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17, - 22 - ], - [ - 319, - 324 + 356, + 362 ] ], "right_ranges": [ [ - 17, - 22 - ], - [ - 319, - 324 + 356, + 362 ] ] }, { - "filename": "src/transformers/models/nemotron_h/modeling_nemotron_h.py", + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", "left_ranges": [ [ - 109, - 114 - ], - [ - 291, - 300 - ], - [ - 361, - 370 - ], - [ - 396, - 409 - ], - [ - 435, - 444 + 269, + 275 ] ], "right_ranges": [ [ - 109, - 114 - ], - [ - 291, - 300 - ], - [ - 361, - 370 - ], - [ - 396, - 409 - ], - [ - 435, - 444 + 269, + 275 ] ] - }, + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ { - "filename": "src/transformers/models/youtu/modeling_youtu.py", + "filename": "src/transformers/integrations/integration_utils.py", "left_ranges": [ [ - 222, - 227 - ], - [ - 261, - 272 + 2227, + 2241 ], [ - 312, - 323 + 2303, + 2309 ] ], "right_ranges": [ [ - 222, - 227 - ], - [ - 261, - 272 + 2278, + 2291 ], [ - 312, - 323 + 2309, + 2322 ] ] } @@ -4865,29 +3203,58 @@ ] }, { - "cluster_id": "cluster-46504-2", + "cluster_id": "cluster-46836-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46716, + "canonical_pr_number": 46836, "issue_numbers": [], "pr_numbers": [ - 46504, - 46716 + 46836, + 47387 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46504, - "right_pr_number": 46716, - "code_similarity": 0.2, - "size_similarity": 1.0, + "left_pr_number": 46836, + "right_pr_number": 47387, + "code_similarity": 0.022, + "size_similarity": 0.049, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.0, + "patch_similarity": 0.082, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46509-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46509, + "issue_numbers": [], + "pr_numbers": [ + 46509, + 47163 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46509, + "right_pr_number": 47163, + "code_similarity": 0.006, + "size_similarity": 0.012, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.024, "shared_filenames": [], "shared_file_areas": [] } @@ -5171,13 +3538,12 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-7", - "canonical_issue_number": 46894, + "cluster_id": "cluster-44843-4", + "canonical_issue_number": 45081, "duplicate_issue_numbers": [ - 46897, - 46901 + 44843 ], - "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-44843-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -5207,28 +3573,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43451-15", - "canonical_pr_number": 47291, - "duplicate_pr_numbers": [ - 43451, - 45157, - 46509, - 46836, - 47003, - 47143, - 47163, - 47166, - 47210, - 47292, - 47301, - 47322, - 47336, - 47387 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-15 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -5265,13 +3609,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-45081-3", + "cluster_id": "cluster-44843-4", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-44843-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45561-3", @@ -5310,13 +3654,31 @@ "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-46504-2", - "canonical_pr_number": 46716, + "cluster_id": "cluster-46509-2", + "canonical_pr_number": 46509, + "duplicate_pr_numbers": [ + 47163 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46509-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46614-3", + "canonical_pr_number": 46687, + "duplicate_pr_numbers": [ + 47461 + ], + "target_issue_number": 46614, + "reason": "PRs in cluster-46614-3 are treated as duplicates because they converge on issue #46614 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46836-2", + "canonical_pr_number": 46836, "duplicate_pr_numbers": [ - 46504 + 47387 ], "target_issue_number": null, - "reason": "PRs in cluster-46504-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -5328,24 +3690,31 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-7", - "canonical_pr_number": 46903, + "cluster_id": "cluster-46894-3", + "canonical_pr_number": 47090, "duplicate_pr_numbers": [ - 46895, - 46958, - 47090 + 46958 ], "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." + "reason": "PRs in cluster-46894-3 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47123-2", - "canonical_pr_number": 47123, + "cluster_id": "cluster-47122-11", + "canonical_pr_number": 47122, "duplicate_pr_numbers": [ - 47280 + 47123, + 47224, + 47266, + 47280, + 47281, + 47282, + 47310, + 47380, + 47443, + 47444 ], "target_issue_number": null, - "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47122-11 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -5355,64 +3724,18 @@ ], "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-47175-3", - "canonical_pr_number": 47298, - "duplicate_pr_numbers": [ - 47175, - 47294 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47175-3 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47282-2", - "canonical_pr_number": 47380, - "duplicate_pr_numbers": [ - 47282 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47306-2", - "canonical_pr_number": 47367, - "duplicate_pr_numbers": [ - 47306 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47306-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47429-3", - "canonical_pr_number": 