_decode()` ignoring `skip_special_tokens`." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same defect." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5-9B video chat-template feature mismatch and T5 decoder-input validation are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "`torch.compile`/SDPA failure in Bamba-9B-v2 and dtype-mismatch inference issues are different concrete runtime paths." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty-list `apply_chat_template` crash and flaky bbox-range `IndexError` are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image preprocessor/model dtype mismatch and Gemma3n variable collision in `forward()` are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error do not share the same underlying change." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading error and Qwen3.5 flash-attention generation failure are separate issues in different models/code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers v5 and broken FSDP CPU RAM efficient loading are unrelated initialization/loading regressions." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error-message issues are not the same as the zero-loss bug from `problem_type=\"single_label_classification\"` with `num_labels=1`." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype fields staying float32 and Video-LLaVA temporal-attention/weight-sharing issues are different multimodal-model defects." + } + ] + }, + "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": 28, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44912", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47217", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:28218|issue:29159", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43931|issue:46846", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:47276|issue:47337", + "issue:47254|issue:47333", + "issue:43388|issue:46032", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43742|issue:45020", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:42915|issue:47333", + "issue:46697|issue:46728", + "issue:44589|issue:45042", + "issue:43782|issue:45325", + "issue:43262|issue:47217", + "issue:36010|issue:43645", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:44964|issue:47337" + ], + "prepared_review_unit_hash": "f78a36a892515fc6b22735e481557d24256891840dce75c309ec88cceb28cc00", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Revised conservatively: 28218\u219429159 is the only clear duplicate pair here. The 44671\u219445701 link is too speculative from the titles alone and should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression umbrella in the packet, while 28218\u219429159 is the clearest concrete duplicate pair underneath it.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the best global issue umbrella for this small tokenizer cluster because it is the most general report and can absorb closely related tokenizer-regression duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer-behavior regression around added-token spacing and slow/fast tokenizer inconsistency." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-related, but they are different warnings in different generation paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype-ish behavior, but one is an Apple Silicon warmup TypeError and the other is stale config dtype after construction." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/pipeline-support issue; the other is a model output quality/loading issue." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve shape problems, but they affect different models and different root causes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: image preprocessing size mismatch vs dtype mismatch during inference." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input issues, but the failure modes and model variants differ." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures with different triggers and code paths." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated bugs: BarkProcessor voice_preset vs Trainer.compute_loss signature change." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom-model loading, but the notebook/Jupyter problem is distinct from from_pretrained-in-classes behavior." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure and dtype mismatch are different bugs." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale warning and a flaky bbox-range test are not the same underlying issue." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Separate offloading/checkpointing failures with different symptoms." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering on tuple labels is unrelated to Mamba2 use_cache correctness." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer patch crash; no shared bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "The CamemBERT masked-LM prediction issue is too specific and not clearly the same tokenizer regression as the generic version-changes-tokenization report." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM loading key error is not the same as the broader remote_code regression." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Separate offloading/checkpointing save/load problems." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Both mention dtype, but they are different failures in different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Different Qwen model failures with different causes." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-size-related, but the exact padding/counting bugs differ." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage error and torchvision dependency requirement are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "One is a weight_only load error; the other is a rope-index/position-id scaling bug." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and VL image-placeholder handling are different problems." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to notebook custom-model initialization issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate handling and DAC latent reconstruction mismatch are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "A model-loading regression and a flaky bbox test are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is reasonable, and the 28218\u219429159 duplicate call is well grounded. However, the accepted 44671\u219445701 edge is too assertive for the packet: 44671 is about incorrect masked LM predictions, and the title alone does not clearly support a tokenizer-regression duplicate claim. Because the soft-edge verdicts must stay conservative, I can\u2019t accept this as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44811", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45759", + "issue:45859", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47050" + ], + "soft_pairs": [ + "issue:46175|issue:46932", + "issue:43582|issue:44857", + "issue:45003|issue:46285", + "issue:36010|issue:36331", + "issue:43825|issue:43827", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:44060|issue:44368", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:42915|issue:44821", + "issue:43257|issue:43696", + "issue:45084|issue:45538", + "issue:43643|issue:45759", + "issue:45859|issue:47050" + ], + "prepared_review_unit_hash": "7075b69adedf75b3923deee7d2f0ac26af95ad6b97cb62d8f52ed6ffb85c09a4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34750, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues; the soft pairs only show superficial topical overlap, not the same underlying bug. No PRs were provided.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43825 is the strongest representative: a concrete, user-facing regression with clear scope and inbound references, whereas the other issues are narrower or more incidental.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the best overall issue candidate for the cluster because it is well-scoped, clearly described, and has the most evidence of being a reference point for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both involve Gemma4, but one is about a huge one-hot position embedding and the other is about dtype casting in quantized embedders; different bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Completely different failures: AppleSilicon allocator warmup TypeError vs CUDA AMP loss crash in LwDetr." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety vs CLIP text model structure inconsistency are unrelated code paths." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss are unrelated issues." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removals, but one is an error message bug and the other is stale docs; related topic, not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and PIL/torchvision backend requirements are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both touch trainer behavior, but zero3/non-pretrained Bert indexing and post-train evaluate failure are different problems." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4/mistral_common import failure and continue_final_message behavior are distinct tokenizer/processor issues." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA on Bamba is unrelated to MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging missing TensorFlow in the torch extra is unrelated to pipelines import breaking on kernels v0.15." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer reports, but one is gguf/from_pretrained handling and the other is a specific tokenizer load regression for a model repo." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to multimodal token counting in the video branch." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4 processor missing _tokenizer are different loading bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch and DiaConfig losing custom token IDs are unrelated model/config issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT fast label reduction and RTDetrV2 output differences in v5 do not describe the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as the FP8/B200 inference failure." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings in Qwen models, but the titles point to different warning logic and different triggers; not enough to treat as the same defect." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading and Whisper batch_decode skip_special_tokens behavior are separate bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 backend failure and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MOE weight conversion with accelerate/deepspeed is unrelated to a plain OOM report." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and composite Qwen multimodal config unwrapping are different config-path bugs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding and Canine ONNX dtype mismatch are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46291", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:38175|issue:44610", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43329|issue:45600", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:43526|issue:44554", + "issue:43329|issue:43450", + "issue:39692|issue:44912", + "issue:34567|issue:40990", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:43257|issue:43931", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:28282|issue:34689", + "issue:43540|issue:46701", + "issue:43749|issue:44756", + "issue:33357|issue:34567", + "issue:43650|issue:43906", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "8584446607a7c5fcdb563e5cb289312eb6868ed8d4715315270f46c1d5d583ea", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36235, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are standalone loading, tokenizer, processor, or quantization bugs rather than true duplicates. I don\u2019t see a strong single canonical bug; at most, there\u2019s a loose video-input regression theme among a few multimodal issues.", + "confidence": 0.39, + "canonical_issue_reason": "No exact duplicate center stands out, so I\u2019d use issue 42490 as the least model-specific representative of the loading-related subset in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42490 is the most broadly applicable, user-facing loading-path bug among these mostly unrelated reports, so it is the best weak representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model/processor problems, but one is SigLIP2 zero-probability behavior and the other is an OmDet input-size mismatch; different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Both involve model loading, but one is a local-path import warning and the other is Qwen3 MoE weight conversion under accelerate/deepspeed; not the same defect." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is Whisper batch_decode skipping special tokens; unrelated code paths." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both touch multimodal internals, but one is a video-token counting bug and the other is stale auto-mapping references; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: FineGrainedFP8Config vs a key error for MobileLLM-125M. Similar surface area, not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video-input regressions in VLMs, but the titles point to different failure modes and model sets; too broad to treat as one duplicate." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is an init_empty_weights argument incompatibility, the other is an image-processor torchvision requirement regression; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processing, but one is a missing helper in multimodal token counting and the other is a batched video processor shape bug; not the same defect." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors in SigLIP2 and MXFP4 loading fallback for git-oss-20b are separate problems." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and high perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both can lead to OOM, but one is a quantization memory regression and the other is a Sam3Video runtime memory issue; different causes." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency and trainer token counting are different subsystems and bugs." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup failure and disk-offloaded Qwen3 save failure are different loading/offloading problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-family load failures, but one is MoE weight conversion under accelerate/deepspeed and the other is a shape-mismatch on a VL model; not clearly the same bug." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer construction bugs, but they involve different tokenizers and different failure mechanisms." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading failure for physical-intelligence/fast and CLIPTokenizer max-length misconfiguration are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import requiring version/revision are different dependency issues." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-loading bugs, but MXFP4 fallback to bf16 and FP8 frozen-checkpoint weight_scale omission are distinct defects." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern exception handling, but they are different functions and different masked-error scenarios." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id and kernels import requirements are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch for AutoModel and Bart generate decoder_attention_mask assignment error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing-dependency import error and a Llama 3.2 Vision model-loading regression are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal pipeline failures, but one is Qwen3OmniMoe video processing and the other is DiffusionGemma image-text-to-text pipeline behavior; too different." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offloading, but one is an FSDP CPU RAM-efficient loading regression and the other is mmap on Strix Halo OOM avoidance; different issues." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS CLIP bus error and trainer token counting are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "ADD THE DATA is not a concrete bug report, and the isolated reproduction of #38071 is a separate issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and BLIP2 dtype propagation are different model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "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:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46421", + "issue:46424", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:46421|issue:46424", + "issue:44568|issue:45356", + "issue:43742|issue:44291", + "issue:44291|issue:44821", + "issue:44936|issue:46821", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44589|issue:47332", + "issue:43404|issue:45127", + "issue:44479|issue:46693", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:43582|issue:47254", + "issue:44857|issue:46832", + "issue:44062|issue:44991", + "issue:43531|issue:44821", + "issue:39379|issue:44554", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:42915|issue:43749", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:43452|issue:43582", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:42915|issue:47332", + "issue:43577|issue:46512" + ], + "prepared_review_unit_hash": "eb8d937d3fd29fd0945e66a7efb77adc2a8aba7462a11dab2ff1a5d9c717555d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36695, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft edges are false positives: the pairs share broad subsystems or keywords, but not the same underlying bug/change. No PRs are present. I chose a high-signal tokenizer regression issue as the best canonical issue candidate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45488 is the strongest representative issue here: it describes a concrete, user-visible regression in a core tokenizer path, has multiple inbound references, and is scoped clearly enough to serve as a canonical example.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is also the best issue overall because it is a high-impact regression with a clear failure mode and strong external impact across multiple model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is about lazy cache init and recompilation while the other is about max_cache_length only applying to quantized cache; different bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors; no shared concrete code-path bug is evident." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "One is a model-loading KeyError for MobileLLM, the other is an init_empty_weights argument mismatch; unrelated failures." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and different error classes; not the same bug." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure vs a TimesFM window_size AttributeError; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend inclusion issue vs missing model import; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "AutoModel import dependency failure vs a LayoutLMv3 error-message/validation issue; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure vs disk-offload save failure; different mechanisms." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a Mistral3 lm_head tying bug and the other is LoRA merge with extended vocab causing collapse; not the same concrete issue." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "One is a multimodal video-input regression; the other is a performance regression with FA2 and long-context generation." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error vs tokenizer slow/fast inconsistency; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO-3 deque error vs a version-bump/package-release complaint; different topics entirely." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization bug; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs PEFT/ZeRO-3 checkpointing error; not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR family issues, but one is an AMP/CUDA crash and the other is a feature-level/backbone mismatch; distinct failure modes." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizers.AddedToken argument duplication vs tokenizer loading failure for a specific checkpoint; different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor loading from URL; unrelated." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling bug vs MPS attention correctness issue; no shared concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizer classes and different breakage; too broad to merge." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max_length default vs YOLO multi-GPU device map failure; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/runtime subsystems and different failure modes." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention behavior in XLM-Roberta vs missing PyTorch import dependency; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert vs video-input ValueError in another Qwen3 variant; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs in Qwen3 variants, but the models and observed failures differ; not enough to treat as one bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention Qwen video regressions, but one is a ValueError in Qwen3OmniMoe and the other is a broader v5.3.0 regression across multiple Qwen VL variants; not the same concrete issue." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking vs a custom compute_loss signature change; different trainer issues." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure vs saving a disk-offloaded Qwen3-VL model; distinct problems." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is model/qformer weights not adopting dtype and the other is config.dtype becoming stale; different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-529", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:45042|issue:45081", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:44062|issue:45081", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:43742|issue:44589", + "issue:44792|issue:44964", + "issue:44849|issue:45701", + "issue:43742|issue:47333", + "issue:43257|issue:43756", + "issue:43716|issue:46701", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45672|issue:45674", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:44568|issue:46491", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43742|issue:47332", + "issue:43452|issue:44488", + "issue:28282|issue:32090" + ], + "prepared_review_unit_hash": "d9b48e383792b6376b527ee187c0a9af4c6c95dd298cc16f7ee5a93c723d182c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with one likely duplicate pair in the Qwen VL video-position regression area. The rest appear to be separate model-, tokenizer-, config-, or environment-specific bugs and should not be merged.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the broadest and clearest report of the Qwen2.5/3 VL video-input regression, covering multiple affected model variants and the shared code path more completely than the narrower follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the strongest duplicate-triage value here because it describes the regression in the most general terms and is the best anchor for the one plausible duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and failure modes: image processor torchvision dependency vs tokenizer regex patch crash." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated loading/backend problems affecting different packages and models; no shared concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL/Qwen VL video-position-id regression in v5.3.0; one is broader across model variants, the other is the narrow qwen2.5-vl symptom." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is unrelated to the Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bug classes: model loading failure vs Hub API argument forwarding in CI." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues but they concern different models and distinct inference paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different models and different root causes: config key error vs missing Float8 storage type." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal failures, but the affected models and code paths are different enough to treat separately." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to a tokenizer change regression." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different loading/saving scenarios and models; no evidence of the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-specific regressions, but one is accelerate/deepspeed weight conversion and the other is RoPE-layer dropping." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Image-preprocessor dtype mismatch in Mistral-3 is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/position handling, but they affect different models and different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map dtype mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the failing code paths are different: uint8 audio-module finfo handling vs BitsAndBytes skip-module exclusion logic." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE-layer count bug in Smollm3 is unrelated to the Qwen3.5 kernel registration crash." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "These are both message-quality issues, but they are different warnings in different execution paths." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to T5 decoder validation error wording." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning issue and removed-config auto-mapping CI break are unrelated maintenance problems." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they concern different model families and different implementation bugs." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "No evidence that the isolated reproduction of issue 38071 is the same concrete bug as the FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and BART decoder_attention_mask UnboundLocalError are different failures." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but on different models and different symptoms (special-token addition vs leading-space round-trip)." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config propagation bug in Qwen3.5 is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video processing error is unrelated to FA2 generation performance regression." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different models and different operations: loading MobileLLM vs saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a gguf_file/from_pretrained regression and the other is a specific model load failure; not enough evidence of the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45072", + "accept": false, + "reason": "CPU device placement in XLNet and bfloat16 dtype mismatches are unrelated issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Environment-missing-PyTorch import error is unrelated to the Trainer _gpu_broadcast_one NoneType error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate pair around the Qwen VL video-position-id regression and treats the rest as separate issues. The accepted soft-edge pair is also reasonably supported by the issue titles and wording, without overstating certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:42796", + "issue:43295", + "issue:43452", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:46463|issue:46899", + "issue:42796|issue:43906", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:44913|issue:46121", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:43720|issue:44898", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44821|issue:46821", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:29159|issue:33357", + "issue:44756|issue:47332", + "issue:40444|issue:44811", + "issue:43643|issue:45375", + "issue:44843|issue:44991", + "issue:45372|issue:46170", + "issue:44857|issue:47000" + ], + "prepared_review_unit_hash": "df28a69601f9bce28c93104057a65ecbc077da2dcca9c65c0be81e943b947ac5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35906, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated. The only clear duplicate-looking pair is the v5 tied-weights/save_pretrained regression: issue 45005 is the broader umbrella and issue 44466 looks like a specific symptom of it.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45005 is the broader, more canonical report for the tied-weights regression in v5; issue:44466 reads like a narrower manifestation (device-dependent lm_head.weight serialization).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best issue to keep as the representative bug report because it describes the underlying tied-weights problem more generally than 44466.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same underlying v5 tied-weights/save_pretrained regression; 44466 is a concrete symptom of the broader issue in 45005." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different models and failures: T5 decoder-input validation messaging vs Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a link to a separate reproduction; no evidence it matches the Ministral tokenizer BPE-marker bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different code paths: gguf_file loading failures vs an offline-mode break in _patch_mistral_regex." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve config/rope-related code, but one is a reload/defaulting bug and the other is a TypeError on list handling." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and mechanics: Gemma4 FSDP2 KeyError vs Qwen3.5 TP plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output regression and VideoPrism output-field mismatch are unrelated bugs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor placement issue is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug and Perceiver non-default-resolution failure are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue is unrelated to the processor.tokenizer regression in custom model code." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings are not the same as sinq quantized model save/load corruption." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Two different tokenizer load/runtime failures with no concrete shared code path shown." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 checkpoint save corruption are different regressions." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder key serialization is different from the broad AutoTokenizer token-ID regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsense outputs and Perceiver non-default-res failures are different model-specific bugs." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap OOM and disk-offloaded Qwen3-VL save failure do not share the same bug." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config field loss, but they are different manifestations and not the same concrete bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching and EMBEDDIA/est-roberta tokenizer loading failure are not shown to be the same issue." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import failure and Windows ROCm distributed import/type errors are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss crashes with different failure modes and likely different fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft pair (44466/45005) is a conservative duplicate-like link based on closely aligned titles about tied weights and save_pretrained behavior. The remaining pair rejections also stay cautious and do not overclaim shared bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:33666|issue:36010", + "issue:43756|issue:46402", + "issue:43761|issue:47013", + "issue:43653|issue:44568", + "issue:46832|issue:46932", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43761|issue:46829", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43688|issue:45440", + "issue:43782|issue:46693", + "issue:43643|issue:44561" + ], + "prepared_review_unit_hash": "5c2cde18e5f53f7ee052936ce029fa09d6a3344f1caf9bfe4ba942b65f3e1abd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36926, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain any convincing duplicate pairs; the soft edges mostly connect unrelated regressions that only share broad themes like tokenization, loading, or generation.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43749 is the strongest anchor in this set: it describes a concrete regression, has substantial discussion/inbound references, and is more broadly actionable than the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best overall issue to represent the cluster because it is specific, high-signal, and clearly scoped to a real broken feature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: MoE auxiliary-loss normalization vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different subsystems: loss normalization bug vs tokenizer-version behavior change." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated models and failures: missing pad_token_id on Llama4Config vs DiffusionGemma pipeline breakage." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the concrete failure modes and code paths differ." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention TF/backend setup, but one is undefined backend state and the other is a missing BACKENDS_MAPPING entry." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config fields lost on save/load." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training issue vs GenerationMixin import failure; no shared code-path." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific problems: RoPE layer loss vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Hidden-states output regression vs xLSTM state unpacking crash; different implementations." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs affecting different special-token behaviors." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation/statefulness, but one is compiled-forward inconsistency and the other is recurrent-state reset logic." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both touch hidden_states, but one is CLIPVisionModel.forward and the other is VideoPrism output packaging." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage is unrelated to Blip2 dtype handling." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Global tokenization-space behavior change vs a specific CodeLlama leading-space regression." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device map is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer/training bugs: multi-GPU Qwen2-VL vs compute_loss signature mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Generic Trainer broadcast TypeError is not the same as Qwen2-VL multi-GPU training failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load, but tied-weight serialization is a different bug from sinq quantization persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "One is a correctness bug for Qwen3.5 with flash-attention; the other is a performance regression after 5.2.0." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT pretrained-load legacy-field issue is unrelated to Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Unreleased PEFT version bump is not the same bug as PEFT+DeepSpeed checkpointing errors." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "dtype drift between train and eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but the observed failures are different and not the same code-path problem." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Weight-only load error for Qwen3VL is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing config fields from trust_remote_code is a different regression than removing is_torch_fx_available." + } + ] + }, + "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": 28, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46846", + "issue:47276", + "issue:47332" + ], + "soft_pairs": [ + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:44734|issue:46612", + "issue:43606|issue:43927", + "issue:44625|issue:47276", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:43577|issue:44554", + "issue:44484|issue:44704", + "issue:43525|issue:43572", + "issue:43611|issue:46846", + "issue:44964|issue:45405", + "issue:28218|issue:33357", + "issue:44514|issue:45290", + "issue:45823|issue:46050", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:39692|issue:43295", + "issue:43334|issue:45759", + "issue:45491|issue:46002", + "issue:43994|issue:46192", + "issue:45405|issue:47332", + "issue:43334|issue:43572", + "issue:44488|issue:44843", + "issue:42796|issue:44977", + "issue:44554|issue:46365", + "issue:43646|issue:44466", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "d3210fd52d0315697b2a3f98142f5495beb68f228d81b5ae3c6352d0bd7fb895", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "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 cluster is a loose semantic grouping of mostly unrelated Transformers bugs; the soft pairs share subsystems or symptoms, but not the same concrete code-path failures. I would not merge any of the proposed soft edges.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44843 is the clearest, most self-contained regression in a core loading path, with a specific failure mode and actionable reproduction.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative because it is a precise, user-facing loading bug with broad impact and a well-defined fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading failure vs. packed-weight unpacking during accelerate loading; different bugs and code paths." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading vs. DiaConfig save/load losing custom token IDs; unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Wrong tensor indexing in serve KV-cache continuation vs. beam-search cache reorder skipping for certain models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs. config serialization dropping custom token IDs; not the same issue." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Missing num_labels propagation vs. misleading warning text; one is a functional bug, the other a message issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained preset load failure from a legacy field vs. processor/model size mismatch; different concrete problems." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate loading of packed weights vs. tokenizer AttributeError on tasks; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling vs. MPS attention correctness issue; different models and code paths." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size behavior question vs. AutoProcessor kwargs not reaching cached_file; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs. missing pad_token_idx in StableLmConfig; similar theme, different defect." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression vs. missing linear_attn TP plan entries; separate failures." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal vs. an unreleased dependency version bump; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space bug vs. Mac bus error on a CLIP model; no shared underlying code-path." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template crashes, but on different inputs and failure modes, so not the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch during forward vs. sinq quantized save/load breakage; different behavior and fix surface." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs. an incorrect pipeline error message; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs. FP8 inference failure on B200; different hardware/code-path issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors vs. a regression in processor/tokenizer handling; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config vs. failing to unwrap text_config in multimodal configs; related area, different defect." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs in sliding-window attention vs. NaNs in classification heads after checkout/init; distinct failures." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 bad outputs from AutoModel/pipeline vs. return_tensors being ignored when text_kwargs is explicit; unrelated." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "PEFT version bump issue vs. inability to save a disk-offloaded Qwen3-VL model; no shared root cause." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad token attribute loss vs. StableLm pad_token_idx regression; same symptom class, different models and fields." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Unable to load cjvt/sleng-bert vs. unconditional model_info() call breaking offline mode; different tokenizer-loading problems." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs. Qwen3.5 flash-attention generation; unrelated bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs. Trainer import conflict with datasets; different subsystems and failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression vs. inconsistent lm_head.weight serialization; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "dtype mismatch between train/eval vs. resume_from_checkpoint key mismatch; 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": 28, + "review_unit_index": 29, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43278", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43994|issue:44493", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:42490|issue:43696", + "issue:45245|issue:46710", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:44849|issue:46209", + "issue:44849|issue:45357", + "issue:42947|issue:43381", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:47013|issue:47254", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:45229|issue:45823" + ], + "prepared_review_unit_hash": "6c6532bd73ec70e0287ceea2490810c37b9c9f72a8763f3cbd358b95dcd28d37", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36814, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "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-, tokenizer-, training-, and quantization-specific bugs. None of the soft pairs look like the same underlying issue or a single mergeable change, so all soft edges should be rejected. If a representative issue is needed, 45812 is the broadest and most central tokenizer regression here.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45812 is the broadest, most general regression in the set: it affects AutoTokenizer across all Granite models, has cross-cutting impact, and is more representative than the very model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue candidate because it is broadly scoped, clearly described, and appears to have wider downstream impact than the other mostly niche model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different failure modes (missing BOS/EOS vs incorrect output), so they are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Related only at a high level: both concern tokenizer behavior in v5+, but one is about added_special_tokens on mdeberta and the other about Granite token IDs, so they are distinct issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "A save/load custom token ID loss bug is unrelated to a tokenizer AttributeError on tasks; no shared code-path is evident." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "These are different bugs: a missing config field for StableLm versus an init_empty_weights TypeError from an unexpected argument." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "One is an eval-time dtype change, the other is a ZeRO-3 gradient explosion; they do not describe the same underlying defect." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and gradient growth under ZeRO-3 are unrelated failures in different model/training paths." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and a DeepSeek accuracy regression after upgrade are different model/runtime problems." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field load failure for Beit segmentation is unrelated to a CPU offload device mismatch in bark-small." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a flash_attn import error on Python 3.13 are unrelated issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for Qwen2.5-VL and a Float8 storage type error are different code paths and symptoms." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Both are forward-path errors, but they involve different architectures and distinct logic failures (window_size vs feature-level mismatch)." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id regressions and CLIP text model structure changes are not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Loading a model preset with a legacy field is not the same as a tokenizer special-token registration bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "These affect different model families and different behaviors: nonsensical SigLIP2 outputs versus a position-id key regression." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device behavior, but one is model offload mismatch and the other is a stale test override; they are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probability outputs are unrelated issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "A category-count runtime limit and a model accuracy regression after upgrade are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "These are different inference bugs: dtype mismatches in bfloat16 versus a backbone-feature-level mismatch in RT-DETR." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different generation bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading misbehavior and save/load breakage for sinq-quantized models are related only broadly, not the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is an output_hidden_states bug and the other is incorrect save_pretrained visual keys; they are distinct." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is a hard failure in eval mode." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior and TrainerState token counting are unrelated subsystems." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and a Trainer _gpu_broadcast_one TypeError have no shared underlying code-path." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking crash and PEFT/DeepSpeed checkpoint errors are different failures that would not plausibly be one merged fix." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient inflation under ZeRO-3 and a model import/load failure for Phi-4 multimodal are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile error for non-template nodes and a Python 3.13 flash_attn import KeyError are different problems." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU CUDA OOM in Gemma4 and a device mismatch in Gemma4 PLE are distinct issues, 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": 28, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46399|issue:46846", + "issue:45200|issue:45229", + "issue:44423|issue:44734", + "issue:45588|issue:46050", + "issue:43493|issue:43701", + "issue:44849|issue:47145", + "issue:37428|issue:43957", + "issue:43937|issue:46701", + "issue:41720|issue:46710", + "issue:43295|issue:43450", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:45072|issue:45198", + "issue:44977|issue:46710", + "issue:45588|issue:45759", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:43572|issue:43957", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:45200|issue:45823" + ], + "prepared_review_unit_hash": "07ccc8d0b74f32946ae36462b7c4b8f5b741d30145f428600242514c3ee98b87", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37062, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of unrelated closed issues across model loading, serving, quantization, flash-attn, tokenization, and training. None of the soft pairs describe the same underlying bug, so no duplicate merge is justified.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a missing decorator on rotary-pos-emb registration and the other is missing TP-plan entries causing OOM/shape errors." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 token-type defaults for text-only fine-tuning vs a multi-GPU inference OOM are different problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both hit serving, but one is a multimodal continuous-batching `.to` crash and the other is a KV-cache continuation indexing bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs quantized checkpoint save/load breakage are unrelated bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same as a checkpoint resume key mismatch." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 weight_scale omission affect different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attn import failure and meta-device model loading failure are separate import/loading issues." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to the DiffusionGemma generation-output pipeline failure." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A800 cudaErrorAssert during 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crash are unrelated input-validation bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues share nothing beyond being closed issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatches in CI are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attn aux-state crash and Qwen composite-config unwrapping are different parts of the stack." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor tokenization regression is not the same as quantization offloading not working." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` in serve is unrelated to rope-params JSON list handling." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 text-only mm_token_type_ids defaulting are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor-tokenizer access regression is unrelated to OmDet-Turbo's 640px vs 224px size mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and Qwen2-57B TP OOM are not the same underlying issue." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading failures do not share a concrete code path." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": 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+ "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video processor output shape are different processor bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and FP8 inference failure on B200 are unrelated and target different model/runtime layers." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU arange bug and CohereASR training-loss double-shift bug affect different models and code paths." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structure inconsistency." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight differs by device; LoRA merge collapse with extended vocab is a different tied-weights problem." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue and GraniteSpeech stale device-override CI failure are unrelated test/behavior problems." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and from_config(dtype=...) stale config dtype are different API regressions." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer/model issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available impacting trust_remote_code models is unrelated to a missing 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"issue:44857|issue:45593", + "issue:44792|issue:45563", + "issue:28282|issue:33357", + "issue:46512|issue:46821", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:44206|issue:45584", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:46424|issue:46858", + "issue:44855|issue:45083", + "issue:43388|issue:43526", + "issue:46431|issue:46566", + "issue:43335|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:43606", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45290|issue:46326" + ], + "prepared_review_unit_hash": "57e16f82e06eef27fbe8a1fa69bcb444981df4e346d30575d7128f928a5da4d6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36689, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a broad collection of distinct Transformers bugs/regressions rather than a tight duplicate cluster. Most pairs share only a subsystem or symptom class (import errors, cache issues, model-specific failures) but not the same concrete code path.", + "confidence": 0.92, + "canonical_issue_reason": "No single true canonical issue stands out from the set; if one must be chosen, issue:33357 is the best representative because it has the richest discussion and a clearly described runtime failure with a concrete reproduction context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:33357 is a strong cluster anchor because it is well-documented, has high discussion activity, and describes a specific user-facing crash scenario rather than a generic category label.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures and different hardware contexts: cudaErrorAssert during auto device mapping on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both mention Gemma 4, but one is about required mm_token_type_ids for text-only fine-tuning while the other is about dtype casting for quantized embedders." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing internal flash-attention import; the other is a broad Torch 2.10 incompatibility report. Not the same concrete bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents/STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug in SwitchTransformers is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and bugs: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch dependency and a MacOS bus error in CLIP loading are completely different failures." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config() is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different APIs: pipeline removal vs return_all_scores documentation drift." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping and CLIP text model structure inconsistency are separate model-architecture regressions." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory not being released are unrelated bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType TypeError are unrelated code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Beit pretrained preset legacy-field loading bug are distinct." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression is unrelated to Whisper empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Loading failures tied to base_model_prefix in Transformers 5.0.0 are unrelated to lm_head.weight serialization inconsistency." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and GraniteSpeech stale device override CI failure are different issues." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max_cache_length handling and device-tensor seq_length breaking static cache arithmetic are separate cache bugs." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit script parsing/IndentationError is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is metrics gathering for tuple labels and the other is BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and meta-device weights under device_map='auto' are unrelated failures." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and GraniteSpeech CI stale device override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "A SwitchTransformers config bug and a qwen3_omni_moe helper-function bug do not share the same underlying change." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Sparse-layer config creation and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning and inability to load a specific GLM-4.7-Flash model in tests are different issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing _flash_supports_window_size import and missing HybridCache import/export are both import-related but concern different symbols and fixes." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Chat template crash on tool-call assistant messages and mistral_common continue_final_message bug are distinct tokenizer/template edge cases." + } + ] + }, + "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": 28, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46234" + ], + "soft_pairs": [ + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:45588|issue:45859", + "issue:43819|issue:44493", + "issue:34689|issue:35141", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:10000|issue:15354", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:28218|issue:32090", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:43278|issue:43825", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:38175|issue:44493", + "issue:45310|issue:45478", + "issue:43550|issue:45083", + "issue:26413|issue:31501", + "issue:27957|issue:34689", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:37428|issue:42175", + "issue:29942|issue:35141" + ], + "prepared_review_unit_hash": "43323da83f1149a2e192dc813a30756483449522ccc7923e1c4dcd63c66ba587", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one clear duplicate pair appears in this cluster: two reports of the same Qwen3.5 MoE from_pretrained regression. The rest are separate bugs touching different models, code paths, or symptoms, so they should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is earlier and has the fuller report for the same Qwen3.5 MoE from_pretrained failure, while issue:45478 has the same title and appears to be a later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is the earliest, most complete instance of the only confirmed duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different failures: one is a flash_attention_utils import/key error on Python 3.13, the other is a Windows ROCm torch.distributed import/type issue." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Same broad version context, but different bugs: Pegasus v4/v5 output drift versus Qwen3 modular recurrent state reset with cache." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash-attention-related code, but one is an AttributeError on s_aux=None in flash_attention.py and the other is a CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Unrelated symptoms: DAC.from_latents mismatch due to missing STE versus unexpected position-id keys affecting many models." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different model-loading regression versus embedding reinitialization after resize; no shared concrete bug path." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different components and bugs: SigLIP2 docs example errors versus BEiT image processor reduce_labels returning only one label." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths and failures: CPU offload device mismatch for bark-small versus float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and problems: unsupported center arg in LasrFeatureExtractor versus Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example breakage for SigLIP2 is unrelated to unexpected position-id key handling." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different historical issues: German DistilBertModel failure versus torch.jit.script GeneratorExp export support." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: layoutlmv3 error-message clarity versus Trainer broadcast TypeError on NoneType." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both concern apply_chat_template, but one is a batched-input crash with padding=False while the other is incorrect all-zero assistant masks; different defects." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space bug is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: packed weights not unpacked during accelerate loading versus a stale GraniteSpeech CI test." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and DeepSeek tokenizer regressions are separate model-specific issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the pipeline translation-support error message." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to the MacOS bus error with community CLIP." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning for local paths ending in slash is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability output and unexpected position-id keys are unrelated bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same bug: identical title and model/version, both report the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to the qwen3_omni_moe helper-function behavior." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Training resume epoch-iterator failure is not the same as FineWeb SLM training not starting." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support issue for XLMRoberta is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab model collapse is unrelated to the categories limit runtime error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf-error masking is unrelated to the missing import_utils symbol for falcon mamba availability." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash attention import error and missing TensorFlow backend in torch-only install are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are unrelated to output embedding reinitialization after token resize." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310 and 45478 have the same title, and 45310 is earlier. The non-duplicate soft-edge rejections are conservative and stay within what the titles/body summaries support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46424", + "issue:46655", + "issue:46858", + "issue:47000", + "issue:47276" + ], + "soft_pairs": [ + "issue:45593|issue:47000", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44360|issue:44561", + "issue:25251|issue:32090", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:44464|issue:46424", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:43278|issue:43381", + "issue:40444|issue:43526", + "issue:43257|issue:43299", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43873|issue:45229", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:44448|issue:44466", + "issue:44186|issue:45198", + "issue:29942|issue:30064", + "issue:46421|issue:46858", + "issue:43278|issue:43575" + ], + "prepared_review_unit_hash": "a0876d1394d3eb56b134a644eb2441c9d49d12a445f12a6f99be8f810d231f61", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "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 items are mostly unrelated bugs across training, tokenization, multimodal processing, caching, and serialization. I do not see any pair that clearly describes the same concrete underlying defect closely enough to merge or deduplicate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the strongest representative anchor: it is open, has high discussion/references, and describes a concrete runtime regression in a broad loading/offloading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue to keep as the representative record because it is active, well-discussed, and has a clearly actionable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different models and failures: auxiliary-loss handling in D-FINE vs infeasible cost matrix in RTDetrLoss." + }, + { + "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": "One is dtype drift in evaluation; the other is an undefined-symbol bug in multimodal token counting." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation omission and removal of is_torch_fx_available are unrelated changes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer GPU broadcast errors." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position IDs are different code paths and symptoms." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation-time BART error does not match an Adafactor+DeepSpeed OOM issue." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from cache max length being ignored." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are separate regressions." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType failure and optimizer OOM are different failure classes." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BEiT label reduction bug do not share a concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a broader v5 loading regression; not the same concrete defect." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating crash is not the same as SmolVLM video padding calculation." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 TorchScript parsing failure differs from a missing decorator in kernel registration." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a warning-message wording issue." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning and quantization offloading behavior are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are different problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across models and silently ignored return_tensors are separate tokenizer API issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost after save/load and wrong custom module loaded after save_pretrained are different serialization bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/model-processor mismatch are different issue types." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "eos_token_id config inconsistency and flash-attention generation failure are distinct regressions." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different training issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output drift and lm_head serialization inconsistency are separate v4/v5 problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenization bugs." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Lazy cache init causing recompilation is not the same as get_seq_length returning a device tensor on non-CUDA backends." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen2-57B-A14B-Instruct 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": 28, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:29870|issue:34689", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:43412|issue:45588", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43575|issue:44387", + "issue:43334|issue:43531", + "issue:45491|issue:46693", + "issue:29127|issue:35141", + "issue:43065|issue:45412", + "issue:43994|issue:45412", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:45406|issue:46701" + ], + "prepared_review_unit_hash": "37e09ceea0bbc613c963cbc932a094f1a7c5c39b862f94940c48c8c7edd9683d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: all soft pairs appear to be unrelated issues rather than true duplicates, so no soft edge should be accepted. I picked the most active regression report as the best representative issue, but it is not a real canonical duplicate target for the rest.", + "confidence": 0.9, + "canonical_issue_reason": "issue:46693 has the strongest activity signal (high discussion and inbound references) and a broad regression framing, so it is the best representative anchor among this otherwise unrelated set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most broadly scoped and most discussed issue in the group, making it the best overall issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: flash_attention s_aux handling vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and failures: MLuke AttributeError vs Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different symptoms and models: Qwen3 device-map assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated issues: Python version compatibility vs DeepseekV3 implementation divergence." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Different code paths: BART generation mask bug vs Llama model loading regression." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different subsystems: feature extractor arg handling vs Qwen video-input regression." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different failures: base_model_prefix loading vs rope-parameter JSON list validation." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different bug classes: Wav2Vec2 save/tokenization failure vs Fuyu batch tensor exception handling." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both tokenizer-related, but different models and failures: special-token registration vs AutoTokenizer loading." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different APIs and bugs: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs a stale synced_gpus warning message." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different models and paths: BigBirdTokenizer decode issue vs Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different export/runtime issues: Gemma3n executorch failure vs flash_attention crash." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Different generate-time problems: flash-attention behavior vs a stale warning for num_return_sequences." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different tokenization vs attention/numerics bug; no shared concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both quantization-related, but one is FP8 config failure and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and failures: Smollm3 RoPE-layer bug vs DeepSeekV3 divergence." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: tensor-parallel OOM when loading vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different models and symptoms: layoutlmv3 error messaging vs CLIP bus error on macOS." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Unrelated: path trailing-slash import warning vs gradient checkpointing eval-mode restriction." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and bugs: Sam3PixelDecoder dummy layer vs SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both OOM-related, but different causes: tp loading OOM vs int4 quantization memory regression." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-VL config load failure vs Qwen3-MoE sliding-window logic bug." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Related to generation performance, but one is Gemma3 NaNs and the other is a FA2 performance regression." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different behaviors: layoutlmv3 box validation message vs embedding reinitialization after resize." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different issues: dummy Conv2d implementation vs RT-DETR memory not being released." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 inference quality vs RT-DETR memory lifecycle." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different breakages: Gemma4 processor import dependency vs flash_attention None-handling crash." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "Different processing bugs: BeitImageProcessorFast label reduction vs VL image-placeholder parsing." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Different runtime failures: Gemma4 serve tokenizer attribute error vs DiffusionGemma pipeline incompatibility." + } + ] + }, + "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": 28, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43316", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "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:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:44442|issue:45072", + "issue:44625|issue:45584", + "issue:45440|issue:45593", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43526|issue:45834", + "issue:45372|issue:45406", + "issue:27957|issue:33290", + "issue:43066|issue:44462", + "issue:45250|issue:46640", + "issue:33290|issue:34689", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:33290|issue:35141", + "issue:27957|issue:29127", + "issue:43526|issue:46693", + "issue:43381|issue:43873", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:46121|issue:46399", + "issue:43316|issue:47312" + ], + "prepared_review_unit_hash": "9e9030591f8677d4b6293965ca440aedf87758defc9c421ada598b6bbaebad21", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35344, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: most items are unrelated model-, tokenizer-, or runtime-specific issues that only share superficial keywords. The closest theme is Flash Attention 2, but even those reports describe different problems and are not mergeable as one fix.", + "confidence": 0.84, + "canonical_issue_reason": "If one representative must be chosen, #46640 is the broadest current Flash Attention 2 report in the set and best matches the cluster's superficial theme.", + "canonical_pr_reason": null, + "best_issue_reason": "#46640 is the most generic and current issue among the candidates, so it is the least misleading representative for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: AutoTokenizer loading a tokenizer class vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model families and code paths: Qwen3.5 label propagation vs Whisper empty-transcription generation." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different models: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking vs leftover dummy classes; no shared underlying bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update bug vs Gemma3 NaN embeddings on mixed-length GPU batches." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak on deletion is distinct from sam3-litetext memory overflow during use." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processor bugs: label reduction shape vs OCR long-input index error." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Different Gemma-related failures: missing dependency import vs serve-time missing _tokenizer attribute." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FlashAttention 2 support issue and Adafactor OOM are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but one is decoder type handling in v5 and the other is repository tokenizer.json loading." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a performance regression; not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM is unrelated to model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale warning for num_return_sequences are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer-loading failures: missing ReasoningEffort import vs protobuf decode error handling." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/deepspeed is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "FlashAttention 2 support for XLMRoberta and LayoutLMv3 box-validation messaging are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image label reduction bug and FA2 long-context performance regression are not the same code-path problem." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to quantization offloading." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific Qwen2.5-VL class is not the same as a vague dependency issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 auto-model/pipeline output issue is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crash sites: LwDetr float16 AMP loss issue vs flash_attention.py s_aux=None AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model bugs: FineGrainedFP8Config failure vs weight-shape mismatch on Qwen3-VL loading." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling and TimesFM window_size are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different failures: batched chat-template padding crash vs wrong video vision_position_ids." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset and Whisper batch_decode special-token handling are different behaviors." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and missing apply_rotary_pos_emb decorator are separate bugs." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3 config API mismatch and kernel-version incompatibility 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": 28, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "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:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:45325|issue:46697", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:43720|issue:44442", + "issue:25251|issue:28282", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:43873|issue:44871", + "issue:44077|issue:44479", + "issue:42490|issue:44743", + "issue:43643|issue:44913", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:44062|issue:45907", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:43316|issue:43525", + "issue:42617|issue:43575", + "issue:44964|issue:45440", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:43931|issue:45216" + ], + "prepared_review_unit_hash": "bc4397e407db80ac28e7f0c9c903987258dda5b8f56675dd7b16f713edd39f24", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35831, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports from different subsystems. The soft-similarity pairs share broad themes at best, but none look like the same underlying bug or a single mergeable fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most discussion-heavy and referenced item here, so it works best as a triage anchor, but there is no true cluster-wide duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both concern input/position handling in vision-style preprocessors, but they are different bugs in different models and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "One is about custom model initialization in v5, the other about `post_init` on a specific architecture; not the same defect." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and a feature extractor `center` argument crash are unrelated processor issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "A generation regression in Qwen3.5 is unrelated to an embedding cardinality limit error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "These are different regressions in different models: CLIP hidden states vs Qwen3_5Moe CPU-offload rotary embedding." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in BitNet and tokenizer loading for FastSpeech2Conformer are different code paths and failures." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline `top_k` nesting and missing PyTorch for AutoModel are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "FlashAttention support for XLM-Roberta and Bart `generate()` mask initialization are separate bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging for `.[torch]` and a missing import_utils symbol are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma EOS-token config mismatch are distinct problems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "`post_init` optionality and a Qwen video-input regression do not describe the same failure." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A trailing-slash import warning and recurrent-state reset logic are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "`trust_remote_code` missing fields and GPTNeoX config reload behavior are different config bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and docs still mentioning pipeline() are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is a Gemma3TextConfig API discrepancy and the other is `from_config` unwrapping for Qwen multimodal configs; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword duplication and `list_repo_files` revision forwarding are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for one repo and an unsupported `tensorflow_text` backend are different issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "These are both config-related, but the concrete bugs differ: Gemma3TextConfig API mismatch vs missing `pad_token_id` on Llama4Config." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script execution failure and OOM during tensor-parallel loading are not the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepseekV3MoE divergence are different model implementations and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "`torch.compile` SDPA failure in Bamba and a resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on large-model tensor parallel load and a KeyError while loading MobileLLM-125M are different loading problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch do not share the same code path." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing and DeepSpeed ZeRO3 deque underflow are unrelated runtime errors." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and a broken save_pretrained checkpoint are different persistence 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": 28, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "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:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43232|issue:43388", + "issue:43761|issue:44188", + "issue:16998|issue:22355", + "issue:44521|issue:47217", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:42907|issue:45698", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:25251|issue:27957", + "issue:43065|issue:44617", + "issue:43352|issue:46640", + "issue:45803|issue:46365" + ], + "prepared_review_unit_hash": "157bf4abf0373e50eca483441da9c202dabce770c6a3dd7be2efb4f40d1b5f38", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35089, + "estimated_input_tokens": 8773, + "estimated_eval_tokens": 17802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges look like false positives: the paired issues mostly concern different subsystems, different error modes, or different regression classes. I would not merge any of these as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous (model loading, generation, multimodal chat templates, Flash Attention, save/load, config, and training/runtime errors), so none is a safe duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue in the set by signal (more inbound references and a concrete multimodal repro), but it still does not represent the rest of the cluster as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: local dataset loading in a no-trainer script vs unrecognized model/config missing model_type." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare except in Fuyu tensor conversion are different code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Import warning for a local path with trailing slash is unrelated to the synced_gpus warning in continuous batching." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression is separate from Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation failure are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as a pipeline error-message wording issue." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and gather_for_metrics truncating tuple labels are different runtime bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A CLIPVisionModel output bug is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is image-placeholder handling in user text; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model init breakage is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and pipelines import failure due kernels version/revision requirements are different import issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is not the same as an unrecognized model lacking model_type." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer does not match junk non-persistent buffer initialization." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models failing and loading the wrong custom module after save_pretrained are distinct save/load bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is separate from sinq quantized model save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention support in Ministral-3 are different problems." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure do not share the same underlying code path." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "NemotronHForCausalLM lacking Flash Attention 2 support is too specific to merge with a generic Flash Attention 2 issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Trainer import failure caused by datasets." + } + ] + }, + "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": 28, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:44610|issue:46369", + "issue:44792|issue:44977", + "issue:45381|issue:47217", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:43525|issue:43531", + "issue:45632|issue:46424", + "issue:35141|issue:42490", + "issue:45803|issue:46170", + "issue:44242|issue:46894", + "issue:46693|issue:47217", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43931|issue:44060", + "issue:41950|issue:43475", + "issue:43650|issue:46202", + "issue:44792|issue:45405", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:43388|issue:43688", + "issue:44190|issue:44964" + ], + "prepared_review_unit_hash": "9b9dc131115c43cd9e7ad68c307752e05459f371e6d42c45a9c0e09fb0f84b60", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35081, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated model-loading, generation, processor, cache, and training bugs. None of the soft edges look like true duplicates, so no mergeable pair is accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues span different models and failure modes rather than one underlying bug.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "No issue is a clear global representative; the closest match would still be arbitrary because the cluster is not a single bug family.", + "best_pr_reason": "No PRs are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen/VL input handling, but one is a video-input ValueError in Qwen3OmniMoe and the other is a batched chat-template crash with padding=False in Qwen2.5-VL; different code paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Completely different problems: a missing pad_token_idx in StableLmConfig versus a backend registration error for tensorflow_text." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: OmDet-Turbo preprocessing size mismatch versus SAM3 LiteText memory overflow." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "One is a janus image-generation test failure, the other is a Qwen3.5 flash-attention generation bug; not the same underlying issue." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL/image-placeholder related, but one is wrong vision_position_ids in qwen2.5-vl video input and the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "The former is a broad video-input regression across several VL models; the latter is a specific placeholder-placement bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffers being junk-filled in v5 versus GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "No common bug: one is a missing TensorFlow backend due to only tensorboard being installed, the other is a missing import_utils helper." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and Sam3LiteText auto_mappings CI breakage are different issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a BEiT legacy-field preset issue and the other is saving/loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a remote-code cache path collision and the other is max_cache_length only applying to quantized cache." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing token embeddings reinitialization and trailing-slash local model loading warnings are different bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to the Windows/ROCm torch.distributed import problem." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but one is load-balancing loss omission and the other is a training-loss double-shift bug in CohereASR." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Performance regression with FA2 long-context generation is not the same as VL image-placeholder failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA merge collapse with extended vocabulary versus missing mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/generation, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen variants and different failures: weight-shape mismatch on load versus a tied-weights warning linking the wrong tensors." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors is unrelated to SAM3 VisionEncoderOutput missing fpn_position_embeddings." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague data request and a Gemma pipeline roundtrip failure are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus model test failure and an unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask UnboundLocalError and token-embedding resize reinitialization are different failures." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels and incorrect auxiliary-loss normalization are different bugs in different parts of the training stack." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading the Phi-4 multimodal model are unrelated 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": 28, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46399", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:46082|issue:46697", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:45588|issue:47013", + "issue:25251|issue:29870", + "issue:44734|issue:45406", + "issue:43335|issue:44855", + "issue:46399|issue:47312", + "issue:44869|issue:46832", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:45632|issue:46617", + "issue:43827|issue:47321", + "issue:43854|issue:44792", + "issue:43550|issue:44190", + "issue:39692|issue:47321", + "issue:45563|issue:45584", + "issue:45381|issue:46655", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:44242|issue:46897", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "a77e355b58e0e0059f7f1c73f54298a034bdb1036413f881823ca661f9987dac", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36864, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated and should stay split. The only clearly supported duplicate-like pair is the DeepSeek tokenizer regression: 44779 is the broader v5 incorrect-output report, and 46489 reads as a narrower follow-up identifying a gap in the earlier fix.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44779 is the best canonical issue for the DeepSeek tokenizer regression: it describes the broader v5 incorrect-output bug, while 46489 is a narrower follow-up that points out a missing piece in the earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "44779 is the clearest representative of the only best-supported duplicate-like pair; it captures the main user-facing regression and is the broader of the two reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different models and failure modes: Llama head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype/quantization, but they affect different Gemma4 code paths and are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the SigLIP2 model/processor mismatch and quantization failure." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-limit runtime error vs cache-length tensor arithmetic bug; no shared underlying issue." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription crash are different models and different failures." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload regression are unrelated bugs." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention s_aux handling and xLSTM return unpacking are distinct code-path failures." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Both are generation-related, but nested-list output shape change and Bart UnboundLocalError are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation bug and Python 3.13 IndentationError are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Kernel compatibility is the only overlap; one is a missing registration decorator bug, the other a broad incompatibility report." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 cudaErrorAssert and categories-limit runtime error are different failures." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video position-id regression and Sam3 LiteText memory overflow are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but leaf-directory collision and FileNotFoundError are not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Documentation cleanup is unrelated to AMD quark class updates." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model-specific test failures with no evident shared root cause." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to AMD quark class updates." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning and Whisper empty transcription are different behaviors in different pipelines." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-preprocessing issues, but the specific bugs and affected models differ." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and OmDet processor resize mismatch are unrelated vision-model issues." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but the model and cause differ; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video regression and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to dataset loading in the example script." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both involve training losses, but they are different loss bugs in different models and code paths." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "These describe the same DeepSeek tokenizer regression in v5; 46489 is a likely follow-up that identifies a gap in the earlier fix." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the local dataset loading issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The DeepSeek tokenizer pair is the only one that is clearly supported as a duplicate/follow-up, and the rejection of the other soft edges is suitably conservative. However, the writeup overstates the evidence by calling 44779/46489 the \"only merged issue pair\"\u2014the packet shows closed issues, not a merged pair, so that phrasing is not grounded. Please soften that to a best-supported duplicate-like pair / likely follow-up." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43526|issue:46697", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:47145|issue:47321", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:43994|issue:47321", + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:43317|issue:47312", + "issue:43611|issue:47321", + "issue:27957|issue:35141", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:45290|issue:46752", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44964|issue:45600", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:44737|issue:45803", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:44938|issue:45542", + "issue:45632|issue:46234" + ], + "prepared_review_unit_hash": "37c7bbaf8154ab901f9266b91b4c9db21d6b6a9f902ae2c3e4174091482ad86a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "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": "No soft edge looks like a true duplicate. The pairs mostly share only broad subsystem keywords (chat templates, caches, model loading, image processors, CI, etc.) but describe different concrete bugs or regressions.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44521 is the strongest cluster representative: it is open, has the most inbound references, and describes a concrete user-facing multimodal bug. The rest of the set is heterogeneous and does not form a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue to surface because it is active, well-referenced, and specific enough to be actionable; the other issues are mostly unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processing bugs, but one is about BEiT reduce_labels and the other about Swin2SR padding; different code paths and failures." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is about missing GenerationMixin cache in v5.0.0 and the other about lazy cache init causing recompilation." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/weight handling regressions, but one is about LoRA + extended vocab tie_word_embeddings and the other about incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different features and failures: Qwen3OmniMoe video input parsing vs transformers serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: gemma4 embedding resizing vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "Completely different domains: FP8 checkpoint loading/scaling vs AMD quark class updates." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading problems: trust_remote_code missing fields vs missing model_type in config.json." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "No overlap beyond being issues; siglip2 AutoModel/pipeline output bug is unrelated to AMD quark class updates." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository/Hub behaviors: tokenizer.json selection vs list_repo_files revision forwarding." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/template-related, but assistant_masks being zero and vision_position_ids being wrong are distinct bugs." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Different problems: dequantized model loading with device_map=auto vs kernel compatibility with kernels 0.16." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "The base_model_prefix loading regression is unrelated to the AMD quark class issue." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different model families and different mechanisms: Flash Attention 2 support vs post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related to import-time behavior, but they are not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is missing cache initialization and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but different edge cases: tool-call assistant messages with no content vs passing an empty list." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test in GraniteSpeech is not the same as a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both are dependency-related, but one is missing TensorFlow from the torch extra and the other is a broader dependency issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model-loading regression for Phi-4 multimodal is unrelated to the broken Sam3LiteText auto-mappings reference." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to token embedding resize/reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both mention model weight/config handling, but one is a tie-weight bug in Mistral3ForConditionalGeneration and the other is an incorrect Qwen3.5 checkpoint save regression." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant_mask generation are different subsystems and bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug and Fuyu bare-except error swallowing are unrelated implementation issues." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Different model-loading failures: unrecognized model/config.json vs VL image placeholder handling in user text." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to stale auto_mappings references in CI." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from tensorboard-only install are distinct environment issues." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache path collisions and missing import_utils symbol are different bugs with different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "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:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44295|issue:46506", + "issue:44496|issue:45759", + "issue:41950|issue:44016", + "issue:44683|issue:45446", + "issue:39692|issue:46932", + "issue:43673|issue:46424", + "issue:43526|issue:43901", + "issue:42994|issue:47333", + "issue:43381|issue:45593", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:46082|issue:46121", + "issue:44279|issue:46515", + "issue:44016|issue:44062", + "issue:42994|issue:47332", + "issue:43650|issue:44220", + "issue:44792|issue:46424", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44327|issue:46752", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "c5718a2c77d6448cb7d11a45ea7b7d005ec756d8a8706bc94b6a6b0fef687be2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are thematically similar only at a very broad level (Transformers import/config/pipeline/runtime bugs), but they are not the same underlying defect. The soft edges mostly connect distinct subsystems or different failure modes, so I would reject all of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous, spanning unrelated import errors, config bugs, cache behavior, docs, and model-specific runtime failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global best issue exists for deduping this set, because none of the issues subsume the others or represent the same concrete bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model components and bugs: sparse-layer config creation vs missing auxiliary losses." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Unrelated missing imports in different modules." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config loading vs torchvision requirement in PIL image processors are different failures." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Regression in processor/tokenizer handling vs a t5gemma embedding resize bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length logic in qwen3_omni_moe vs CPU/CUDA nondeterministic results are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility issue vs model-loading failure for a specific repo." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer access error for position_ids is unrelated to CPU/CUDA output mismatch." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config vs missing text_config unwrapping are different loading bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs notebook syntax error." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 failure and the other is a version-check/import-path issue." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Docs example errors vs quantized embedder dtype casting are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing vs max_cache_length only applying to quantized cache are different cache behaviors." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEIT image-processor label reduction bug vs text-classification docs mismatch." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are saving issues, but one is quantized-model saving and the other is disk-offloaded model saving." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache configuration/runtime issue vs ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Config validation around head_dim vs JSON list handling in rope params are different issues." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken constructor error." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both mention saving/offloading, but they are different model families and failure modes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs an audio feature extraction crash." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache-length behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and different failures: dequantized saving vs FlashAttention runtime." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3-specific failure and the other is an s_aux=None crash in a different path." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans bounds error vs empty-list chat template crash are different edge cases." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version incompatibility is not the same as a generic dependency issue." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules/symbols." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize bug vs Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config initialization bug vs missing config field silently dropped." + } + ] + }, + "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": 28, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "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:43295|issue:44779", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:41950|issue:45020", + "issue:43901|issue:47217", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43577|issue:45216", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:44075|issue:44368", + "issue:43653|issue:45593", + "issue:43381|issue:47000", + "issue:44462|issue:45081", + "issue:43299|issue:45357", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:44351|issue:45278", + "issue:43931|issue:47145", + "issue:44016|issue:44291", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "a68afd839dfbf15cd9f3c773886e7d91774fadab57e34c68ba7ca2169a67bfbd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are distinct bugs, regressions, or docs issues across unrelated subsystems. I found no soft duplicate pairs worth merging.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44462 is the best broad anchor because it describes a general AutoTokenizer loading regression around repository tokenizer.json, which is a core behavior and potentially related to multiple tokenizer-loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue: it is concrete, high-severity, and describes a silent v4\u2192v5 regression affecting token IDs for all Granite models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: one is a processor/tokenizer mismatch and quantization/doc example failure, the other is Deepseek tokenization producing wrong results." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs an unrecognized-model/config loading error; unrelated failure modes." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3 family, but one is a VL model loading breakage and the other is a save_pretrained checkpoint regression; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency/versioning complaints, but about different packages and different root causes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor bug vs generic remote_code breakage; too broad and unrelated." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Pipeline docs behavior mismatch vs VL placeholder handling failure; different code paths and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are unrelated to TextClassificationPipeline docs behavior." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs unrelated filler issue; no common underlying defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype casting bug vs Qwen3.5 save_pretrained checkpoint keys; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is a tokenizer-specific bug, not the same as a broader thread-safety regression." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch handling vs sam3-litetext memory overflow; different components and failures." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection bug vs Gemma4 device placement issue; not the same concrete problem." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied lm_head weights vs Gemma4 resize_token_embeddings propagation; related theme but different bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support/runtime compatibility issue vs unreleased PEFT dependency bump; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling bug vs a warning about tie_word_embeddings; different behavior and scope." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; no overlap." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as a Mistral regex patch crash during loading." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: one loading/MoE-related, the other incorrect visual encoder key serialization." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk initialization vs missing FP8 weight_scale application; distinct correctness bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7 Flash unit-test loading issue are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration decorator error; different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation error vs stale config.dtype after from_config; unrelated dtype/config issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/empty issue vs FP8 inference failure on B200; no meaningful match." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a missing symbol and the other is broad import failures after upgrade; not the same defect." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch at load time vs FP8 checkpoint scaling corruption; different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation bug vs TensorFlow backend dependency issue; 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": 28, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33290", + "issue:42175", + "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:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44242|issue:45200", + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:45859|issue:46851", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:44671|issue:44779", + "issue:43479|issue:43525", + "issue:44246|issue:47217", + "issue:33290|issue:45656", + "issue:45542|issue:45800", + "issue:42175|issue:43976", + "issue:44623|issue:44749", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44623|issue:45397", + "issue:43525|issue:43881", + "issue:43784|issue:45542", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43525|issue:43643", + "issue:44261|issue:44263", + "issue:43575|issue:47145", + "issue:44589|issue:45362", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "37cdef52931483d9578201346dff119f48243c5e78ace0b4fe54e45f53690f6b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35440, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of Transformer bugs. None of the soft-similarity pairs look like the same underlying issue or change; most are only broadly related by model family or subsystem.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most central representative here: it is open, has the highest discussion/inbound activity, and captures a broad quantization/offloading failure mode that overlaps the cluster\u2019s most recurring theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best umbrella issue for this cluster because it is the most active, still open, and broadly framed enough to represent the quantization/offloading segment better than the more narrowly scoped bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different failures: Mixture-of-Experts load-balancing loss vs Gemma 4 text-only token type defaults." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated code paths: Mistral tokenizer regex patch crash vs hub file listing revision forwarding." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different subsystems and symptoms: flash attention auxiliary state crash vs RTDetr matching infeasibility." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both mention quantization/offloading, but one is runtime offload behavior and the other is frozen FP8 checkpoint scaling; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to Gemma 4 processor loading/import dependency failure." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure and dequantized load/offload failure are different code paths and concrete problems." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but CPU offload incompatibility is distinct from variable-length position_ids handling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention/Ministral regression is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI output formatting in loading_report is unrelated to Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bugs: CamemBERT masked-LM regression vs Deepseek tokenizer correctness regression." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is default nested vision/audio config initialization and the other is a missing pad_token_id attribute." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency issue is unrelated to VL placeholder handling during generation." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed OOM with Adafactor is not the same as optimizer.step being invoked twice." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Packaging/backend installation issue is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend in extras install is unrelated to Python version support regression." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save files missing and Chinese performance regression after upgrade are different problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch forward failure." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasibility are separate bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save artifacts missing is not the same as Gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to tensorboard/TensorFlow backend installation behavior." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as intermittent slow import behavior." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and CLIPVision hidden_states regression are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id and missing fields from trust_remote_code AutoConfig are similar in shape but not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "LayerNorm epsilon precision issue and torch.split return-value issue are unrelated implementation bugs." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2 and FP8 weight_scale omission are different quantization/loading failures." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both concern Qwen3.5, but one is Qwen2.5-VL rope indexing and the other is variable-length text position 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": 28, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45712", + "issue:46291", + "issue:46399", + "issue:46424", + "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:47333" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:43824|issue:43976", + "issue:45362|issue:47333", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:42617|issue:43976", + "issue:44871|issue:47145", + "issue:47176|issue:47177", + "issue:46291|issue:46399", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:46655|issue:46726", + "issue:42491|issue:43299", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:45003|issue:46821", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:43550|issue:46506", + "issue:44336|issue:46424", + "issue:43540|issue:46655" + ], + "prepared_review_unit_hash": "9875d5399dd6e6beb5383bb1eed3b288326210e43ba094863a47cf52f5d7bde1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37014, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; none of the proposed soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.74, + "canonical_issue_reason": "issue:42491 is the best anchor because it describes a concrete, versioned regression in Qwen3 MoE loading and is the closest to any near-duplicate in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42491 is the strongest standalone issue for triage: clear repro context, explicit hf4.x vs hf5.x regression, and it is the most representative of the few model-loading-related items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different cleanup bugs: removed Sam3LiteText config references vs leftover dummy classes leaking into exports/check_repo." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family but different concrete failures: tokenizer BPE marker handling vs FlashAttention loading/runtime error." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated subsystems: torch.compile attention-kernel branching vs ANSI codes in loading_report." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different issues: missing Qwen2.5 VL import symbol vs Python version incompatibility in Transformers 5.1.0." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Different Qwen3-related bugs: chat crash in Qwen3.5 vs saving disk-offloaded Qwen3-30B-A3B." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance problem vs model config recognition failure; no shared code-path evidence." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Logging/ANSI output bug vs docstring issue for position_ids." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; different model families and symptoms." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3D parallel script failure is unrelated to the Python-version support issue." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Both involve model/config handling, but one is eos_token_id inconsistency and the other is FP8 weight_scale omission; different bugs." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip-slip RCE are distinct vulnerabilities." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch kernels integration, but one is pipelines import-time validation and the other is a Qwen3.5 rotary registration crash." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3-family, but one is a feature-extractor length helper and the other is variable-length position_ids handling." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing-vision-backend AutoProcessor error; different layers." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading on v5, but they target different model variants and failure modes; not safe to treat as the same bug." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration crash vs variable-length position_ids bug; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "sys.modules access bug in modeling_utils is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model-specific inference bugs: dtype mismatch under bfloat16 vs wrong tensor assigned to hidden_states." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and empty-list chat-template IndexError are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown vs Gemma-3 eos_token_id config mismatch; no shared underlying failure." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "modeling_utils sys.modules access bug and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crash with future annotations is unrelated to the Qwen3.5 kernel registration problem." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs gemma-4 zero3 from_pretrained failure; different issues." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention sink-less model crash vs Qwen3.5 variable-length position_ids bug; different paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker file race vs stale generate warning; unrelated testing issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Phonemizer backend state bug vs from_pretrained behavior inconsistency in Python classes." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs CPU/CUDA result divergence in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI output bug vs cache max length only honored for Quantized Cache." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different video-processing bugs in different model families: Qwen3OmniMoe vs SmolVLM." + } + ] + }, + "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": 28, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:42915|issue:47312", + "issue:36246|issue:43596", + "issue:44242|issue:45593", + "issue:44779|issue:45292", + "issue:43257|issue:45137", + "issue:43901|issue:45003", + "issue:44479|issue:46655", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:43295|issue:45292", + "issue:42886|issue:46132", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:44162|issue:45200", + "issue:46170|issue:47321", + "issue:43352|issue:45250", + "issue:44451|issue:46752", + "issue:44295|issue:44749", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:44877|issue:45375", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44479|issue:46170", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "0d3602ca33fa12c626188467e0da8df7c0f7a9607bc903f6330d2c2a6a5bb494", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36258, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated across different models, configs, and utilities. I do not see a true duplicate cluster here; at most, a few pairs share broad subsystem themes, but not the same concrete bug.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue:44479 is the broadest concrete regression report in the set, but the overall collection is too heterogeneous to treat it as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Different failures: Qwen3MoE FP8 config handling vs a generic kernel compatibility issue." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Unrelated code paths: a Qwen2.5 VL import error vs a DeepSpeed ZeRO3/BERT indexing crash." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing auxiliary/loss behavior, but they concern different models and different mechanisms." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer-output mismatch vs embedding resize propagation; same broad area, not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque crash." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline option vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but 44479 is a broad Qwen video-input regression while 46655 is a SmolVLM video-processor padding bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup vs audio feature extraction; not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is an AutoProcessor backend error and the other is a placeholder-handling crash." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Different config problems: a missing vision config field vs AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior vs tokenizer version-dependent output; no shared concrete failure." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols/modules." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports in different dependencies; same symptom class, not same bug." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "One is a regression around processor/tokenizer image handling, the other is embedding resize propagation." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading vs AttentionInterface.register behavior; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different DeepSpeed/modeling issues with no common code path." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embeddings, but one is serialization/tied-weights behavior and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Completely different model families and failure modes." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Both mention AMD, but one is a Windows ROCm import/dependency issue and the other is a quark class update problem." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific unsupported-feature error vs a generic Flash Attention issue." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a specific model vs apply_chat_template on an empty list; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer access error vs a performance regression after version upgrade." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config issues with no shared underlying bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa cache crash vs Gemma 4 token-type defaults; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they affect different model configs and different missing-field behaviors." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe module access vs a pytest-xdist file race; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but a missing output field and a memory overflow are different concrete bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression vs Windows/ROCm import dependency failure; different subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for a model vs tokenizer error masking when protobuf is absent; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:47020", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44995|issue:45588", + "issue:29870|issue:30333", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44877|issue:46170", + "issue:45685|issue:46431", + "issue:44242|issue:44857", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:42199|issue:46851", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:44361|issue:44749", + "issue:44368|issue:45563", + "issue:46752|issue:47020", + "issue:46132|issue:47145" + ], + "prepared_review_unit_hash": "73da193552670dbecb2ddf36ba5d2862474b3d811454c4e119666a35e6242a81", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34543, + "estimated_input_tokens": 8636, + "estimated_eval_tokens": 17528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the proposed soft pairs look like true duplicates; they mostly share only a broad subsystem or a similar failure type, not the same concrete bug. The clearest standalone issue in the set is the explicit crash report in issue 45588.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45588 is the most concrete and actionable bug report here: a specific crash, a named file/path, and a clear trigger condition (`s_aux=None` on sink-less models).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45588 is the strongest canonical candidate overall because it is narrowly scoped, reproducible, and points to a specific code-path fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and failures: stale indexer cache on second forward pass vs flash-attention AttributeError on `s_aux=None`." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated problems: BART generation `decoder_attention_mask` bug vs MLFlow reporting after failed training jobs." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "One is `save_pretrained` missing files; the other is `AutoProcessor` loading with a missing vision backend. Different directions and causes." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/Transformers 5.0 issue and PPDocLayoutV3 CPU-vs-CUDA divergence are separate bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Config strictness for `granite_speech` is unrelated to a Windows ROCm import failure from `torch.distributed` dependency handling." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS MoE histogram-int error and missing chat template in a processor are different failures in different subsystems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and AMP/CUDA crash in `LwDetrImageLoss` are not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "`from_pretrained` under Zero3 vs optimizer stepping twice under deepspeed are different code paths and symptoms." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about `tie_word_embeddings` is unrelated to flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related, but they involve different models and distinct errors: missing attribute vs input processing ValueError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug and ESM2 being broken are not the same underlying issue." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure is separate from kernel-version incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after upgrading Transformers are different problem classes." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy `Conv2d` in `Sam3PixelDecoder` is not the same as a model-type mismatch warning for `sam3_video` vs `sam3_tracker`." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released and partial-batch masking results being dropped are different behaviors." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to a `tie_word_embeddings` warning." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to treat it as the same as Gemma pipeline roundtrip failure; the titles do not identify the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip failure on the `\u2581` character." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError and a 10x data filtering slowdown after upgrade are not the same bug." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template `IndexError` and XLMRobertaTokenizer passing a dict to `Unigram` are different tokenizer failures." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Behavior change in `AttentionInterface.register` is unrelated to FP8 frozen checkpoints loading without `weight_scale`." + } + ] + }, + "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": 28, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47068", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:44483|issue:46202", + "issue:45593|issue:47068", + "issue:44188|issue:46421", + "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:43475|issue:46821", + "issue:44964|issue:45137", + "issue:43475|issue:43643", + "issue:43784|issue:46399", + "issue:39692|issue:46726", + "issue:44623|issue:45656", + "issue:46463|issue:46877", + "issue:28282|issue:30990", + "issue:44373|issue:46851", + "issue:44871|issue:46132", + "issue:45561|issue:47217", + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:45375|issue:45478", + "issue:44869|issue:45356", + "issue:44188|issue:46851", + "issue:45230|issue:45397", + "issue:44038|issue:44623" + ], + "prepared_review_unit_hash": "73c85117aba221897f7ae459e57c120a2af3e2346ac3c50f5ebe03a8b565ba1d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35468, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers issues; the only plausible duplicate edge is the Qwen3.5 Moe config/loading regression pair. No PRs are present.", + "confidence": 0.52, + "canonical_issue_reason": "issue:45375 is the most concrete root-cause report: it names the specific Qwen3_5MoeVisionConfig field omission and the @strict drop behavior that plausibly drives the broader from_pretrained failure in the paired report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the clearest, most actionable issue in the set and best represents the likely Qwen3.5 Moe config-loading regression cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Both are internal runtime bugs, but one is auto-docstring annotation handling and the other is cache seq-length arithmetic; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "One is a chat/completions request validation failure, the other is a Gemma tokenizer roundtrip issue." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Both mention training/deepspeed, but the concrete bugs differ: auxiliary-loss logic vs Python branching on a CUDA tensor." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both touch compile/cache behavior, but one is attention-kernel branching and the other is lazy cache initialization causing recompilation." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Different failures: SigLIP2 model/pipeline output corruption vs missing vision backend error reporting in AutoProcessor." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and data-filter slowdown are unrelated symptoms in different subsystems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Upgrade-induced filtering slowdown is not the same bug as double optimizer steps under deepspeed." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained issues, but one is tokenizer metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Different model/pipeline areas: SAM3 pixel decoder placeholder vs MaskGenerationPipeline batch handling." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic AutoConfig trust_remote_code field loss is not the same bug as ESM2 being broken." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute errors, but they affect unrelated models and different missing fields." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A multimodal model load failure and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing fields, but one is a SAM3 vision-output attribute and the other is AutoConfig return-object completeness." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors are not the same underlying bug as runtime backend-missing handling." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and deepspeed optimizer stepping are separate problems." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout logging are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and sentence-transformers load hang are different failure modes." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring mismatch and a real variable-length position_ids bug are not the same change." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race and VL image-placeholder parsing are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different tokenizer issues." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint logging and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same model family and same from_pretrained/config-loading regression; 45478 reads like the broader symptom of the specific missing-field bug in 45375." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding with trailing replacement chars and Kimi tokenizer codec regression are different edge cases." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position/compile-adjacent model behavior, but one is attention-kernel branching and the other is variable-length position_ids handling." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a gemma-4 zero3 from_pretrained issue do not show the same root cause." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model bug and processor.save_pretrained missing files are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:45375 \u2194 issue:45478, is a plausible same-bug regression pair in the same Qwen3.5 MoE config/loading path, while the other rejected pairs are explained cautiously and do not overclaim overlap. No PRs are present, so the null PR fields are fine." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43673", + "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:45375", + "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:43232|issue:43673", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:42371|issue:45092", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:41628|issue:44351", + "issue:42175|issue:44933", + "issue:44222|issue:45310", + "issue:44945|issue:45753", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:45561|issue:47059", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:43784|issue:43824", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "981a221b35cbd06dc5ff18b814a16fdf14effd25c1d96d679104bf69c29cd901", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36706, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one notable near-match in the Qwen3.5/MoE area but not enough evidence to merge it as the same bug. I kept the soft edges conservative overall.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; issue 44843 is the best stand-in because it is a concrete, reproducible regression with a clear user-facing failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the strongest standalone representative: it has a specific trigger, a well-defined failure path, and a broader regression profile than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is a sync_gpus/update_model_kwargs bug and the other is a chunked_prefill cache regression." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same Qwen3.5/MoE family, but one is a from_pretrained loading failure and the other is a missing config field dropped by strict; related context, not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they hit different symbols and different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantized offloading behavior and pipeline-parallel output corruption are distinct failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports in different APIs; same symptom class, not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-registration/tokenizer-mapping logic and a CLI compatibility break are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 dtype drift and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Packaging/backend selection and remote-code checkpoint meta-init incompatibility are separate problems." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeErrors, but in different subsystems with different triggers and fixes." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP crash and import-time docstring logging are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma-related, but one is a serve-side processor attribute error and the other is a tokenizer roundtrip failure." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma pipelines, but they fail in different ways and likely need different fixes." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring stdout noise are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen/MoE, but they target different models and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache handling and a Janus image-generation test failure are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import regressions, but for different classes and API surfaces." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow extras packaging and a missing image_utils import are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained MoE serialization and Qwen3.5 from_pretrained loading are different bug classes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image infinite loop are not the same underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failure and an Adafactor DeepSpeed OOM are unrelated training issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "An unreleased PEFT version bump and docstring diagnostics to stdout are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist file race and a huggingface_hub CLI compatibility break are different failures." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and a host-synchronization concern in loss computation are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they affect different APIs and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained MoE serialization are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow packaging and leftover dummy PT objects are unrelated maintenance bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors in different APIs; same broad symptom, not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are separate issues." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral-regex model_info calls and tokenizer thread-safety are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is reasonable, but one soft-edge verdict is too strong for the evidence in the packet: issue:45310 and issue:45375 share a Qwen3.5/MoE theme, yet the packet only shows a model-loading error versus a missing config field silently dropped by strict. That is suggestive, not enough to confidently treat them as the same bug or a mergeable single PR. Keep that pair conservative/uncertain rather than accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44295", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:43479|issue:46829", + "issue:42673|issue:46693", + "issue:44623|issue:45310", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:44060|issue:45125", + "issue:45600|issue:47059", + "issue:30333|issue:34689", + "issue:44016|issue:46231", + "issue:27957|issue:30333", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:30333|issue:36331", + "issue:43479|issue:44869", + "issue:42898|issue:43295", + "issue:42673|issue:47085", + "issue:42898|issue:44448", + "issue:46077|issue:46123", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:42796|issue:43723", + "issue:43116|issue:44190", + "issue:44448|issue:46132", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "e79d36aafa69ce09a2c91828abd333fbf675f9d960187c7bb0c6fc84f56022ca", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the two Qwen3ForCausalLM VRAM leak reports. The rest are thematically similar at best, but describe different models, code paths, or regression types.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, higher-activity report and is an exact duplicate of issue:43704 by title and bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue overall for canonicalization: it is concrete, well-scoped, and has the only clear duplicate counterpart in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same underlying bug: identical Qwen3ForCausalLM VRAM leak report with the same title and description." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer/v5 regressions, but they affect different behaviors and different model families; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Different problems: LayoutLMv2 tokenizer crash vs. fast tokenizers thread-safety regression." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model/output bugs in different subsystems; no shared concrete failure mode." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/memory, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context slowdown." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save-pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens/BOS-EOS regression are distinct issues." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-example problems, but they are different examples with different errors." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen models, but the bugs differ: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI breakage from removed config references is unrelated to a CLI test failure in huggingface_hub." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting bug is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and training-doc parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention 2 question is unrelated to MLflow reporting on failed training jobs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization bug is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they concern different models and different tokenization failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting and CustomTrainer compute_loss signature breakage are separate training issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config bug is unrelated to Whisper word-timestamp decode crashing on replacement characters." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are regressions around tokenizer/processor behavior, but they describe different API breakages and models." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as tokenizers no longer being thread-safe." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer/regression reports affecting different models and output behavior." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma attention-mask bug and pipeline batching bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Import error for transformers.onnx is unrelated to missing PyTorch for AutoModel." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to deepspeed calling optimizer.step twice." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different multimodal issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache continuation crash and auto-docstring AttributeError are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V image-patch counting bug is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example returns empty results, while the other issue is about loading a local dataset in image classification." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer args not being used is unrelated to the set_training documentation mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonicalization choice is grounded in the packet: issue:42673 and issue:43704 have identical titles, and the earlier report has much higher discussion activity. The remaining soft-edge rejections stay conservative and are framed as related-but-distinct issues rather than duplicates. I don\u2019t see evidence of overstating any pair beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "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:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:46209|issue:46431", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:44373|issue:44485", + "issue:43122|issue:46209", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:41628|issue:42757", + "issue:46614|issue:46932", + "issue:45071|issue:46082", + "issue:43475|issue:46305", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:44295|issue:44623", + "issue:44360|issue:46762", + "issue:44327|issue:47059", + "issue:43232|issue:46424", + "issue:44263|issue:45092", + "issue:46369|issue:46909", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "2add35222d32dbddccb6a296383b2a2c4be8dda4eb8c737d79634089fa1448cb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct bugs with only superficial overlap around save/load, imports, or v5 migration. I would not merge any of the soft-edge pairs; they describe different code paths and fixes.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46050 is the clearest concrete regression in the set: a specific save/load failure for quantized models with a narrow, actionable fix surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46050 is the strongest standalone issue because it is specific, reproducible, and likely to have a focused implementation change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency pinning/release timing is unrelated to dummy-class cleanup and repo-lint failures." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat templates are different failures in different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization does not match a deepspeed optimizer-step bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5-related, but one is multimodal config initialization and the other is non-persistent buffer initialization." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy drift and missing processor files are unrelated bug classes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import re-exports from image_utils are not the same issue as leftover dummy classes leaking into dir()." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Model save_pretrained breakage and processor save_pretrained missing files are different serialization problems." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "A category-count limit error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and flash-attention generation failures are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as Qwen3.5 from_pretrained model loading failure." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue and a RoPE implementation discussion are not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes across versions and FP8 inference failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation state update logic and a warning-message wording issue are not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Pretrained Beit preset loading and CLI completion breakage from hub changes are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages, with different symbols and fixes." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regressions and LlamaConfig head_dim validation are different behaviors." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are different model bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and local dataset loading are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "A loading hang in Sentence Transformers is not the same as zero-probability outputs for SigLIP2." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained failure and shard-size defaults/documentation are not the same issue." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig validation are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor save_pretrained file omissions are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A DSA indexer ReLU complaint and numerical differences in Minimax attention are not the same code-path problem." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds failure is unrelated to the CLI completion API break." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync behavior and cache max length semantics are different concerns." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split handling in a DSA indexer is unrelated to meta-initialization incompatibility for InternVL2 checkpoints." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A memory overflow in model execution is unrelated to a broken documentation example." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load flows, but they target different quantization/dequantization scenarios and are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "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:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:44263|issue:44373", + "issue:44279|issue:46328", + "issue:46305|issue:46655", + "issue:43408|issue:46402", + "issue:45381|issue:46305", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:22355|issue:28218", + "issue:44964|issue:47059", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43784|issue:45600", + "issue:42796|issue:43122", + "issue:39401|issue:44568", + "issue:44188|issue:44373", + "issue:43644|issue:46305", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42831|issue:45753", + "issue:43408|issue:46369", + "issue:43540|issue:46909", + "issue:45381|issue:46909", + "issue:42886|issue:43066", + "issue:43646|issue:46002" + ], + "prepared_review_unit_hash": "9a880f8f4421f18d0818f9272dd1d7a3900c4e374bf97f93cb47ed9f07be20b3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No candidate pair looks like a safe duplicate merge. The items are mostly distinct bugs/features, with only light thematic overlap in tokenizer, import, and vision-language reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest version-scoped tokenizer regression report and the best representative of the small tokenizer-related subset in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the clearest general user-facing regression report here; the other items are narrower or model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and different failure modes: meta-init incompatibility vs incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated problems: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision backends, but the concrete bugs differ (video-model crash vs unrecognized image processor)." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: GlmMoeDsaIndexer torch.split behavior vs a wrong docstring for position_ids." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "No shared bug: generic dependency issue vs a padding performance inefficiency." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different models and different math bugs: streaming mask off-by-one vs video padding calculation." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but the concrete issues differ: wrong model-type warning vs missing text encoder weights." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are video-related, but one is Qwen2.5-VL vision_position_ids and the other is MoonshineStreaming masking." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different subsystems entirely: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx is unrelated to tokenizer adding an extra space after an added token." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Different dependency layers and failures: model loading regression vs huggingface_hub CLI test breakage." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in chat/completions is unrelated to Gemma4Processor missing _tokenizer crash." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same module area, but different concrete bugs in GlmMoeDsaIndexer; not the same underlying change." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy regression in FP8 is unrelated to a Qwen3-VL-Moe load bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training pathologies: flash_attention_3 degeneracy vs NaNs during checkout/init." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Both are model-init related, but one is an rms_norm_eps precision mismatch and the other is a remote-code meta-init incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers is unrelated to stale auto_mappings references." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization changes, but one is a model-specific BPE marker issue and the other is a broader version-wide tokenization change." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: offset_mapping for Qwen3 vs BOS/EOS not added for mdeberta-v3-base." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0 is unrelated to MoonshineStreaming window masking." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage is unrelated to the sentence-transformers import NameError." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model internals and bugs: RoPE layer dropping vs tied-weights warning across Qwen3-Next." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are vision-language failures, but one is missing-backend crash handling and the other is an image-placeholder placement bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to Qwen3.5 infinite-loop behavior on an image." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different sam3 issues: wrong model-type warning vs memory overflow in sam3-litetext." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Vision-position-id bug is unrelated to documentation example breakage." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading bug is unrelated to the wrong tokenizer decoder type in v5." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to NaNs in classification heads upon checkout/init." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:39379|issue:46172", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:30990|issue:33357", + "issue:43122|issue:46326", + "issue:43329|issue:47059", + "issue:44295|issue:44297", + "issue:44625|issue:44829", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:44117|issue:44704", + "issue:22355|issue:29159", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:42371|issue:44263", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:46172|issue:46762" + ], + "prepared_review_unit_hash": "bed95095a269b8060bc75007d53ca3c4569d64cfb7a33c8373fdeee47f9ac28c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. I found one plausible duplicate pair in the tokenizer-regression area; the rest are too broad or touch different code paths to merge.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the best umbrella-style issue in this set: it describes broad import breakage after a version upgrade, which is more representative than the narrower class-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global representative because it is broad, user-facing, and can subsume multiple specific import failures; the other issues are more niche and less suitable as a canonical anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific missing symbol from huggingface_hub while the other is a broad post-upgrade import breakage report; not clearly the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "These are different model-specific bugs in different areas (mllama masking vs deepseek-v4 dtype/transpose behavior)." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are distinct failure modes and code paths." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and a Sentence Transformers loading hang are unrelated issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a macOS bus error with a CLIP community model are different runtime failures." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version regression in tokenization and the other is a chat-template continuation bug for mistral_common tokenizers; different underlying problems." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting and CLI completion breakage are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading a buffered position_ids tensor, the other about tokenizer_class metadata written by save_pretrained; different subsystems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "A Qwen3 tokenizer offset-mapping bug and a separate model loading failure for cjvt/sleng-bert do not share the same root cause." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset-mapping regression and assistant_mask generation for multimodal chat templates are different tokenizer behaviors." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and incorrect LLM output under pipeline parallelism are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a single AutoImageProcessor import failure while the other is a broad upgrade-wide import regression; too generic to treat as the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Model saving failure and pipeline-parallel inference corruption are different code paths." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different lookup/dispatch issues." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is a version regression in tokenizer output and the other is multimodal assistant mask handling in apply_chat_template; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and tool-call chat-template crashes are separate failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API deprecation guidance and a DSA indexer ReLU discussion are not the same issue." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The warning about sam3_video vs sam3_tracker is different from the missing fpn_position_embeddings attribute error." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized/dequantized model saving and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model saving failure and gguf_file handling for from_pretrained are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model issues and tokenizer_class metadata mismatch are different concerns." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "A missing Qwen2.5-VL class import and a missing HybridCache import are both import errors but refer to different symbols and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are not the same code-path problem." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is about save_pretrained checkpoint correctness and the other is a from_pretrained error; they do not clearly describe the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification outputs and Gemma 4 mm_token_type_ids defaults are different example/model issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": true, + "reason": "Both describe a tokenizer regression where the same tokenizer behaves differently in v5 than in v4, and the Deepseek report looks like a concrete instance of the broader tokenization-change bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe and FP8 save_pretrained moe are separate model/runtime concerns." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 comb transpose behavior and Minimax MSA numerical differences are distinct numerical/implementation issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The single accepted tokenizer-regression pair is plausible from the titles, and the rejections avoid overstating weaker overlaps such as broad import issues or neighboring model/tokenizer bugs. Summary is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "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:46909", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39401|issue:46614", + "issue:42222|issue:47312", + "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:44995|issue:46697", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:28348|issue:46640", + "issue:43976|issue:45446", + "issue:46231|issue:46877", + "issue:42673|issue:45072", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43611|issue:46002", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:43066|issue:44779", + "issue:44610|issue:46909", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "0976b71362575e62bab3077d9021171d416f926f4d3eee719cc5c25018dd2afe", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34388, + "estimated_input_tokens": 8597, + "estimated_eval_tokens": 17450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items do not form a single duplicate cluster; they span unrelated bugs, regressions, docs, and compatibility issues. All soft-edge candidate pairs are rejected as different underlying problems.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different failures: missing transformers.onnx import vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different training/eval behavior bug vs pipeline-parallel generation correctness issue." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package extra/backend dependency issue vs Python 3.14 import/load failure." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer paths and bugs: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose model breakage vs kernels 0.16 compatibility; no shared underlying defect." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different model-specific logic bugs: mllama mask handling vs generation kwargs after sync_gpus." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example script returning empty multi-label results." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated model crash/cache bug vs image processor padding bug." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3.5-related issues: SigLIP2 implementation mismatch vs image-triggered infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs feature extractor padding performance issue." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a GPT2LMHeadModel support request and the other is a distinct runtime issue." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs incorrect PyTorch version guard in flex_attention." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter mismatch vs auto-generated docstring emitting diagnostics at import time." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime problems: VRAM leak in dataloader threads vs dtype mismatches in inference." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer language state." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions request handling vs vision-language image-placeholder failure; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 area, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Configuration propagation bug vs NaNs during classification head initialization." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import symbol vs broad import breakage after version upgrade; not the same root cause." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor helper behavior vs PyTorch version check/import gating." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression vs Deepseek tokenizer incorrect results; too different to merge." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo processor sizing bug vs broken documentation example." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script output issue vs SigLIP2 implementation discrepancy; 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": 28, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42617", + "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:44117", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44704", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:43937|issue:44485", + "issue:45362|issue:45478", + "issue:43066|issue:46710", + "issue:42673|issue:42796", + "issue:44355|issue:46231", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:43618|issue:46829", + "issue:42371|issue:43874", + "issue:43827|issue:45446", + "issue:43992|issue:44704", + "issue:45405|issue:45446", + "issue:46328|issue:47116", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:39379|issue:43688", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:43673|issue:46328", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:44117|issue:45081", + "issue:45092|issue:46762", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:42617|issue:45341" + ], + "prepared_review_unit_hash": "cac240875adcf68367c1063c9b491d61ce332f4502fa65d27b73041067ea8213", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35759, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of transformer regressions across tokenizers, generation, multimodal models, training, and docs. I don\u2019t see any pair that looks like the same underlying bug/change, so there is no strong duplicate canonicalization here.", + "confidence": 0.18, + "canonical_issue_reason": "If a representative issue is needed, issue:44117 is the best fit: it is a broad loading-path regression with clear infra impact, unlike the many highly model- or feature-specific reports in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44117 is the most generally framed and broadly reusable bug report in the set; it captures a core loading assumption failure rather than a one-off model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Different failures: invalid GenerationConfig validation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but the code paths differ: chat crash vs from_pretrained error." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same bug as an accuracy regression after upgrade." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Unrelated subsystems: VRAM leak in multi-threaded loading vs tokenizer BPE marker handling." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name typo are different issues." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both are AutoProcessor issues, but one is missing-backend error handling and the other is HTTP 429 retry behavior." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug is distinct from pipeline() error messaging/docs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field mishandlings, but they affect different model outputs and code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance is unrelated to the GLM46V image-processor attribute error." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both are from_pretrained-related, but one misses encoder weights while the other drops kwargs to cached_file." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin issue is unrelated to a flex_attention import/version check bug." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature-extractor padding overhead is not the same as a streaming pipeline regression." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression is too broad to equate with a specific offset_mapping bug." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Missing import for a model class is unrelated to AutoProcessor retry behavior." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "These are different model-specific numerical/normalization bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 init/config related, but one is an unexpected init_empty_weights arg and the other is a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling is unrelated to flash_attention's s_aux=None crash." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are different issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption is not the same bug as missing generation cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and stale warning text are different generation-path problems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading assumptions, but they are separate failures in different helpers." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints is unrelated to attention numerical differences." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency and NaNs in classification heads are different bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention behaviors on different models/backends; not one concrete bug." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Vitpose model breakage and RTDetrLoss infeasibility are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A runtime script failure and a testing_utils typo 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": 1, + "component_count": 28, + "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-10000-529", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:45656", + "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:39379|issue:46897", + "issue:43937|issue:44977", + "issue:42222|issue:43441", + "issue:43408|issue:43742", + "issue:43208|issue:46894", + "issue:43450|issue:43986", + "issue:45071|issue:46512", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44877|issue:46231", + "issue:45071|issue:47059", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:39401|issue:43421", + "issue:44704|issue:47110", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:42371|issue:44261", + "issue:44075|issue:45656" + ], + "prepared_review_unit_hash": "ff052057ad2903124c73731881f81f83cda2213957a8fb332993a28726dbf6f7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35511, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of unrelated Transformers issues. None of the soft pairs appears to be the same concrete bug or change, so all are rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different bugs in different multimodal paths: mllama mask handling vs Florence2 training-loss double-shift." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Same broad generation area, but different models and failures: invalid GenerationConfig vs flash-attention generation behavior." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Unrelated model-specific regressions: vitpose breakage vs Ministral-3 FlashAttention failure." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different issues: SAM3 model-type warning vs MobileLLM loading key error." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Both are training-related, but they are distinct bugs in different models and code paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor shape bug is not the same as the torchvision-missing crash through AutoProcessor." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Config type-checking regression and stale dtype after from_config are different problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Torch.split return handling and Minimax attention numerical differences are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but on different tokenizers and different symptoms; not the same concrete defect." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is unrelated to Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation typo are not the same bug." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and CLI/huggingface_hub completion breakage are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions and repeated 429 retries are different AutoProcessor issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a utility bug and the other is a captured-info race under xdist." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug versus SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping regression and runtime special-token post-processor sync are different tokenizer bugs." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and special_tokens list-vs-dict error are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression and noisy logging are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different problems: invalid GenerationConfig for GLM-5 vs missing model_type for an unrecognized model." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions acceptance failure and Qwen3.5 streaming inference failure are not clearly the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load regression is not the same as broad import errors after upgrade." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer step called twice under deepspeed are different optimizer 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": 28, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43582", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:43066|issue:43122", + "issue:44077|issue:46981", + "issue:44410|issue:45478", + "issue:43931|issue:44410", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:43208|issue:46897", + "issue:41628|issue:45071", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:46752|issue:47116", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:44117|issue:44987", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:43531|issue:45341", + "issue:43957|issue:44351", + "issue:44360|issue:46172", + "issue:43097|issue:45588", + "issue:43582|issue:45341", + "issue:44038|issue:44230", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:43097|issue:46050", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "6593d82c54d7524813c6034872181712cf1dad9f7636b55073cd9dbdc9226aa6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36902, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions and model-specific bugs rather than near-duplicates; none of the soft pairs look like the same concrete underlying issue.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43097 is the most general, clearly user-facing v5 regression in the set and has downstream references, so it best represents the broader breaking-change cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest standalone representative of the cluster because it captures a concrete v5 compatibility break with broad impact, unlike the more narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5-related, but one is about a removed config flag and the other about unexpected position-id keys; different failure modes and code paths." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 setting guidance and FineGrainedFP8 accuracy are both numerical topics, but they are distinct issues with different symptoms and fixes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but one is a missing rms_norm_eps in MLA q_a_layernorm and the other is a Minimax attention reference mismatch; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained load error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is an import/type mismatch and the other is an actual tokenization-output change; not a single concrete defect." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init validation and AutoProcessor retry behavior are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-next vs Qwen3.5 MoE model-loading failures; no shared underlying code-path is evident." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL shape mismatch and qwen3next missing projections are separate architecture-specific issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in the DSA indexer is unrelated to the GLM-5 RoPE implementation." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked prefill and a testing_utils bug are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific training issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression do not share the same underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed encoder-decoder tying flag and gguf_file loading errors are separate from_pretrained/config issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is MoE support failure; different problems." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention support failure for Ministral-3 and degenerate training with flash_attention_3 are different code paths and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning during compile is not the same as BLIP2 submodules staying float32 after loading." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input crashing and a streaming pipeline regression are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in an image processor is unrelated to MLA layernorm precision differences." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2, but one is XLMRoberta behavior and the other is explicit unsupported-model handling for NemotronH; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a specific physical-intelligence/fast load failure are related only at a very high level." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size defaults in save_pretrained are unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek internals and different failure modes; no shared concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils issue are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device loading breakage and a missing HybridCache import are separate API/runtime issues." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and a DeepSeek dtype/transpose issue are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag and a FlashAttention AttributeError on s_aux=None are different failures." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon allocator TypeError and a testing utility bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Qwen3-VL-MoE bug in v5, the other is FP8 support work; not the same underlying change." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct issues." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and SAM3 memory overflow 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": 28, + "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-10000-529", + "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:44246", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45753", + "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:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43986|issue:45372", + "issue:44246|issue:46981", + "issue:45440|issue:46172", + "issue:43097|issue:43873", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43673|issue:46123", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43874|issue:44263", + "issue:44038|issue:44410", + "issue:43208|issue:43550", + "issue:38617|issue:42757", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:43064|issue:44315", + "issue:44936|issue:46365", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:43012|issue:43550", + "issue:42907|issue:45753" + ], + "prepared_review_unit_hash": "16293ed45cdd808eaaf89d26da4f4eec3a2c242c77f277e2f10cf3a75a299858", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36145, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates here. The soft pairs mostly share only broad surface similarity (same library, same model family, import/loading bug, or trainer-related symptom) but point to different code paths and fixes.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43502 is the clearest, most general user-facing bug report in the set: a precise behavioral regression ('local_files_only=True' still triggers API requests) with an obvious expected/actual mismatch and strong triage value.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the best representative issue for canonicalization because it is concrete, reproducible, and broadly applicable compared with the more model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different dependencies/code paths ('torchvision' vs 'mistral_common')." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "One is intermittent slow import, the other is repeated 429 retries in AutoProcessor; different failure modes and fixes." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek bugs: remote implementation divergence vs a dtype/transpose issue in deepseek-v4." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed API warning/compatibility issue versus quantization offloading not working; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3 variants, but one is missing projections in layer 0 while the other silently drops a config field." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs tokenizer mapping returning None; different root causes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache/chunked prefill bug versus pipeline final-batch bookkeeping; unrelated behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning for bfloat16 compilation versus a TimesFM AttributeError; not the same underlying issue." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping bug versus a DiffusionGemma pipeline failure; different subsystems." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split return-value problem." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different defects; too broad to merge." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers versus a Bamba torch.compile/SDPA failure; unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different modules and missing names; not the same root cause." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging versus apply_chat_template crashing on an empty list; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption versus Liger Kernel not applied with model_init; same broad area, different concrete failures." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A tensor operation bug versus an accuracy regression after upgrade; different symptom and likely fix." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading crash without torchvision versus a save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding bug versus auto_docstring crash with future annotations; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import reports, but for different symbols ('layer_type_validation' vs 'HybridCache') and different breakages." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring local_files_only and making API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model-loading failure for ScandiBERT versus a streaming pipeline regression; not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling being ignored under SDPA/FlashAttention is different from cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure versus a tensorflow_text backend mapping error; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Different trainer/distributed-training bug versus streaming pipeline regression." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compiler warning for bfloat16 models versus a Bamba SDPA compile failure; not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure versus an infinite loop on a specific image; unrelated symptoms and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "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-10000-529", + "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:44077", + "issue:44162", + "issue:44222", + "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:45712", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43208|issue:43526", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43827|issue:47116", + "issue:44734|issue:47116", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:44162|issue:46172", + "issue:36683|issue:43582", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43097|issue:46298", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:43756|issue:44485", + "issue:44222|issue:45478", + "issue:36010|issue:42757", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:44483|issue:44514", + "issue:42831|issue:44261", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "9082add89a2f4bd338cc6d919e3557769507de6cc9a27ecb9248ebbd7569ca55", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35751, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues, with only superficial keyword overlap around v5, pipelines, imports, and model-specific regressions. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": "No strong canonical issue: the set spans unrelated import errors, model/config bugs, training regressions, docs issues, and backend-specific behavior changes. If one must be chosen as the closest umbrella, issue 47116 is the broadest v5 regression theme, but it still does not represent the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47116 is the closest representative of the shared v5 regression/pipeline theme and is the most umbrella-like user-facing failure in the set, though the cluster remains too heterogeneous for a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Different problems: leftover dummy class cleanup vs a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized save failure and Pipeline.save_pretrained failure are distinct code paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction issue." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different models and bugs: xLSTM training blockers vs BEiT Fast label reduction." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription crash is unrelated to the Trainer import/datasets issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error messaging and saving Pipeline objects are different defects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different warnings and different triggers." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weight loading and save_pretrained shard-size behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron and Python version compatibility are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a streaming pipeline runtime regression." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation tensor indexing bug is a different serve-time failure than streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling being ignored is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy and Trainer import failure are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and DeepSeek-V4 tensor transpose behavior are different model-specific bugs." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron Flash Attention support and GPT2 attention scaling under SDPA/FlashAttention are different backend issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored and single-label classification zero loss are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Tie-embeddings removal regression is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Different warnings in different subsystems; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend dependency installation issue is not the same as the Trainer import conflict." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer count bug and GLM-5 RoPE implementation discussion are different model-specific issues." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained moe bug and Qwen3.5 MoE from_pretrained error are not the same failure." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin import failure and is_offline_mode import failure are different missing-symbol issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related test flakiness and huggingface_hub CLI attribute incompatibility are different problems." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request acceptance and Qwen2_5_VLProcessor batching crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and MLA rms_norm_eps precision error are different numerical bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing attentions in CLIPOutput and missing hidden_states in CLIPVisionModel.forward are separate v5 regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44263", + "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:45440", + "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" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:43299|issue:43867", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:43618|issue:44380", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:44355|issue:46877", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44263|issue:45440", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:44355|issue:44855", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:44393|issue:47000", + "issue:44393|issue:47337" + ], + "prepared_review_unit_hash": "5a8ffb4987b6ead1be7f7f8335f2a13f5f90cb0487797a4fc4f277e152f13d9c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it mixes unrelated model-loading regressions, config/serialization bugs, training issues, and import/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative regression-style report in the set (\u201cmany import errors after update\u201d), but the cluster is not a true duplicate group, so this is only a loose representative choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single issue to anchor the cluster because it is the most general and user-impacting report, while the others are narrower, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a missing helper and unwanted network access with local_files_only=True are different failure modes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both involve Gemma4, but one is about resize_token_embeddings and the other about bidirectional attention masks; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL MoE loading regression and state_dict sorting load error are different load-path bugs." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Saving Pipeline objects and AMD quark class updates are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both mention saving, but one is pipeline save_pretrained and the other is disk-offloaded Qwen3-VL saving; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different attention issues." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 attention-mask construction." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and saving Pipeline objects are different serialization problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different model attribute bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support error for Nemotron and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init handling." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and auto_docstring stdout lint noise are different import-time problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they affect different versions and failure points." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask logic and stale config.dtype after from_config are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorting-related load failure and incorrect Qwen3.5 checkpoint saving are different serialization defects." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "A torch.split return-value issue in one MoE indexer and DeepseekV3MoE divergence from remote implementation are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 loading failure and a huggingface_hub CLI attribute error are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint correctness are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3Config missing vocab_size and special_tokens list-key access error are different issues." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Missing vocab_size and num_labels propagation are separate config bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() decoder_attention_mask error and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but compiled-file errors and a Python 3.13 torch.jit.script parsing problem are different root causes." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Inverse-sqrt scheduler kwargs handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No-grad decoration for cache/layer updates and broad import errors after version update are different issues." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Load failure with sorted state_dict and Gemma pipeline roundtrip on the \u2581 token are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args not used and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and tokenizer loading regression are different failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model-loading issues." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox output issues and RTDetrLoss infeasible cost matrix are different vision bugs." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and flaky bbox-coordinate test failure are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44077", + "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:44977", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:42548|issue:44351", + "issue:43010|issue:45850", + "issue:45125|issue:45478", + "issue:43618|issue:44977", + "issue:45125|issue:45375", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:42898|issue:46664", + "issue:45071|issue:47317", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:43874|issue:46617" + ], + "prepared_review_unit_hash": "557ce508b778202014115eec0dc3bea612257d4d5b7bbb65c57f88a67beedaa5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. Only the import slowdown pair looks like the same underlying bug; the rest are distinct model, tokenizer, config, CI, and API problems.", + "confidence": 0.86, + "canonical_issue_reason": "issue:41669 is the best anchor because it states the concrete root cause of the import slowdown, while issue:44246 is the vaguer symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the most specific and actionable representative of the only real duplicate theme in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: FP8 save_pretrained/MoE versus missing tensor-parallel plan on Qwen3.5 MoE." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both involve tensor parallelism, but one is a generic training bug and the other is a model load OOM; not the same code-path." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying issue: import-time slowdown in transformers, with 41669 identifying the likely root cause and 44246 reporting the symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model-output regression versus a PatchTSTMixer init/post_init change." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict loading error is unrelated to Qwen3.5 vision config field dropping." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "torch.no_grad cache update change is unrelated to Python version compatibility." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different flaky-test failures with different causes: missing seeding versus xdist file races." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different failure modes: load-model state_dict sorting versus incorrect save_pretrained visual keys." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import missing versus tokenizer loading regression; no shared bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decorator request versus a broad complaint about v5 breaking many models." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Related to Qwen3.5 MoE, but one is tensor-parallel metadata and the other is from_pretrained failure; not clearly the same fix." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/attention issues." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing versus vision config field missing; different parts of the Qwen3.5 stack." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE parity." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak versus tokenizers.AddedToken keyword conflict." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4 config attribute error is unrelated to PPFormulaNet training loss." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different model areas." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related flaky test versus model loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer load regression versus older checkpoint reload incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change is unrelated to video num_frames semantics." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to PPFormulaNet training loss." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad on cache updates is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing top-level Qwen2_5_VL export is unrelated to cache-loading FileNotFoundError." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI and AttentionInterface.register behavior are different features with different failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the slowdown after upgrading from 4.57.3 to 5.3.0." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad v5 breakage complaint versus special_tokens keys attribute error; too vague and not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "GLM46V image processor missing method is unrelated to trust_remote_code cache loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:41669 with issue:44246, is well supported by the titles and the referenced import slowdown theme. The other pair rejections are cautious and 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": 28, + "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-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33357", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "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:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:41628|issue:42548", + "issue:30990|issue:31795", + "issue:44222|issue:44230", + "issue:43010|issue:43232", + "issue:43299|issue:44556", + "issue:46143|issue:46144", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:33357|issue:33453", + "issue:44038|issue:45125", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:44230|issue:46095", + "issue:42757|issue:43576", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:44315|issue:46209", + "issue:43352|issue:44961" + ], + "prepared_review_unit_hash": "5c36153f0f61e31eec11d29c3cb37bfe7a13943c9a1316829e46bdc6db71283e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic grouping of unrelated issues (imports, generation, loading, docs, FP8/Qwen, CLI, etc.), so I do not see any true duplicate pairs among the soft edges. I picked one concrete version-regression issue as the best representative of the cluster, but confidence is limited because the set is heterogeneous.", + "confidence": 0.58, + "canonical_issue_reason": "Best representative of the cluster is issue:45071 because it is a concrete, user-facing v5 regression with a clear symptom and broad relevance compared with the more scattered, model-specific or doc-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the strongest single issue here: specific, reproducible, and framed as an explicit regression, unlike many of the other items which are either model-specific, documentation-only, or very broad.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and likely different missing exports; too broad to treat as the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck-loading behavior and documentation confusion are unrelated problems." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about saving and the other about inference support; different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache internals, but the reported bugs are different: no_grad decoration vs sync_gpus update handling." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading/regression reports, but they concern different models and different failure modes." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is missing kwargs passthrough and the other is attention-interface usage; not the same underlying defect." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video-processor semantics and missing-vision-backend error are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated issue titled 'racoon' are not duplicates." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation-time UnboundLocalError and documentation confusion are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error for CLIP and tokenizer-loading regression are different failures." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen/MoE-related, but one is a general v5 bug report and the other is a tensor-parallelism plan omission." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python-file errors and PretrainedConfig type-checking regression are different problems." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network requests despite local_files_only and an unrelated issue titled 'racoon' are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command breakage and PretrainedConfig type-checking regression do not share the same code path." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Different CLI failures with different causes and surfaces; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and DeepSeek weight-conversion guidance are not the same issue." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol and broken transformers env command are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation ambiguity and an ImportError are not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline documentation mismatch are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing SAM 3 Video attribute and trust_remote_code cache FileNotFoundError are different failures." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Importing HybridCache and loading a cached trust_remote_code model are different problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B crash and a broad complaint that v5 breaks many models are not the same concrete bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing Qwen3.5MoeVisionConfig field and special_tokens list/object error are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id absence and special_tokens list/object error are different issues." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash-Attention support limitation and an unrelated issue titled 'racoon' are not duplicates." + } + ] + }, + "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": 28, + "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-10000-529", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:44961|issue:45468", + "issue:44273|issue:45542", + "issue:44077|issue:44861", + "issue:43867|issue:47110", + "issue:45381|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44485|issue:46664", + "issue:41669|issue:43673", + "issue:44466|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44655|issue:44861", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44295|issue:45230", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:43576|issue:44908", + "issue:41669|issue:45341", + "issue:43576|issue:47176", + "issue:41669|issue:44351", + "issue:46018|issue:46172", + "issue:43976|issue:46218", + "issue:43976|issue:47176", + "issue:31795|issue:33453" + ], + "prepared_review_unit_hash": "eaa00cfdbb4fa64db4c60731d1448a899a87f28ab00883bc21153d1effde776d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38051, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a grab bag of unrelated issues across loading, caching, tokenizers, model configs, CLI, and performance. None of the proposed soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "I\u2019d use issue:41669 as the canonical issue: it is a concrete, high-impact performance regression with a clear suspected cause and a focused fix path, unlike the more vague or model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:41669 is the strongest standalone issue here because it is specific, actionable, and broadly relevant to import-time behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No overlap beyond being generic bug reports; one is a placeholder title, the other is a Gemma-4 audio encoding issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: lazy loading vs a TensorBoard/TensorFlow backend error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different failure modes in different code paths; one is a model option policy issue, the other is a tied-weights AttributeError." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Unrelated symptoms: checkpoint loading error vs special_tokens list/dict handling." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both concern multimodal/video behavior, but they describe different model families and different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Too vague on the right side; no evidence these are the same save_pretrained problem." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but one is lazy loading and the other is unsafe sys.modules access." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model-specific implementation issues: RoPE math vs video frame semantics." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both are performance-related, but one is import-time cost and the other is missing cache during chunked prefill." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Different serialization/load failures with no shared concrete code path." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing config attribute vs a broad complaint that many models break in v5." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig regression vs a generic v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision issues, but one is 2D bbox output and the other is an infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different scope: model output bug vs framework-wide PretrainedConfig type checking breakage." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5 upgrade compatibility, but they affect different checkpoint families and different mechanisms." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "A broad v5 regression complaint is not the same as a CLI completion break caused by huggingface_hub." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Related to import/loading performance, but one is slow imports and the other is lazy loading correctness." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key handling are separate save/load bugs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different subsystems entirely: model type warning vs Liger Kernel application during model_init." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo fix in cache strategies does not match a broad compatibility complaint." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance regression vs missing exported model class; different root causes." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL bbox bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer access bug vs an unspecified bug report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seed omissions and scheduler kwargs handling are unrelated issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class serialization mismatch is not the same as a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different APIs and failures: processor kwargs forwarding vs scheduler kwargs propagation." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler configuration bug vs framework-wide config type-checking breakage." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Both mention performance/testing only tangentially; no same bug or code path." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI command breakage and shell allowlist bypass are different security/CLI issues." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time slowdown and missing HybridCache export are different problems." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Same model family, but one is gating logic and the other is a tensor transpose/dtype bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility issue vs missing Qwen3_5 import; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version support and shell allowlist bypass are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression do not describe 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": 28, + "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-10000-529", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:31515", + "issue:31795", + "issue:34689", + "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:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45656", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:45468|issue:46894", + "issue:45230|issue:45656", + "issue:44360|issue:45468", + "issue:43976|issue:47177", + "issue:43576|issue:44273", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44861|issue:47110", + "issue:44273|issue:44908", + "issue:31795|issue:34689", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:42913|issue:43066", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43606|issue:45468", + "issue:43502|issue:43519", + "issue:44861|issue:47059", + "issue:43519|issue:44623", + "issue:45850|issue:46218", + "issue:44263|issue:45468", + "issue:43704|issue:45341", + "issue:28348|issue:45250", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:28348|issue:43352", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44230|issue:45310", + "issue:31515|issue:38617", + "issue:29870|issue:31515" + ], + "prepared_review_unit_hash": "370f9a7ce060edf243ac9e8b2a768b087f3b6307c48dd16571b48cddd73d83d5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40436, + "estimated_input_tokens": 10109, + "estimated_eval_tokens": 20474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-pair list is dominated by false positives: most matches only share broad terms like Flash Attention, processor, tokenizer, or loading, but they point to different subsystems and failure modes. I would not merge any of the candidate edges. If a single issue must be chosen as the best representative, issue 43519 is the most concrete and well-scoped bug report in the set.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43519 is a concrete, narrowly scoped processor bug with a clear failure description, making it a better representative than the broader or noisier candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43519 is the strongest standalone issue here: specific repro context, clear symptom, and less ambiguity than the generic or loosely phrased reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Different problems: continuous batching for audio models vs a DeepSeek weight-conversion/documentation question." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but one is a Qwen3VL timestamp calculation issue and the other is a SmolVLM video padding bug; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Model_init/Liger Kernel application bug is unrelated to a flash_attention_3 training degradation issue." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "GLM-5 RoPE implementation and shell command substitution allowlist bypass are unrelated domains and vulnerabilities." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are different model bugs, not one underlying defect." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "A generic bug report does not match an optimizer-step-called-twice deepspeed issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer/ReLU discussion is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to a tar/zip-slip arbitrary file write RCE." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI behavior and lazy loading problems are different features with different failure modes." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE math in model code is unrelated to archive path traversal / file-write security issues." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "A tied-weights helper AttributeError is not the same as a special_tokens list-vs-dict error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about input_ids/past_key_values is not the same as a Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are separate bug classes." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance concerns do not match a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI env command breakage is unrelated to a module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior differences from v4 to v5 are broader than a specific wrong decoder type bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation in GLM-5 is not the same defect as Gemma-4 audio positional encoding." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad 'breaks too many models' report is not the same as an archive extraction RCE." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "A broad version-regression complaint is unrelated to a shell operator allowlist bypass." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API behavior guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to tar/zip-slip file write RCE." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected network requests with local_files_only=True are unrelated to Qwen3VL timestamp calculations." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied weights key handling and a CLI completion attribute error are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math is unrelated to missing processor save_pretrained files." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad regression complaint does not match a specific module import failure." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a DSA indexer are unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leakage in a model is unrelated to a testing_utils.py bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel FA2 support is a concrete model request; the other issue is only a generic Flash Attention 2.0 topic." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a module import error for Qwen3_5ForCausalLM." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are separate missing-symbol issues." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key lookup and apply_chat_template tool-call crashes are different parts of the library." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen3-VL/Qwen3.5 MoE support is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "A scheduler kwargs bug is unrelated to a nonspecific 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "A placeholder-style issue title does not match a tar/zip-slip RCE." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "A placeholder-style issue title does not match a shell operator allowlist bypass." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and separate support gaps." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment bug is unrelated to the placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is not the same as a from_pretrained error in Transformers>=5.4.0." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import failure for layer_type_validation are unrelated problems." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to slow checkpoint loading." + } + ] + }, + "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": 28, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:43298|issue:44230", + "issue:31515|issue:31795", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "3d5bb4154f1c900382075b3c74a954bc3fe1f68f8a4db998eac8c6e77d523b7b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1953, + "serialized_chars": 1012074, + "estimated_input_tokens": 253019, + "estimated_eval_tokens": 506294 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 16, + "serialized_chars": 13149, + "estimated_input_tokens": 3288, + "estimated_eval_tokens": 6832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous grab-bag of unrelated issues spanning MLflow reporting, checkpoint loading, docs, tensor parallelism, norms, loss plumbing, tokenizer warnings, and model-specific bugs. I found no true duplicate pairs or mergeable PR candidates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs are different failure modes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support is unrelated to fp8 Qwen VL/MoE inference support." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading-speed bug and documentation confusion about forward arguments are not the same issue." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior and RoFormer attention-interface usage affect different code paths." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint bug in ModernBERTConfig is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value and missing kwargs in loss calculation are different defects." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs plumbing and RoFormer attention interface are not the same underlying problem." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling does not match tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value usage and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Unused ignore_value and a typo in quantization_operation target different code paths." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hinting and a naming typo are unrelated fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a config type-hint issue are not duplicates." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS-norm behavior question for Llama4TextL2Norm is unrelated to a ModernBERT type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "159cba91932fd731a245d219c3c72fb29704e27015539a98d2b30281897589c3", + "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": "The three issues are about unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the topics are unrelated; if forced, issue 10519 is the clearest self-contained feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problem domains: truncation strategy for tokenization vs word-level time offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation direction in preprocessing; the other requests learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated requests: ReduceLROnPlateau-like training utility vs extracting word boundary timestamps from audio 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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "f8ac9aa92910f6284f1dca378100d6e124f7d35bf29386cc10052b1fd3638056", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates of the same bug. Two are about model-loading/authentication/error handling, while one is about Tapas tokenization behavior and is unrelated.", + "confidence": 0.92, + "canonical_issue_reason": "No clear duplicate cluster exists here; if one issue must be selected, #16618 is the broadest user-facing failure report, but it is not the same underlying problem as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general and likely to attract the most relevant fix discussion for a model-loading failure, but it should not absorb the other two issues as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different code path and symptom than failing to load bert-base-uncased; no shared underlying bug is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/load failures, but #15980 is specifically about the error shown when unauthenticated on a private model, while #16618 is a separate public-model load failure report." + } + ] + }, + "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": 28, + "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-19631-3", + "nodes": [ + "issue:19631", + "issue:20362", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362" + ], + "prepared_review_unit_hash": "117353bdc4c21234f0c867d61854408538284fbb4a554647eee0bb247f4f784b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct feature-request issues for adding different models (EDSR/MDSR, FlexiBERT, Restormer), not duplicates of the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:19631 is the broadest and most discussed of the three, so it is the best cluster representative if one is needed; however, it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Different model requests: EDSR/MDSR vs Restormer. Same general 'add a model' theme, but not the same feature or bug." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "Different model requests: EDSR/MDSR vs FlexiBERT. They are unrelated additions, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "c3ea2312327a2f34e84bbdaae4da00effac2e399654940c3bb47a41b065f52fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests for different capabilities: Flash Attention 2 support vs GGUF support. They share a broad \u201cmore architectures/support\u201d theme, but not the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the better cluster representative only by age and discussion activity, but it is not a canonical duplicate target because it concerns a different feature than #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths; same high-level support theme is too broad to treat 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": 6, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-12", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "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:30191", + "issue:27088|issue:47299", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:43834", + "issue:30240|issue:47299", + "issue:27088|issue:30240", + "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": "72898d7bf1d812c5b13099dd78603c918940950d8160cf40454964134a60db0d", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 42, + "serialized_chars": 22277, + "estimated_input_tokens": 5570, + "estimated_eval_tokens": 11396 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 42, + "serialized_chars": 22277, + "estimated_input_tokens": 5570, + "estimated_eval_tokens": 11396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated i18n translation requests that share a common template, so the high similarity is superficial. They should not be deduplicated as the language targets and some titles/content differ materially; the odd placeholder/spam-like issues are also not the same underlying task.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43834 is the most central template-style i18n issue and has the strongest textual overlap with the other placeholder entries, but it still is not a true duplicate of the concrete language-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest representative of the repeated translation-request template, but the cluster spans distinct languages and should remain split.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same i18n template, but not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets; only the template text overlaps." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Superficially similar template, but Turkish vs. placeholder/template issue context makes it a different request." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Turkish docs translation is separate from Persian docs translation." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "The titles/content do not indicate the same language or same concrete translation task." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the placeholder/template i18n issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages: Turkish vs Spanish." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; similarity is just the shared translation template." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish docs translation is separate from Polish docs translation." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different tasks." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish docs translation is not the same as Persian docs translation." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian and Polish translation requests are different issues." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Polish translation request is distinct from the placeholder/template i18n issue." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Polish docs translation is a separate language request." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Different concrete translation task; only the template is shared." + }, + { + "left": "issue:30240", + "right": "issue:47299", + "accept": false, + "reason": "No evidence these refer to the same language or same request." + }, + { + "left": "issue:27088", + "right": "issue:30240", + "accept": false, + "reason": "Turkish and Polish translation requests are different." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the placeholder/template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is not the same as the placeholder/template i18n issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different concrete language request; similarity is only structural." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation request does not match the unrelated placeholder/spam-like title." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai/spam-like issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These look like separate template instances, not the same translation task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template overlap is high, but no evidence they are the same concrete request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "The titles suggest different content and no shared concrete translation target." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder/template issue and Thai text issue are not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "No indication these are the same underlying issue; titles/content differ." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "These are separate template-like translation requests, not one concrete bug/change." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "No evidence of a shared language or same request; only template similarity." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-style i18n issue and Thai/spam-like issue are unrelated." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different titles/content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "These are not the same translation task; similarity is superficial." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different content and no shared concrete translation target." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "No evidence they refer to the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are malformed/spam-like, but they do not look like the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template translation issue vs. Thai text issue; not the same underlying change." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "These look like different issues; shared similarity is not enough." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder/template issue and Thai text issue are not the same task." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Two different Thai-titled issues; no evidence they are the same request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-titled issues with no shared concrete code-path or task." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "These titles appear unrelated; not the same underlying issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "No strong evidence these are the same request; titles/content differ." + } + ] + }, + "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": 28, + "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-36718-22", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "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:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:42954|issue:45177", + "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:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "8dc1b7b148c294ac56953c9f39cf52b69e81c1af495568286c41b69a1cd3d0f2", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31680, + "estimated_input_tokens": 7920, + "estimated_eval_tokens": 16096 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31680, + "estimated_input_tokens": 7920, + "estimated_eval_tokens": 16096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it contains many separate model-request issues across unrelated models, modalities, and features. The apparent overlap is mostly superficial keyword similarity (e.g., \"add model\", \"support\", BERT/audio/vision terms), not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous model requests and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduping: none of these issues is a clear superset or duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher and LoMa keypoint detector+matcher are different model requests and not the same code change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matching versus MiniCPM3 architecture support are unrelated domains." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 support are distinct model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model integrations." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detector models, not one shared fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition and a weight-sparse 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"left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture support are different concrete changes." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are unrelated model support tickets." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are different model requests." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": 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"reason": "XiaoMi MiMo and Qwen3-TTS are different models/tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are distinct model additions." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are separate model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and likely different code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS models and not the same concrete change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate 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"issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer support and EUPE support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral-4B-TTS-2603 are different model support tickets." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a personal-name issue are not the same underlying bug or change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a personal-name issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a personal-name issue are not the same request." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "568f31e3595049afd24af8859e24cb3b4fcc5e36c7e00e2d177eccd954305d04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a documentation request about adding Pruna as an optimization framework, and the other is a technical Vision RoPE refactor. They address different areas and different kinds of work.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items are unrelated and do not describe the same bug, feature, or code change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the better representative issue because it is the substantive technical refactor; #38740 is a narrower docs-only request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and work types: docs/optimization-framework mention versus Vision RoPE refactor. No shared code path or underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 28, + "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": "788c7ba656c5a57cc6c00e89b528829fa5b2fde254dd2e688c8079a107981b0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is about DeepSeek v3.2 model support.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue; the titles point to different feature/problem areas with no evidence of a shared underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication: neither issue subsumes the other, so neither should be treated as the canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests/problems (block decoding vs model 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": 10, + "component_count": 28, + "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": "13b83d45bda3035651a3773a8de022a2720e2c2eeba9acb3ce180cb58c464b64", + "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 about different feature requests: one for exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, the other for integrating TiledMLP to reduce memory footprint. They do not describe the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #41306 is the more concrete and narrowly scoped request, with a specific API change (`from_pretrained()` flag) and named implementation target.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the best representative of the cluster because it is the most actionable and clearly defined issue, even though it is not a duplicate of #41826.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested changes: FLCE/TiledFusedLogitsLoss flag exposure vs TiledMLP integration for memory reduction. Same broad theme, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 28, + "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": "5495164d0dc985a6d9f0b6f5ace2d99b2e97321928e3d154cc029337a0f094a3", + "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 related only at a broad Trainer level, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same general Trainer subsystem, but the underlying bugs are different and would require different fixes: custom column removal behavior vs FLOPS counting for custom trainers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 28, + "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": "d7d852a184e3cb08c29ba41dcda19461c8a48d6fe07267dfb36e30c7667b08bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related family-of-model support requests, but they target different model versions and different AutoClass registrations, so they do not look like the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43684 is the broader, more general request: adding Qwen3-Omni registration to core AutoModel/AutoModelForConditionalGeneration. It better represents the cluster than the narrower Qwen3.5 sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue to keep as the representative item because it covers the larger registration gap and is closer to an umbrella model-support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration versus Qwen3.5 AutoModelForSequenceClassification support. They involve different model variants and different downstream heads, so they are not the same bug/request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "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": "21d6eb7b0846d2937eb676a917d25696139a88f8afecf0131d3f5a2475c9476b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "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 mostly content-free placeholder issues. The three \"huggingface\" issues look superficially similar, but there is not enough body detail to confirm they describe the same underlying bug; \"Fett\" is clearly separate by title.", + "confidence": 0.58, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports, so it is the best placeholder candidate if one must be chosen, but the evidence is too thin to treat it as a true canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no substantive body detail tying them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive body detail tying them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no substantive body detail tying them to the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but the issues are too empty to verify they are the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same short title, but there is not enough description to confirm duplicate status." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same short title, but there is not enough description to confirm duplicate status." + } + ] + }, + "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": 28, + "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": "a3a8f7d2366807872fc3578bb8fdb5eb9b060c2c921d4a753690263bb0ad59e1", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to be a grab bag of unrelated low-content/spam/off-topic issues, not true duplicates. The titles do not point to the same bug or feature, and there is no body/diff evidence to connect them.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 47036 is the most substantive and descriptive item in the set ('Community benchmark tip') and has some discussion activity, so it is the best representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the only issue with a clearly non-spam, actionable-sounding title; the others are generic spam placeholders or unrelated prompts.", + "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 they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Generic spam titles only; no concrete shared bug or request is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'spam' vs a documentation suggestion are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam placeholder is not the same as a community benchmark tip." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'spam' and 'Check out \"Google LLC\"' are different topics with no shared issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are clearly different." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are clearly different." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but titles alone do not justify treating them as the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs community benchmark tip; no shared concrete problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and 'Check out \"Google LLC\"' are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs community benchmark tip; no concrete overlap." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and 'Check out \"Google LLC\"' 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": 15, + "component_count": 28, + "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": "88f2f10f9cb5a39eee913aba50810f5e6e68cc94b7944a839b309e6cbd09872f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are very similar and likely related, but the evidence is too weak to treat them as a confirmed duplicate pair. #45145 is still the best canonical issue because it is earlier and has slightly more linkage.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the better canonical issue because it was opened first and has an inbound reference, giving it slightly more history/linkage than #45151.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative issue for the cluster: it matches #45151 very closely and is the more established entry.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The evidence only shows soft similarity plus the same title/body size. There are no explicit targets, filenames, or links tying them to the same underlying issue, so this should remain a possible duplicate rather than a confirmed one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is broadly grounded, but the soft-edge verdict is too strong for the evidence. The packet only provides soft similarity plus same title/body size and no targets/files; that supports a possible duplicate, not a confident accept that they are the same underlying issue. Please keep the verdict conservative unless there is stronger linkage." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "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": 17, + "component_count": 28, + "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": "efd62dc707795e4c836f630ad1d2ca145d867c7515c34eebe7de1a97ed200385", + "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": "Both items look like unrelated placeholder/personal-name issues, not duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles are different person/date strings with no shared bug report, code area, or issue text; they do not appear to describe 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": 18, + "component_count": 28, + "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": "6c3702612214e32c420adb1cf87e9f4da5475ec655e2f82c52fbb92b66073af4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they are just sparse titles containing different personal names and different dates, with no shared body, targets, or evidence of the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles refer to different people and different dates, and there is no body or linkage showing 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": 19, + "component_count": 28, + "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": "3d628360fb369f11eeda9fc7fa6aeb8ac99d354956188af18363e40fc307a6b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different requests: one asks for a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests are unrelated and should not be clustered as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; if forced to pick a representative, issue 46295 is the broader infrastructure request, but it is not a canonical merge target for 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: one is a feature request for adding a Qwen3_5 token-classification/value-model class, the other is a training capability request for FP8. Different code paths and different underlying problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "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": "30efee180686766f90e3d2e824b2f28ad10e5679a3741896c57368bb75f35d25", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mixed: 45870/45871 are exact duplicate issues, 45872/45873 are another exact duplicate pair, and 45869 is a different dataset-promo topic. There isn\u2019t one perfect canonical for all five.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the earliest clean duplicate in the main DataForge example pair (exactly matches 45871) and is a reasonable representative for that subtopic.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall representative because it is a clear, early duplicate issue; the cluster is heterogeneous, but this is the most canonical-looking item among the exact duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial data bundle promo versus a DataForge time-series example. Similar finance wording, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset bundle promo versus DataForge example. No evidence they describe the same bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching issue shape; these look like duplicate reports of the same DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related to DataForge and finance, but one is an example issue and the other adds a scraping service; too different to treat as the same underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45872: broader service/scraping topic, not the same concrete issue as the example request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These read as different requests: a time-series example versus a DataForge + scraping service topic." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as above; similar subsystem, but not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same issue shape; these are duplicate reports of the same DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary correctly treats 45870/45871 and 45872/45873 as the two clear duplicate pairs based on identical titles/body sizes and strong soft similarity, and it conservatively separates 45869 as a different dataset-promo topic. The canonical choice is somewhat arbitrary because the cluster is split into two subtopics, but the writeup acknowledges that." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "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": "13c4421f10923f86c1225de8f5b8a5798517321a42849ed75f0bf4f7d0d8d8b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static-cache failures around linear-attention, but they read like different failure modes rather than the same exact bug: one reports shape corruption leading to a RuntimeError, the other a Qwen3.5-specific KeyError for `linear_attention`.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention shape corruption, which is more likely to subsume related downstream crashes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative issue for the cluster: it is more general and points to the core corruption mechanism rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: the titles suggest related static-cache linear-attention problems, but one is a shape-corruption RuntimeError and the other is a KeyError in Qwen3.5; there is not enough evidence they are 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": 22, + "component_count": 28, + "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": "d5356dd6209230e957377494603da1d5abf49bddaeb3c4114a4c4ff0243fc302", + "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": "The two issues are exact duplicates: same title, same underlying Wav2Vec2CTCTokenizer v5 bug, and identical content. The closed issue is the best canonical representative.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46551 is the older closed report, so it is the best canonical duplicate target for the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#46551 is suitable as the cluster anchor because it is the earliest and already closed, with the same full report as #46552.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Exact duplicate: identical title and description indicate the same tokenizer special-token leakage bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the same title, have the same body length, and the pair has perfect soft similarity (jaccard 1.0). Choosing the older closed issue #46551 as the canonical duplicate target is reasonable. The only caution is that the evidence shown is soft-similarity-based rather than a textual diff, but the conclusion and soft-edge accept are still conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "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": "961cfd9d8400fb105e53b9e6ebe367fca3164b4ba46f5142c4871ddd3234c1d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "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 both about object detection training, but they describe different failure modes: one is a tensor size mismatch, the other is an out-of-memory problem after several epochs. They do not look like the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the more concrete, symptom-specific report and reads like a distinct bug with a clear failure mode (tensor shape mismatch).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the better representative issue because it is more precise and actionable; #46692 appears to be a different runtime problem rather than a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor size mismatch vs. OOM after some epochs. Shared training context is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 28, + "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": "944059b76b57376d00d735cca1bcc08293e138ad289b457bdc808bd61dde4e96", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different failure modes in different code paths: ZeRO-3 zero.Init partitioning on multimodal model loading vs 4-bit auto device mapping incorrectly pushing modules to CPU. They are not duplicates and should not be clustered together.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue for the pair; the reports describe distinct bugs with different triggers and symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46823 is the more concrete and self-contained report, with a specific repro and clear observed error, so it is the better representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying problems: one is ZeRO-3 partitioning/OOM during multimodal model init, the other is 4-bit device_map dispatch incorrectly falling back to CPU and raising ValueError. They do not look mergeable 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": 25, + "component_count": 28, + "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-46906-20", + "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", + "issue:47377", + "issue:47390" + ], + "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:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "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:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47377|issue:47390", + "issue:47279|issue:47390", + "issue:47227|issue:47390", + "issue:47256|issue:47390", + "issue:47182|issue:47390" + ], + "prepared_review_unit_hash": "e7f0bc31337bced6a7981783a75a097c9c838b612cad9fa977caba45016ca801", + "component_budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 64, + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 64, + "serialized_chars": 34211, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a series of similarly titled daily \"integration failure triage\" issues for Serge, but they appear to be separate dated triage reports rather than the same underlying bug. The high textual similarity is driven by the shared template and recurring subsystem, not a duplicate code-path fix.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #47279 is the strongest representative of the series: it has the highest inbound reference count and clear discussion activity, making it the most central triage thread among otherwise very similar reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47279 is the best cluster representative because it appears to be the most referenced and active of the dated triage issues, while still matching the recurring Serge integration-failure pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same template and subsystem, but different dates; these look like separate triage reports, not the same bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "High textual similarity comes from the repeated triage format; no evidence of a shared underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different triage day and likely different failure instance; not a safe duplicate." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These are dated daily reports, not one concrete issue being reported twice." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Similar titles only; the date separation suggests distinct triage entries." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same recurring report template, but no sign they describe the same failure event." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates and no concrete shared bug details shown." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Looks like sequential daily triage, not duplicate content." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Only the title pattern matches; insufficient to treat as the same issue." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Likely separate daily triage instances rather than duplicate reports." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "No evidence these refer to one underlying bug; just the same reporting template." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different date-stamped triage issue, not a duplicate." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Recurring triage pattern only; not the same incident." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same broad subject, but different day and likely different failure instance." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "No concrete shared code-path bug is evident; reject as duplicate." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These read like consecutive triage logs, not one duplicated report." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Shared title pattern is not enough to merge them." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Date-separated triage issues; no same underlying defect shown." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Similar subject matter only, without concrete evidence of duplicate failure." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different daily triage entry; not the same bug report." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "No direct evidence these describe one shared incident; just recurring triage wording." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem, but different date-stamped report." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Looks like a separate triage issue for a later day." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Title similarity alone is not enough to collapse these." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Likely separate daily failures rather than one duplicated issue." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage format, but not the same underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different dated triage reports; reject duplicate merge." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No concrete evidence of one shared code-path problem." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Sequential triage issues, not a single duplicate report." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Similar broad topic, but distinct issue instances." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different date and no shared failure details shown." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same template only; not enough to consider the same bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Dated triage reports for different days; reject." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "No evidence of a single underlying defect; just recurring integration triage." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Same style of report, but different triage day and likely different incident." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "These appear to be adjacent daily triage entries, not one duplicated issue." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Title pattern is shared, but the reports are date-separated and distinct." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "No concrete shared bug details to justify merging." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same recurring triage thread, but not the same incident." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Different date-stamped issue; reject duplicate." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Likely separate daily reports in the same series." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Shared wording, but no evidence of one underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "These look like consecutive triage issues, not duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "No shared concrete code-path failure is shown." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same subsystem and template only; different report date." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Recurring triage issue, but not the same bug." + }, + { + "left": "issue:47182", + "right": "issue:47390", + "accept": false, + "reason": "Later triage report in the same series, not a duplicate." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "These are separate dated triage reports." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same broad category, but not same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "No evidence they target one code-path problem." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Date-stamped series items; do not merge as duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Only the triage template matches." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Later dated report, likely distinct from this one." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Adjacent daily triage entries, not one duplicate report." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No concrete shared failure description; reject." + }, + { + "left": "issue:47256", + "right": "issue:47390", + "accept": false, + "reason": "Separate triage days and likely separate incidents." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same template, but not enough to indicate the same bug." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "These appear to be different daily integration failure logs." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Recurring series, not a duplicate code-path issue." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Similar report format only; no sign of a shared underlying defect." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Different day and likely different integration failure instance." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "Later open triage issue, but still a separate dated report." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Same recurring triage topic, but not the same issue." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Adjacent entries in a recurring triage series; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 28, + "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": "014b38e647af7fd7921587428b634d8578d408bd68f5737aee02670e0794e650", + "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": "The two closed issues are likely duplicates based on the identical title and strong soft-similarity signal, but the available packet does not let us claim the bodies are textually indistinguishable. #46983 is the better canonical issue because it is slightly earlier and there is no stronger differentiator shown in the metadata.", + "confidence": 0.86, + "canonical_issue_reason": "#46983 and #46984 appear to describe the same request, but the evidence is limited to the same title and a high soft-similarity score; the packet does not expose body text, so the match should be stated cautiously. #46983 is slightly earlier.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the strongest single issue to keep because it is marginally earlier and there is no visible metadata that meaningfully distinguishes it from #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title plus a strong similarity signal is enough to treat these as the same underlying issue, though the evidence is not strong enough to claim the bodies are identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate inference is plausible, but the summary overstates the packet evidence. We only have same titles plus a soft-similarity signal and differing body lengths/discussion activity; we do not see body text to support \"textually indistinguishable\" or \"no distinguishing metadata.\" The soft-edge verdict is mostly conservative, but the canonicalization rationale should be phrased more cautiously." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "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": "7e0621cc02cf66cad2728bb9373015fcb7a8246e6278e10252dd93eccc91477a", + "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 but do not look like the same underlying report. They appear to be separate AI/cybersecurity topic submissions with overlapping buzzwords rather than duplicates of one concrete problem.", + "confidence": 0.69, + "canonical_issue_reason": "Issue #47007 is slightly more specific and reads like a distinct, self-contained topic with a clear framing around lessons learned from advanced LLMs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47007 is the better representative because its title is more concrete and less generic than #47015, making it the stronger standalone issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad AI-enabled vulnerability discovery theme, but the titles suggest different topic statements rather than the same bug, request, or code change. No explicit links, targets, or code evidence indicate duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "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": "6fd5c6355b92244d33c24cd829b28c3ad7c6cffefa2c07cd6044c8ad2c02c06d", + "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 and same apparent report. Issue #47138 is the slightly better canonical/best issue because it has marginally more activity and inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Choose #47138 as canonical because it appears first and has slightly more engagement (discussion activity 1 vs 0; inbound references 3 vs 2) while describing the same bug as #47139.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the best issue candidate because it is the same report as #47139 and has the stronger activity signal, making it the most likely primary thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and same underlying issue description; these are duplicate reports of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have identical titles and a perfect soft-similarity signal, so treating them as duplicates is conservative. Choosing #47138 as canonical is also supported by its slightly earlier timestamp, higher discussion activity, and more inbound references." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-78", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "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:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47336", + "pull_request:47360", + "pull_request:47374", + "pull_request:47383", + "pull_request:47384" + ], + "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:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47105|pull_request:47129", + "pull_request:47301|pull_request:47360", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47360|pull_request:47383", + "pull_request:47173|pull_request:47184", + "pull_request:47275|pull_request:47360", + "pull_request:47291|pull_request:47384", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47301", + "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:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:45157|pull_request:47093", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:46836|pull_request:47275", + "pull_request:45157|pull_request:46395", + "pull_request:46912|pull_request:47082", + "pull_request:47163|pull_request:47384", + "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", + "pull_request:46196|pull_request:46995", + "pull_request:47301|pull_request:47384", + "pull_request:47216|pull_request:47384", + "pull_request:47077|pull_request:47301", + "pull_request:47336|pull_request:47384", + "pull_request:44775|pull_request:47077", + "pull_request:47166|pull_request:47292", + "pull_request:46267|pull_request:47383" + ], + "prepared_review_unit_hash": "7f497b18cf59daa89da4e9f0d72d46410cc44fb1695c55a85863f958d30ba741", + "component_budget": { + "node_count": 78, + "item_count": 78, + "soft_pair_count": 212, + "serialized_chars": 267543, + "estimated_input_tokens": 66886, + "estimated_eval_tokens": 134028 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 53, + "serialized_chars": 126335, + "estimated_input_tokens": 31584, + "estimated_eval_tokens": 63424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs with one real duplicate family around the CohereASR/PPFormulaNet training-loss double-shift fix, plus one small duplicate pair for fixed_cross_entropy kwargs handling.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the best representative of the double-shift loss-fix family: it addresses the same concrete training-loss bug, covers the broader affected model set, and includes tests and explanatory comments.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the strongest canonical PR candidate in this cluster because it most completely captures the shared bug fix and broader scope of the duplicate family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy change: both pass supported CE kwargs (weight/label_smoothing) through to nn.functional.cross_entropy for the same issue." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying double-shift training-loss bug in CohereASR/related seq2seq heads; 47090 is a broader version of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift loss bug and same code path; 46958 is just a narrower implementation." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Different models and fixes: Zaya quantized-cache test skip vs MIMO v2 flash model/runtime changes." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR training-loss fix vs MusicGen generate typo; unrelated code paths." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32 module handling vs CohereASR loss logic; same area only at a very broad model-test level." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "XPU test expectation updates vs MIMO v2 flash model changes; not the same underlying bug." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "One removes a CI docker builder workflow, the other adds exporter dependencies to torch-light; different changes." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Exporter-test docker deps vs exporter docs refactor; same subsystem but not the same concrete change." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "MIMO v2 flash implementation fix vs TIPSv2 XPU test expectations; unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment cleanup vs deleting the docker image builder workflow; different modifications." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs PRs, but one is translation additions and the other is wording tweaks; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Torch-light dockerfile dependency additions vs Executorch exporter fixes; related theme, different bug/change." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "Docker builder removal vs CI OTEL workflow change; unrelated." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "VITS test re-enable vs RT-DETR converter key cleanup; unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47360", + "accept": false, + "reason": "Assisted-decoding docs update vs CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs translation vs kv-cache docs update; both docs-only but not the same artifact or fix." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Dino conversion/model modernization vs finegrained FP8 decode optimization; unrelated." + }, + { + "left": "pull_request:47360", + "right": "pull_request:47383", + "accept": false, + "reason": "CI workflow instrumentation vs Kimi integration tests; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "XPU expectation fixes vs Qwen3-Next accelerator-device-map test rename; different models and issues." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47360", + "accept": false, + "reason": "New EfficientViT-SAM model support vs CI workflow instrumentation; unrelated." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "Continuous-batching deprecation vs Gemma4 heterogeneous config refactor; not the same bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test tweaks vs XPU expectation fixes; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese docs changes vs assisted-decoding MTP docs; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46957", + "accept": false, + "reason": "RoPE tests vs a broad FP8/generation optimization PR; not the same fix." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47384", + "accept": false, + "reason": "MTP docs vs Gemma4 config-validation refactor; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Quantization test updates vs TIPSv2 XPU test fixes; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support vs deleting a CI docker builder workflow; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE test coverage vs MIMO v2 flash runtime changes; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU test additions vs MIMO v2 flash implementation changes; not the same bug." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation vs exporter-test docker image changes; different concrete work." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model addition vs EfficientViT-SAM model addition; different model integrations." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47384", + "accept": false, + "reason": "Paged-attention XPU tests vs Gemma4 config refactor; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 work vs EfficientViT-SAM model support; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability vs paged-attention XPU tests; different code paths." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47384", + "accept": false, + "reason": "OpenPangu-V2 model support vs Gemma4 config refactor; unrelated." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47384", + "accept": false, + "reason": "Offloading save_pretrained fix vs Gemma4 per-layer config refactor; different bugs." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47295", + "accept": false, + "reason": "Packed SDPA varlen routing vs DiffusionGemma decoder-mask casting; both attention-related but not the same change." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47179", + "accept": false, + "reason": "RoMa keypoint matcher vs Granite SWA 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"accept": false, + "reason": "Generation config deprecation and Quark config class update are unrelated." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", + "accept": false, + "reason": "Docs for assisted decoding vs offloading save-pretrained behavior are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model workstreams with no shared bug." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47383", + "accept": false, + "reason": "Compressed-tensors docs/quantization vs Kimi integration tests; unrelated." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47383", + "accept": false, + "reason": "Offloading save fix and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47387", + "accept": false, + "reason": "Nemotron Omni and one-to-many conversion support are different features." + }, + { + "left": 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They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "67dbe6b2ef95c942b2c3ec91b0a30ccbc93369724028c1ed5ed1fdcfde3978bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related dependency-maintenance PRs touching overlapping GitHub Actions workflows, but they target different action upgrades and different compatibility goals, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more specific change set: it consistently upgrades workflow actions for Node 24 compatibility. PR 42976 is a separate maintenance pass focused on newer action versions, especially docker/build-push-action, and is not the same concrete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative because it has a single clear purpose and a tighter scope. PR 42976 is broader and less clearly tied to the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they address different actions and different upgrade motivations. They do not appear to fix the same concrete code-path problem and would not naturally collapse 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": 5, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "4569f0c30adb6cdc11c6d5a86394448596e5dc03a3a3e194ff1e33ff6cff8f4b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share boilerplate around docs and auto registries, but they target different models and code paths, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are for different models and different implementations, with only superficial overlap in shared docs/auto-mapping scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better canonical representative for the cluster because there is no duplicate bug/change here; each PR stands on its own model integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model integrations with distinct model files, tests, and docs; shared auto-mapping/docs edits are just framework boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions. The overlap in toctree/auto files does not indicate the same underlying code change or fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM add different model families and separate converters/modeling/processor code paths; they are not mergeable as one PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model ports with different model-specific modules and tests. Similar registry/documentation edits are 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": "pull_request", + "component_index": 6, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "a44a4cd3644ecce752fc648729cecc3be87f17bc60ee269c5293172cb2ccee3d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19601, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: Whisper test/tokenizer cleanup, unrelated test assertions, an FP8 dequant/loading fix, a generation-validation change, a CI memory workaround, and two closely related YOLOS device-mismatch PRs. The only plausible duplicate/variant pair is the two YOLOS PRs, which share the same issue target and code path but are not identical fixes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong canonical PR winner is supported by the evidence. 46886 and 46922 are clearly related YOLOS variants, but 46922 also adds a separate runtime device-placement fix on top of the shared _no_split_modules change, so the pair should be treated as close variants rather than one being an obvious canonical duplicate.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, 46922 is the slightly broader representative because it includes the shared YOLOS fix plus the extra device-placement correction. That said, the evidence is still only strong enough to call 46886 and 46922 related variants, not a definitive duplicate/canonical match.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes vs unrelated CLIP/ViT test edits; only superficial test-fix similarity." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and bugs: Whisper decode logic vs FP8 dequant/loading fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper fix vs generation watermarking validation and model test updates; not the same change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/tests vs YOLOS device-mismatch fix; unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Unrelated test-only edits in model suites vs a CI memory/device_map workaround." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Both touch tests or fixes broadly, but the underlying bugs are different and not mergeable into one PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to generation config/watermarking fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and issues: test assertion noise vs YOLOS runtime device mismatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading code changes are unrelated to Phimoe CI environment patching." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different concrete problems: FP8 quantization/dequant path vs generation validation and Whisper-related updates." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared bug: FP8 kernel/loading fix vs YOLOS device placement fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config/watermarking validation is unrelated to the CI CPU-memory limit workaround." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and code paths: generation validation/Whisper vs YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI environment patching for Phimoe is unrelated to YOLOS model execution behavior." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS issue on the same model file and share the _no_split_modules fix; 46922 additionally adds a runtime device-placement correction, so they are close variants of the same underlying bug/change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the canonical selection is too strong for the evidence. PR 46886 and 46922 are clearly related and mergeable for the same YOLOS issue, but the packet does not support calling 46886 the best canonical representative or 46922 the \"narrower\" one; 46922 actually includes an extra runtime device-placement fix in addition to the shared _no_split_modules change. A more conservative conclusion would be that the two YOLOS PRs are closely related duplicates/variants, without asserting a clear canonical winner." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "65182f6be89bcd5279253b7391c8cac71dfa9ff868e9d498b076c8e841b09549", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate '[don't merge]' PRs used for different repo/CI checks; they are not duplicates of one another.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs change different surfaces and purposes (setup/version + test bot checks, comment/diff workflow plumbing, and a security-gate workflow trigger).", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the broadest representative of the cluster because it touches several CI/support files, but it is still distinct from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Setup/version/test-bot changes are unrelated to the security-gate workflow trigger change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They both mention test tooling, but one edits setup/versioning and a Vit test while the other rewires multiple CI/comment workflows; not the same code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub workflows, but they address different mechanisms: PR-comment/diff reporting versus a PR security gate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "462540f90ba9bfa482e61bef0787607024a31bc7477c167006d23ed124b75b5c", + "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 segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share pipeline/docs scaffolding, but they target different tasks and different model/test surfaces, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader representative: it adds a new visual segmentation pipeline with more model integrations and test coverage, making it the best stand-in for this similarity cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the strongest cluster exemplar because it touches the most related code paths and documentation around the new segmentation pipeline family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying feature requests: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same concrete change, and they would not plausibly be merged into a single PR without conflating two distinct tasks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "16380997705ffba1a958419674ab7f8b52685c599b345c37b56ce37d0b41dad8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests modify `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to Trainer extensibility, but not the same underlying bug/change and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more concrete and self-contained change, adding a loss-scaling hook in `training_step`; however, it is only a representative of this cluster, not a true duplicate canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: #43651 changes gradient accumulation loss normalization, while #43663 adds an overridable signature-column helper for input filtering. They are not the same bug or a single mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "bbf93bd2733599f6f83e863f6e32f3e3bd3b1559cd39540869444b05e3191b63", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention NameError, but they appear to fix different annotation/import problems rather than the same bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the tighter, more direct fix for the reported TypeAdapter NameError: it explicitly guards the pydantic import with TYPE_CHECKING and stringizes the validator annotation to avoid runtime import failure.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best single PR candidate because it directly targets the concrete failure mode described in its title and diff, with minimal unrelated typing changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but 43656 is a broader typing/future-annotations cleanup while 43842 specifically fixes missing-pydantic TypeAdapter handling; they do not look like the same underlying bug and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request: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", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "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": "cd0d46837dec2bcd05d2a1a0ae4a268d2d4fd5d72dceb55d3602d7dc78e5061f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of separate model-specific output-tracing refactors. The only strong duplicate-like overlaps are within GPT-Neo and within the GPT-J/CodeGen subgroup; the rest are different model code paths and should stay separate. I also corrected the 44066 vs 44085 verdict to stay grounded in the GPT-J file overlap rather than any unsupported model-name substitution.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest canonical representative for the GPT-J/CodeGen subgroup because it is the broadest explicit standardized-output-tracing refactor and overlaps the same concrete files/code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall PR representative for the cluster because it is the broadest late-stage GPT-J/CodeGen output-tracing change and subsumes the shared code-path overlap seen in 44066 and 44085.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "CVT/FNet and GPT-J are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet and DeBERTaV2 are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path in modeling_gptj.py, so they look like the same underlying refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are separate model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated model refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are not the same underlying fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same concrete bug." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT do not fix the same underlying issue." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are distinct model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are not the same bug fix." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are separate model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 do not share the same concrete bug." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTaV2 are unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen standardized output-tracing refactors, and 44722 is the broader later version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both point to the same GPT-J/CodeGen output-tracing refactor on the same files/code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are separate implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and Vits are different model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated concrete changes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering read is mostly grounded, but one soft-edge verdict is not precise: the pair `pull_request:44066` vs `pull_request:44085` is described as involving EfficientNet, which is not one of the PRs and is unsupported by the packet. That kind of model-name substitution is a precision error, so I can\u2019t accept this as fully conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "cdcb3d63fe605f99c53d4fd8d5ca968e4863ae0e139a060d3f1686a2b0ec95bd", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific refactors to standardized output tracing/capture across different architectures. They share a common pattern, but they do not look like the same underlying bug or change, so none of the PR pairs should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate canonical for the cluster because each targets a different model and code path. If one representative is needed, PR #44129 is the strongest exemplar due to its explicit issue link and concrete SpeechT5-specific output-tracing change.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best representative of the set: it is concrete, has an explicit tracking issue, and makes a focused model-specific refactor rather than a broad pattern-only change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they modify different model implementations (VisualBert vs TextNet) and are not the same code-path fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor theme, but different models (MPNet vs VisualBert) and different internal tracing setup; not mergeable as one PR for the same bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model-specific migrations in different files and code paths, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated implementations; the PRs share a pattern but not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5 are distinct model code paths, and SpeechT5 also includes an explicit issue-linked refactor; not the same concrete 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": 13, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "473bd213b52f864aafa3d6d1b1a8807755187359e2feec1751fd806e9d16e419", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39779, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39779, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-specific output-tracing refactors across different architectures (e.g. timm_backbone, MobilenetV1, DepthAnything, UperNet, RWKV, DPR, CodeGen). They share a naming pattern and a similar refactor theme, but not the same concrete bug or mergeable code change, so the soft edges should not be treated as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR cluster here; PR 44025 is the best representative anchor because it is a clear, self-contained output-tracing refactor spanning two closely related DepthAnything files.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the most suitable canonical example of the recurring refactor pattern: it is focused, self-contained, and touches a coherent pair of related model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); same refactor theme only, not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "timm_backbone and vision_text_dual_encoder are unrelated implementations; the shared output-tracing wording is too generic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and files (timm_backbone vs univnet); not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone and mamba/falcon_mamba are separate code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models (timm_backbone vs rwkv); cannot plausibly be merged as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobilenetV1 and univnet are different model families; same generic refactor theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobilenetV1 and UperNet touch different code paths and outputs; not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobilenetV1 vs DepthAnything are unrelated model implementations; the overlap is just the output-tracing refactor style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (MobilenetV1 vs VisionEncoderDecoder); not a single concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobilenetV1 and SpeechEncoderDecoder are separate code paths; shared theme is too broad." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet are unrelated models; same refactor label does not imply duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems (vision-text dual encoder vs UperNet); not one fixable bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "VisionTextDualEncoder and Mamba/FalconMamba are distinct code paths; not mergeable into one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "VisionTextDualEncoder vs DepthAnything are different model implementations; only the refactor pattern aligns." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated architectures; same generic output-tracing theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and Mamba/FalconMamba target different code paths and cannot be one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs DepthAnything is not the same underlying bug or change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different model families; shared refactor wording is insufficient." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and Mamba/FalconMamba are separate code paths; not a duplicate fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/FalconMamba and CodeGen are unrelated implementations; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen do not share a concrete bug or code path." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated model code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are distinct architectures; only the tracing refactor motif overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "VisionTextDualEncoder and CodeGen are unrelated changes despite similar refactor wording." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model families; not the same code-path fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are unrelated implementations; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are different model code paths; not a duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated; the similarity is superficial." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR do not fix the same underlying problem." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are separate code paths; not one mergeable fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different model wrappers; shared naming is too broad." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR target different model families and code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are different architectures, so this is not a duplicate PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR do not share the same underlying fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model paths; shared refactor label only." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different subsystems and cannot be merged into one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations; not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "f0e797a4a0f1034d2a251541e668f31556102197c5abac44c91e94cdc81dbddf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share only common Transformers integration scaffolding (auto classes, docs, tests), not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better canonical representative for the cluster if one must be chosen, because it is explicitly tied to issue #45027 and is a narrower, model-specific implementation request.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest single PR candidate overall due to its explicit issue target and focused scope; #44662 is also a standalone model implementation, but it is a different feature and not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Overlap is only in shared integration files and documentation, which is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "8093be75ecac1816cf3ebf0052a2555c49cff25d8f87c22282eb2c54666d1765", + "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": "These two pull requests are related in the broad area of module/kernel fusion, but they are not duplicates: #44979 introduces a generic Module Fusion API, while #45363 wires in a specific n-to-1 kernel fusion path through KernelConfig and integration/modeling changes. They address different layers of the feature stack and would not be merged as one PR without collapsing distinct work.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the broader, foundational change: it adds the new fusion API and tests, which the later kernel-fusion work can build on. #45363 is a narrower integration of that idea into a specific kernel-config path.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative of the cluster because it defines the core abstraction rather than one concrete application of it. #45363 is more specialized and depends on the broader fusion direction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but not the same underlying change. #44979 adds a generic Module Fusion API; #45363 implements a specific n-to-1 kernel fusion integration using KernelConfig and touches different code paths. They are complementary, not 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": 16, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "973bb6dc41d7796f41e8d893fc5ce8645629da7f3077c77d67c5c9ed1a86d44e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same code path; 45317 is the more complete version with tests, while 45086 is a smaller precursor.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose PR 45317 as canonical: it fixes the same AttributeError with the same code change, but also adds test coverage and has a clearer, final form of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it appears to fully resolve the bug and includes regression tests, making it the strongest standalone fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file; 45317 looks like a later, test-backed refinement of 45086, so they are mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "0d58aba46d0479c55349c0608971b906de344ccf05e96ef3e09f6817cea70d06", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related NemotronH pull requests, but they address different changes: one is a conversion-mapping/refactor step, the other is a broader model split into NemotronH Dense/Sparse with docs/tests and auto-mapping updates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete change set: it introduces the dense/sparse model split, updates docs and auto-mappings, and includes tests, making it the main user-facing implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative artifact for this cluster because it captures the full NemotronH rework rather than just a narrow conversion-mapping refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "These are related NemotronH changes but not the same underlying change. 45115 focuses on checkpoint conversion/weight renaming and inheritance refactoring, while 45569 splits NemotronH into dense/sparse variants with docs and test updates. They are not mergeable as one PR without conflating distinct scopes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "b49e53338ad530e376e378d22f2061c09f5c73cb6cb2005b3c347ce23de2dadd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both typing-related, but they address different scopes: #45415 is a broad type-checking sweep across many Transformers files, while #45425 is a focused typing-compatibility update centered on `modeling_utils` and shared typing helpers. They are not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused, self-contained typing change and is easier to treat as the representative PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45425 best fits as the representative PR because it targets a specific typing gap with a small, coherent set of code changes, whereas #45415 is a broad typing cleanup sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related files do not make these duplicates: #45415 is a broad type-checking pass across many modules, while #45425 adds specific typing protocol/alias support for `modeling_utils` and related helpers." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "2d73984e367fba9031201e7c1c2ceb63da301f8d4ca4579f6cfefe2144c3e202", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to expert parallelism loading, but they fix different bugs in different code paths: one preserves distributed_config and adds has_ep for accelerate/ZeRO-3 loading, while the other fixes expert parameters being overwritten during FSDP2/sharded loading. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate representative: the PRs address different EP loading failures with different root causes and fixes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the stronger standalone change because it fixes a concrete parameter-overwrite bug in the loading path and touches the relevant sharding hooks directly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs: 45548 preserves distributed_config and adds has_ep for accelerate/ZeRO-3 loading, while 45662 prevents expert weights from being overwritten during FSDP2/sharded loading. Shared EP theme is too broad to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "3c55040c70b66f655838bbf2e9a9fb4661b200008aaf15766350c19533440977", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision problem around `captured_info`/patched testing debug logs, and PR #45645 appears to subsume #45639 by adding the CI workflow-side log collection fix as well. They look like the same underlying change and could plausibly be merged into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe file handling plus the CI workflow change needed to preserve and aggregate the new per-worker logs, making it the more complete fix for the shared issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best overall representative because it covers the same bug as #45639 and adds the complementary workflow adjustment, so it better captures the full intended change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision fix for `captured_info` artifacts; #45645 includes the same `testing_utils.py` change and extends it with CI log collection, so the PRs are sufficiently overlapping to treat 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": 21, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "2188b0e5a9e626b2d21334771cb3b83124c6ba9c0858fc49304efdb9a9608f7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "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 are not duplicates: #46126 is a focused EP/Trainer integration change around tensor-parallel MoE routing, while #46269 is a broad distributed-branch base PR touching CI, FSDP, and many unrelated distributed files.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the better canonical PR because it is the more specific, self-contained change centered on EP routing and Trainer integration; #46269 is a large umbrella branch-base PR with many unrelated distributed/CI edits.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best standalone PR in this cluster: it has a concrete code-path goal and a narrow scope, whereas #46269 is too broad and mixes multiple subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: despite overlapping distributed filenames, the PRs target different work. #46126 implements EP routing/Trainer integration for MoE, while #46269 is a broad distributed branch-base change with FSDP CI and many unrelated updates; they do not look mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "49a84bc60c8cc02dc3d15abaa38a6a206f4a8a3e268bd5dfad4b4a87c0c5f583", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs. The only dense similarity group is the pr-ci-security-gate.yml series, but those PRs make different incremental edits rather than fixing the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best canonical representative because it is the most substantive anchor in the largest near-similar group (pr-ci-security-gate.yml) and the later PRs look like separate follow-up edits rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest representative of the cluster\u2019s only meaningful sub-group: it makes the concrete security-gate workflow fix that the later pr-ci-security-gate PRs build on, while the rest are clearly separate workflow chores.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different purposes: self-comment-ci stdin handling vs pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different purposes; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different purposes; not mergeable as one fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different purposes; no shared concrete bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different purposes; self-comment-ci vs build-ci-docker-images." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "ssh-runner hardening and benchmark trigger changes are unrelated workflow edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "ssh-runner hardening vs anti-slop permissions change; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "ssh-runner hardening vs assign-reviewers checkout ref change; unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "ssh-runner hardening vs pr-ci-security-gate logic; different workflows and fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different concrete changes; not duplicates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change and benchmark trigger change are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions change vs assign-reviewers checkout ref; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions change vs build-ci-docker-images commit-message handling; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concrete changes; not the same fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref change and benchmark trigger change are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers checkout ref change vs build-ci-docker-images change; unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different concrete changes; not duplicates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger condition change vs build-ci-docker-images commit-message handling; unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different purposes; no shared underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci-docker-images token-safe grep change vs pr-ci-security-gate workflow security changes; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci-docker-images change and pr-ci-security-gate change are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but the diffs are different concrete edits to the workflow, so they are not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but this is a different incremental edit to pr-ci-security-gate.yml, not the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but the change is a separate follow-up from the security-gate fix; not one duplicate change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but different concrete edits and intents; not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different concrete edits and intents; not the same change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but these are distinct incremental updates, not one underlying bugfix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes; build-ci-docker-images vs pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different purposes; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Unrelated workflow changes; build-ci-docker-images vs pr-ci-security-gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different purposes; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "c34e0d8dc5e468cc7b3f18ea450c4be5e1251da703066ca81fa3a19049599e2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4882, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4882, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same off-by-one bug in the sliding-window mask right boundary (`-dist <= right_window_size` vs `<`). PR 47162 is the more complete fix because it also updates Gemma4 and adds tests, while PR 46310 is the narrower MoonshineStreaming-only version.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it fixes the same off-by-one mask bug in MoonshineStreaming and also applies the same correction to Gemma4 with accompanying tests, making it the more complete representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest standalone PR in the cluster: it covers the same concrete bug, includes the broader affected model path, and adds test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one right-window masking bug in the sliding_window_mask_function; 47162 is a superset-like follow-up that fixes the same code-path and could plausibly be merged into one PR with 46310." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "ca1d1881bbcd3b05cd0c9156cf25222a9f3c300b0ec74df5e86c8992bc6e1db8", + "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 two PRs are unrelated tokenizer fixes: one changes CodeLlama decode behavior to preserve leading spaces, the other changes AutoTokenizer checkpoint-prefix handling for DeepSeek-Coder/DeepSeek-LLM. They touch different code paths and are not candidates for consolidation.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different tokenizer subsystems and do not represent the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster, because there is no duplicate relationship here; each PR is independently scoped to a separate issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different problems and code paths: CodeLlama decoder stripping vs DeepSeek checkpoint-to-tokenizer-class resolution. 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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "3ee25ce94368dc657295d9d2975ae31780dc5200b57b9d8f64609ae7c0f2800c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (both fix padding-mask handling in linear/recurrent attention models), but they target different code paths and failure modes: one is a model-forward guard for batch-size-1 masking, the other is recurrent mask creation for continued forwards/chunked prefill/cache continuation.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better canonical PR because it fixes the more general masking utility path, has an explicit issue target, and covers the shared recurrent-forward bug across several models.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the stronger representative of the cluster because it addresses the core reusable mask-construction logic rather than a single forward-path condition in specific models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Do not merge: #46773 fixes skipping padding masks when batch size is 1 in linear-attention model forwards, while #47087 fixes recurrent padding-mask creation being skipped on continued multi-token forwards. They overlap in theme but are different bugs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "a72e5ecf07f255b351ff3b9f267315a0e06f367d43cba3abce16b77b3ae73b9a", + "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": "These three PRs are only superficially similar: they all touch Transformers infrastructure, but they fix different concrete code paths. PR 47074 normalizes AnyToAnyPipeline input keys, PR 47076 validates Gemma4 audio placeholder batching, and PR 47195 corrects a generation candidate length cap. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No pair looks like the same underlying change, so there is no true canonical duplicate PR. If one PR must stand in as the cluster representative, 47074 is the broadest and most central user-facing fix because it addresses the pipeline input-key mismatch directly.", + "best_issue_reason": null, + "best_pr_reason": "47074 is the best representative of the cluster only in a loose sense: it is a clear, self-contained fix with the broadest impact and strongest evidence of user-facing behavior correction. It is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both relate to multimodal inputs, but the concrete bugs differ: 47074 fixes the AnyToAnyPipeline passing `videos` instead of `video`, while 47076 adds Gemma4 processor validation for audio/image placeholder batching. Different components and different failure modes." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "These address unrelated code paths: 47074 is a multimodal pipeline key normalization fix, while 47195 changes the candidate generation length cap in decoding. Shared Transformers context is too broad to treat as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310", + "pull_request:47380" + ], + "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:47282", + "pull_request:47124|pull_request:47380", + "pull_request:47124|pull_request:47281", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" + ], + "prepared_review_unit_hash": "70321143d91dfd8dce53711048e6927eda39cd88c02a960cf15b675f3cf1c5e9", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28959, + "estimated_input_tokens": 7240, + "estimated_eval_tokens": 14736 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28959, + "estimated_input_tokens": 7240, + "estimated_eval_tokens": 14736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated auto-generated PRs across different models and failure modes. The real duplicate subclusters are MiniMax-M3-VL load_error fixes and Mamba2 OOM fixes; the EdgeTam mixed bundle 47224 is not a conservative duplicate of 47122 and should be rejected.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "47280 is the strongest representative of the MiniMax-M3-VL load_error subcluster: it fixes the same loading path as 47123, but with the more complete offload-folder handling and cleanup.", + "best_issue_reason": null, + "best_pr_reason": "47280 is the cleanest focused PR in the MiniMax-M3-VL duplicate subcluster and best represents the underlying load_error workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and code paths: EdgeTam kwargs cleanup vs GLM46V modular changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failure modes: EdgeTam import_or_config vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and fixes: EdgeTam kwargs cleanup vs MiniMax-M3-VL offload-folder loading." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "Reject conservatively: 47224 is a mixed multi-file bundle, so it does not cleanly look like a single-PR duplicate of the EdgeTam fix even though it shares that code hunk." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Unrelated models and problems: EdgeTam import_or_config vs Gemma3 generation-config behavior." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error workaround in the same test path; both add offload-folder handling for auto device_map loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error test fixes, but for different models and likely different root causes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes: MiniMax-M3-VL load_error vs GLM46V changes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and failure modes: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and behaviors: Falcon-Mamba output mismatch vs Gemma3 generation-config change." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and problems: Falcon-Mamba output mismatch vs Mamba2 OOM test fix." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and failure causes: Falcon-Mamba output mismatch vs Mamba2 OOM cleanup." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and code paths: Falcon-Mamba test outputs vs GLM46V modular changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different load_error fixes: DeepSeekV3.2 vs MiniMax-M3-VL." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and causes: DeepSeekV3.2 load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and code paths: DeepSeekV3.2 test loading vs GLM46V model changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and fixes: MiniMax-M3-VL load_error workaround vs GLM46V modular changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and failure types: MiniMax-M3-VL load_error vs Gemma3 generation-config behavior." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated issues: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and problems: GLM46V modular refactor vs Mamba2 OOM." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same Mamba2 OOM/test instability in the same file; both reduce memory pressure and could plausibly be merged into one fix." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and failure modes: Mamba2 OOM vs Gemma3 generation-config change." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and unrelated fixes: MiniMax-M3-VL load_error vs Mamba2 OOM." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated fixes: Gemma3 generation-config behavior vs Mamba2 OOM cleanup." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and code paths: Falcon-Mamba output mismatch vs DeepSeekV3.2 load_error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster summary is plausible, but one soft-edge acceptance is too aggressive for the packet: 47122\u201347224. PR 47224 is a mixed bundle across several files/models, so it does not cleanly look like a single-PR duplicate of the EdgeTam fix even though it shares that code change. Because the instructions call for conservative verdicts and rejecting pairs that do not clearly look mergeable into a single bugfix PR, this makes the output non-conservative. The other accepted pairs are better grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "c8d974fa56edd6af094727fe6084237f11b7166837918d20545a859c78519aab", + "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": "These are related chat CLI URL-fix PRs, but they target different fixes/issue tracks and use different approaches: one normalizes a `/v1` base in the interface, the other routes management calls to the service root for model loading. They are similar enough to compare, but not the same duplicate change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47303 is the better representative because it expresses the broader service-root routing fix more clearly and directly updates the management call site, while 47140 is a narrower `/v1` base normalization variant tied to a different issue.", + "best_issue_reason": null, + "best_pr_reason": "47303 is the strongest single PR in the cluster: it has the clearer intent, explicit management-root routing behavior, and a more targeted code path. 47140 is adjacent but not the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Both address chat CLI management URL handling, but 47140 normalizes the interface base URL for `/v1` generally, while 47303 routes a specific management request to the service root. Different issue targets and different concrete code-path fixes make them too distinct to treat 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": 31, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "26064551f9eacd3358862f8555d8fa17c1c122d7822a7dd9054b5b7758879c50", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4417, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4417, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are in different parts of the library and fix unrelated problems: one adjusts label smoothing under gradient accumulation in training, the other adds/validates min_tokens_to_keep for TopHLogitsWarper in generation.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the stronger representative of the cluster because it is a focused bug fix with an explicit issue target and a clear code-path change; 47262 is a separate generation feature/bug fix unrelated to training loss scaling.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the best standalone representative, but only because it is the more concrete bug fix; it should not be treated as a duplicate of 47262.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Reject: they address different subsystems and different failure modes. 47261 fixes label smoothing loss scaling during gradient accumulation in Trainer, while 47262 changes TopHLogitsWarper behavior and validation in generation. They are not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/manifest.json b/snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..a5f6432174ff2417b818c82644c66d82eb5133d6 --- /dev/null +++ b/snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260718t060036z", + "artifacts": { + "hybrid": "snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-18T06:12:23Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260718T060036Z", + "variant": "hybrid" +} diff --git a/snapshots/20260718T060036Z/manifest.json b/snapshots/20260718T060036Z/manifest.json index 97c6284e5af39bca050b713c47e6abeeb5514157..c7d6a0f4f9db8666655a5a38b09f1064b834f262 100644 --- a/snapshots/20260718T060036Z/manifest.json +++ b/snapshots/20260718T060036Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 146 }, "extracted_at": "2026-07-18T06:00:36Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260718t060036z", + "runs": { + "hybrid-model-20260718t060036z": { + "analysis_id": "hybrid-model-20260718t060036z", + "artifacts": { + "hybrid": "snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260718T060036Z/analysis-runs/hybrid-model-20260718t060036z/manifest.json", + "model": null, + "published_at": "2026-07-18T06:12:23Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260718T060036Z", "watermark": {