47434, - "duplicate_pr_numbers": [ - 47431 - ], - "target_issue_number": 47429, - "reason": "PRs in cluster-47429-3 are treated as duplicates because they converge on issue #47429 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47443-2", - "canonical_pr_number": 47444, - "duplicate_pr_numbers": [ - 47443 - ], - "target_issue_number": null, - "reason": "PRs in cluster-47443-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "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 + "cluster_id": "cluster-47138-4", + "issue_number": 47138, + "reason": "Issue #47138 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 1 discussion comments plus 3 inbound references.", + "score": 145.0 }, "best_pr": { - "cluster_id": "cluster-43451-15", - "pr_number": 47291, - "reason": "PR #47291 is the strongest global PR candidate because it is open, belongs to a cluster with 15 artifacts, links to 1 issues, and carries 7 review/discussion events.", - "score": 288.968 + "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 03f952e3de27e78a7e1bbf8e8eaa33e658cbe7b2..53de08fde61f116214aea66b300bd0aba6a8fd7d 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": "20260721T120029Z", - "generated_at": "2026-07-21T12:17:23Z", + "snapshot_id": "20260721T180022Z", + "generated_at": "2026-07-21T18:20:54Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,17 +16,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:24643", "issue:30277", - "issue:34634", "issue:34928", "issue:35308", "issue:35545", "issue:36010", "issue:36331", "issue:39290", + "issue:39921", "issue:41720", "issue:41762", "issue:42915", @@ -71,32 +71,37 @@ "issue:44322|issue:45464", "issue:45237|issue:45685", "issue:43716|issue:45237", + "issue:39921|issue:44918", "issue:43828|issue:45237", + "issue:39921|issue:43039", "issue:45237|issue:46468", + "issue:39921|issue:45685", "issue:45237|issue:45507", + "issue:35545|issue:39921", "issue:30277|issue:35545", + "issue:39921|issue:44805", + "issue:39921|issue:43716", "issue:35545|issue:42915", "issue:35545|issue:41720", "issue:45901|issue:46015", "issue:35545|issue:36010", + "issue:44509|issue:44512", "issue:44918|issue:46165", "issue:46165|issue:46869", - "issue:44509|issue:44512", "issue:44805|issue:45823", "issue:43638|issue:44805", "issue:43638|issue:46165", "issue:43596|issue:44805", - "issue:46165|issue:46468", "issue:44805|issue:46294", + "issue:46165|issue:46468", "issue:44805|issue:45161", "issue:44560|issue:46165", - "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", "issue:43039|issue:45161", "issue:43975|issue:44457", - "issue:34928|issue:35308", "issue:44292|issue:44457", + "issue:34928|issue:35308", "issue:44841|issue:46661", "issue:24643|issue:30277", "issue:43716|issue:46869", @@ -105,6 +110,7 @@ "issue:34928|issue:36331", "issue:45859|issue:45902", "issue:43638|issue:45161", + "issue:34928|issue:39921", "issue:43596|issue:45161", "issue:43716|issue:45507", "issue:44292|issue:45237", @@ -125,268 +131,376 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "c3f0733f3faf3108311db38eaff747a2f6f2a23d253c5ebbf15e5f377281d3be", + "prepared_review_unit_hash": "cf2069759dc61095d62a46725beaffe0e4146f1967b6cac069e771ed3ce4a53c", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 56, - "serialized_chars": 44520, - "estimated_input_tokens": 11130, - "estimated_eval_tokens": 22516 + "soft_pair_count": 62, + "serialized_chars": 46353, + "estimated_input_tokens": 11589, + "estimated_eval_tokens": 23434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated model/runtime issues. I found one strong duplicate pair around DeepSpeed ZeRO-3 + BertModel index errors; the rest are not the same concrete bug/change. No PRs are present.", + "summary": "This cluster is mostly a mixed bag of unrelated issues with a few real duplicate subclusters. The clearest duplicates are the DeepSpeed ZeRO-3 index-out-of-bounds reports, the torch 2.4.1 compatibility reports, and the Qwen3.5MoE rotary-embedding materialization/offload regressions; the two docs-v5 cleanup issues also look like the same documentation drift.", "confidence": 0.81, - "canonical_issue_reason": "issue:43596 is the clearest representative of the confirmed duplicate pair: it states the exact ZeRO-3/BertModel index-out-of-bounds failure in a concise form, and the paired issue adds only a minor wording variation.", + "canonical_issue_reason": "Issue 41762 is the strongest anchor for the genuine duplicate subcluster: it has the clearest concrete DeepSpeed ZeRO-3 load failure (`index 0 is out of bounds for dimension 0 with size 0`) and substantial discussion, making it the best representative of that bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue to keep as canonical because it most directly describes the shared failure mode and appears to be the cleaner original report.", + "best_issue_reason": "Issue 41762 is the best overall issue in this set because it is the most clearly scoped, reproducible, and discussed report of the zero-sized tensor/index failure path; it also matches the broader ZeRO-3 duplicate cluster better than the more incidental reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: Qwen3.5 config attribute error vs streaming chat/completions failure." + "reason": "Different failures: Qwen3.5 config attribute error vs chat/completions streaming inference on Qwen3.5-0.8B." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated backends and errors: AMD GPU model failure vs MPS histogram op missing for Int." + "reason": "Different problems: AMD GPU failure for GPT-OSS-20B vs MPS histogram kernel not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different issue types and code paths: image-preprocessor dtype mismatch vs AMD GPU model loading/runtime failure." + "reason": "Different code paths: image-preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:39921", + "right": "issue:44918", + "accept": false, + "reason": "Both involve model/token handling, but the reported bugs are different: Gemma3N special-token projection vs Qwen3.5 input embeddings with TRL SFT." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype-related, but they are different models and likely different failure sites." + "reason": "Autocast dtype mismatch is not the same as the AMD GPU device-map failure." + }, + { + "left": "issue:39921", + "right": "issue:43039", + "accept": false, + "reason": "Unrelated issues: special-token projection error vs Liger Kernel cross-entropy being called." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models/examples and no shared concrete bug path." + "reason": "Different models and failures; no shared underlying bug." + }, + { + "left": "issue:39921", + "right": "issue:45685", + "accept": false, + "reason": "Gemma3N token projection and MPS Int histogram error are unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and error types; not the same underlying bug." + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid-method call are distinct." + }, + { + "left": "issue:35545", + "right": "issue:39921", + "accept": false, + "reason": "ModernBERT ONNX export error is unrelated to Gemma3N special-token projection." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated failures." + }, + { + "left": "issue:39921", + "right": "issue:44805", + "accept": false, + "reason": "Special-token projection error and mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:39921", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3N special-token issue does not match the image dtype mismatch bug." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export failures with no shared code-path evidence." + "reason": "ONNX export failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs auto device-map cuda assert; different failures." + "reason": "ModernBERT ONNX export and Qwen3 auto-device-map cuda assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs documentation cleanup; not the same bug/change." + "reason": "Different topics: table-question-answering crash vs outdated RAG docs." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue and GenerationMixin import error are unrelated." + "reason": "ONNX export issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both are the same kind of v5 documentation cleanup: stale docs still mention removed features/commands." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT unpacking failure and resume/trust-remote-code issue are different training paths." + "reason": "Different issues: TRL SFT embedding unpacking vs training resume with trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device-map failure." + "reason": "Resume/trust_remote_code problem is unrelated to YOLO multi-GPU device-map auto failure." }, { - "left": "issue:44509", - "right": "issue:44512", + "left": "issue:44805", + "right": "issue:45823", "accept": false, - "reason": "Both are docs regressions, but they concern different removed content and are not the same change." + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are not the same underlying bug." }, { - "left": "issue:44805", - "right": "issue:45823", + "left": "issue:43638", + "right": "issue:44805", "accept": false, - "reason": "Mask-shape mismatch is not the same as Gemma4 PLE device-mapping failure." + "reason": "Both mention errors during loading/training, but the specific failures differ: ZeRO-3 index OOB vs mask/tensor shape mismatch." }, { "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index OOB is unrelated to resume/trust_remote_code handling." + }, + { + "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-like, but one is ZeRO-3/Bert loading and the other is a mask/tensor shape mismatch." + "reason": "Different concrete failures: ZeRO-3 index OOB vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to video feature/token count mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Model resume issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl is unrelated to resuming training with remote code." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero-sized tensor index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 + BertModel index-out-of-bounds failure, with only minor wording differences about pretrained state." + "reason": "Same failure mode: DeepSpeed ZeRO-3 initialization/loading hits `index 0 is out of bounds for dimension 0 with size 0` on BERT models." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy usage and GPT-OSS TP failure are different problems." + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save/reload mismatch are different bugs." + "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are not the same bug." }, { - "left": "issue:34928", - "right": "issue:35308", + "left": "issue:44292", + "right": "issue:44457", "accept": false, - "reason": "Different distributed-training failures: activation checkpointing/FSDP mismatch vs IterableDataset length crash." + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/reload inconsistency are unrelated." }, { - "left": "issue:44292", - "right": "issue:44457", + "left": "issue:34928", + "right": "issue:35308", "accept": false, - "reason": "NVFP4 runtime error and LoRA merge inconsistency are unrelated." + "reason": "Activation-checkpoint/FSDP recompute size mismatch and iterable-dataset length crash are different training failures." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are separate issues." + "reason": "Processor failure for Voxtral and remote-code `config_class` AttributeError are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete failures and code paths differ." + "reason": "Different DeepSpeed errors on different code paths; not the same underlying bug." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and device-mapping contexts; no same underlying bug shown." + "reason": "Image-preprocessor dtype mismatch and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:34928", - "right": "issue:41720", + "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing shape mismatch and CUDA assert on auto device mapping are unrelated." + "reason": "Different shape mismatch contexts and triggers; not the same bug." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram limitation and YOLO multi-GPU device-map failure are unrelated." + "reason": "MPS histogram kernel limitation is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 index OOB and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA weight merge inconsistency are different regressions." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 failure and GPT-OSS AMD GPU failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpoint mismatch is unrelated to Qwen3 auto-device-map CUDA assert." }, { "left": "issue:45800", "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility breakage." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image dtype mismatch and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Both mention torch 2.4.1 compatibility, but the titles are too generic to confirm the same concrete failure mode." + "reason": "Device mismatch in Gemma4 PLE and expensive reverse embedding lookup are different forward-path problems." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are different reports." + "reason": "Generic torch compatibility issue and Qwen-3-8B-NVFP4 runtime error are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different bugs." + "reason": "Autocast dtype mismatch is not the same as the GPT-OSS TP-only issue." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm error and Mistral-3 image-preprocessor dtype mismatch are unrelated." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to image preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model families and different dtype/runtime failure contexts." + "reason": "Different failures and different models; no duplicate evidence." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Image-preprocessor dtype mismatch vs MPS histogram op issue are unrelated." + "reason": "Mistral image dtype mismatch and MPS histogram Int error are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoE invalid method call and MPS Int histogram limitation are different bugs." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram kernel limitation are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime error and TRL SFT input embedding unpacking failure are different code paths." + "reason": "Qwen-3-8B-NVFP4 runtime issue and TRL SFT embedding unpacking are different problems." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model families and failure mechanisms." + "reason": "Different models and failure modes; not the same underlying bug." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Unpacking Qwen3.5 embeddings in TRL and GPT-OSS TP failure are not the same underlying issue." + "reason": "TRL SFT embedding issue and GPT-OSS TP-only issue are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking failure are unrelated." + "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are different bugs." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and BertModel ZeRO-3 IndexError are similar in shape, but they involve different model families and likely different code paths." + "accept": true, + "reason": "Same concrete DeepSpeed ZeRO-3 bug: loading/training with zero-sized tensors leads to `index 0 is out of bounds for dimension 0 with size 0`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted pair, issue:43596 vs issue:43638, is supported by near-identical ZeRO-3/BertModel IndexError titles, while the other soft pairs are rejected with appropriately cautious reasoning. No PRs are present, and the summary does not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are well supported by the titles/discussion context, especially the DeepSpeed ZeRO-3 duplicates, the torch 2.4.1 compatibility pair, and the docs-v5 cleanup pair. I don\u2019t see a clear overstatement that would require rejection." }, "evaluator_used": true, "retried": false, @@ -405,12 +519,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:30277", - "issue:34928", "issue:35308", - "issue:36010", "issue:36331", "issue:39290", "issue:41093", @@ -421,6 +533,7 @@ "issue:43296", "issue:43425", "issue:43531", + "issue:43541", "issue:43596", "issue:43638", "issue:43792", @@ -433,7 +546,6 @@ "issue:43975", "issue:44292", "issue:44512", - "issue:44560", "issue:44589", "issue:44805", "issue:44841", @@ -441,7 +553,8 @@ "issue:45020", "issue:45070", "issue:45237", - "issue:45685", + "issue:45362", + "issue:45464", "issue:45800", "issue:45812", "issue:45823", @@ -453,259 +566,298 @@ "issue:46402", "issue:46772", "issue:46901", + "issue:47228", "issue:47394", "issue:47448" ], "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:39290|issue:41720", "issue:43866|issue:46402", - "issue:45237|issue:45901", - "issue:44589|issue:46304", "issue:44841|issue:47448", + "issue:44589|issue:46304", + "issue:45237|issue:45901", "issue:41762|issue:43596", - "issue:43039|issue:44560", "issue:43901|issue:44512", - "issue:45823|issue:46294", "issue:44841|issue:45823", + "issue:45823|issue:46294", "issue:43975|issue:46015", "issue:45020|issue:46304", - "issue:43866|issue:46772", "issue:44863|issue:46015", + "issue:43866|issue:46772", "issue:35308|issue:42617", "issue:45812|issue:45920", "issue:43872|issue:46304", - "issue:44292|issue:46015", "issue:46901|issue:47394", + "issue:44292|issue:46015", "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:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464" ], - "prepared_review_unit_hash": "ea7126327cd3db397fbf93dc7b6294a97180b36a0ca64e7b6331c3c25502a8df", + "prepared_review_unit_hash": "14086974c4bba7b8d56d247fe3710494e9ff249ca2de5d29e5ff3b73968f7819", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37799, - "estimated_input_tokens": 9450, - "estimated_eval_tokens": 19156 + "soft_pair_count": 36, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous rather than one duplicate set. Two pairs look like genuine duplicates: the DeepSpeed ZeRO-3 zero-length/index-out-of-bounds load failure, and the v5 AutoTokenizer wrong-token-IDs regression across multiple model families. The rest are distinct bugs or docs issues.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into unrelated subtopics. If one issue has to represent the strongest duplicate subgroup, issue 45920 is the best umbrella for the broad AutoTokenizer regression.", + "summary": "The cluster is mostly a set of unrelated issue reports around different model-specific regressions, docs breakages, and compatibility problems. I only see two strong duplicate pairs: the ZeRO-3 zero-length index error during model loading, and the v5 AutoTokenizer wrong-token regression across model families. No pull requests were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader, cross-model AutoTokenizer regression in v5 and is more representative than the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest overall issue candidate because it describes a broad, clearly scoped regression affecting multiple model families and can subsume the narrower Granite report.", + "best_issue_reason": "issue:45920 is the strongest global issue representative: broad impact, clear regression framing, and it captures the shared tokenizer bug affecting multiple model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs complaints, but they concern different removed APIs and different pages; not the same underlying bug/change." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Different failures: autocast dtype mismatch on Phi-tiny-MoE vs MPS histogram not implemented for Int." + "reason": "Both are docs problems, but they refer to different broken references and different pages; not the same underlying change." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy behavior is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Different failures: Liger Kernel cross_entropy usage vs autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Distributed collective mismatch vs a CustomTrainer kwarg signature error; different code paths." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Activation-checkpoint/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." + "reason": "Unrelated training/runtime issues: ZeRO-3 collective mismatch versus a CustomTrainer signature error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + "reason": "Different domains entirely: AMD GPU runtime failure versus outdated RAG documentation." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue is not the same as the mask/tensor shape mismatch." + "reason": "Cross-entropy/Liger Kernel issue is unrelated to the mask/tensor shape mismatch." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version compatibility, but they describe different incompatibilities and different failure modes." + "reason": "Both are compatibility regressions, but they involve different constraints and code paths (torch version mismatch vs USE_DISTRIBUTED=0 support)." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL load failure is unrelated to the USE_DISTRIBUTED=0 regression." + "reason": "Different model-loading failure versus a PyTorch distributed build/config regression." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/runtime problems: missing sliding_window_pattern vs cudaErrorAssert with auto device mapping." + "reason": "Both are model-specific runtime failures, but the vLLM Gemma3 config error and Qwen3 auto device-map cuda assert are not the same bug." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted Ovis2 checkpoint is unrelated to Sam3Model text encoder weights not loading." + "reason": "Checkpoint corruption/loading failure is distinct from missing text encoder weights in Sam3Model." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:44841", + "right": "issue:47448", "accept": false, - "reason": "Different failures in different areas: AMD GPU support vs table-question-answering crashes." + "reason": "Different model families and different failures: Voxtral processor bug versus Gemma4 architecture recognition." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the distributed-build support regression." + "reason": "Float8 storage lookup error is unrelated to the distributed-support regression." }, { - "left": "issue:44841", - "right": "issue:47448", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Different model-loading/processing issues: Voxtral processor failure vs Gemma4 arch recognition." + "reason": "Different tasks and failure modes: AMD GPU support versus table-question-answering crash." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both describe the same DeepSpeed ZeRO-3 index-out-of-bounds/size-0 failure during model loading, just on different model classes." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Cross-entropy invocation under Liger Kernel is unrelated to the Qwen3-vl video StopIteration error." + "reason": "Both report the same ZeRO-3 loading/init bug: index 0 out of bounds from an empty tensor/parameter shard, just on different models." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different API removals and different documentation pages." + "reason": "Both are docs issues, but they cover different APIs and different removed/changed references." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Different problems: device_map forward-device mismatch vs video feature/token mismatch in chat template processing." + "reason": "Different model-specific runtime paths: Voxtral processor failure versus Gemma4 PLE device placement mismatch." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:45823", + "right": "issue:46294", "accept": false, - "reason": "Processor failure and Gemma4 PLE device mismatch are separate model-specific issues." + "reason": "Device-map forward mismatch and chat-template video token mismatch are separate multimodal bugs." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug is unrelated to outdated RAG examples." + "reason": "Detokenization regression is unrelated to outdated RAG examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 breakage are different regressions." + "reason": "Different compatibility regressions: remote_code breakage versus PyTorch distributed support breakage." }, { - "left": "issue:43866", - "right": "issue:46772", + "left": "issue:44863", + "right": "issue:46015", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are not the same bug." + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation." }, { - "left": "issue:44863", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:46772", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to docs about RAG." + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility for DiffusionGemma." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "IterableDataset multi-GPU crash and 3d_parallel.py execution failure are not the same concrete issue." + "reason": "Both involve distributed training, but one is IterableDataset length imbalance and the other is a 3d_parallel.py run failure." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same v5 AutoTokenizer token-ID regression across multiple model families; 45920 is the broader umbrella report." + "reason": "These describe the same tokenizer regression in v5; 45920 is the broader report, while 45812 is a narrower Granite subset." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params kwarg incompatibility is unrelated to the distributed-support regression." + "reason": "bitsandbytes Int8Params constructor incompatibility is a different dependency break than the distributed-support regression." }, { "left": "issue:46901", "right": "issue:47394", "accept": false, - "reason": "Both are training-loss shifting bugs, but they are model-specific and not clearly the same code-path problem." + "reason": "Both are training-loss shifting bugs, but they are model-specific and describe different concrete defects." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG docs." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute and the other is a model-specific sliding-window issue." + "reason": "Both mention sliding window, but the model families and reported failures differ too much to treat as the same concrete bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs inability to load checkpoints are different failure causes." + "reason": "Corrupted checkpoint and inability to load checkpoints are not the same reported issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError-style training/load failures, but the shapes and contexts differ and they do not read as the same bug." + "reason": "Mask/tensor shape mismatch is a different error from ZeRO-3 zero-length index out-of-bounds." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load issues are not the same as an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different problems." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compilation/tracing regressions, but they affect different models and different ops/code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression is unrelated to table QA crashes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading is unrelated to the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 model init failure is unrelated to the torch 2.4.1 / transformers 5.8.0 compatibility issue." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is transformers chat crashing and the other is streaming chat/completions API failure; not enough evidence for the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the issue titles and descriptions, and the summary correctly treats the rest as heterogeneous. No obvious overstatement or mergeability problem." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the issue titles: the ZeRO-3 zero-length index failures and the v5 AutoTokenizer regression. I do not see evidence of overstatement or an unsafe merge of unrelated pairs." }, "evaluator_used": true, "retried": false, @@ -724,13 +876,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:36010", - "issue:39186", "issue:39290", + "issue:39921", + "issue:40990", "issue:41093", "issue:41762", + "issue:42915", "issue:43054", "issue:43296", "issue:43366", @@ -739,12 +893,11 @@ "issue:43541", "issue:43572", "issue:43596", + "issue:43645", "issue:43716", - "issue:43792", "issue:43828", "issue:43866", "issue:43872", - "issue:43975", "issue:43994", "issue:44291", "issue:44292", @@ -753,11 +906,11 @@ "issue:44805", "issue:44841", "issue:44918", + "issue:44960", "issue:45005", "issue:45020", "issue:45070", "issue:45084", - "issue:45362", "issue:45399", "issue:45464", "issue:45507", @@ -769,19 +922,13 @@ "issue:45902", "issue:46165", "issue:46294", - "issue:46468", "issue:46640", "issue:46661", "issue:46869", "issue:47228" ], "soft_pairs": [ - "issue:43541|issue:47228", - "issue:43792|issue:45070", - "issue:43975|issue:45901", - "issue:43596|issue:45800", "issue:43541|issue:46869", - "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", "issue:36010|issue:39290", @@ -791,13 +938,14 @@ "issue:44841|issue:45084", "issue:45507|issue:46869", "issue:43404|issue:43866", + "issue:43828|issue:45685", "issue:45399|issue:46661", "issue:43572|issue:45070", "issue:41093|issue:41762", "issue:45800|issue:45823", "issue:43872|issue:47228", - "issue:44805|issue:44918", "issue:43716|issue:47228", + "issue:44805|issue:44918", "issue:43828|issue:45464", "issue:43296|issue:43366", "issue:43366|issue:45464", @@ -811,297 +959,286 @@ "issue:44479|issue:46294", "issue:41093|issue:43596", "issue:43054|issue:43994", - "issue:46468|issue:46869", + "issue:39921|issue:46869", "issue:45759|issue:45902", "issue:46640|issue:46661", "issue:43596|issue:46165", - "issue:39186|issue:44918", - "issue:43716|issue:44918" + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:39921|issue:45507", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "be05cf31c9fb1649da9f40261674f6420f35e53e6f02b802479dace850ee4a41", + "prepared_review_unit_hash": "13dbbde31cc00681ffcdfb7b7262702a80074b6ad0021ed502554b9ab6c6169f", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39848, - "estimated_input_tokens": 9962, - "estimated_eval_tokens": 20180 + "serialized_chars": 39886, + "estimated_input_tokens": 9972, + "estimated_eval_tokens": 20200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; most pairs are different bugs that merely share broad themes like indexing, multimodal loading, or config regressions. The strongest duplicate candidates are the Qwen video-input regression pair and the Siglip2 output-regression pair; everything else should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "44291 is the clearest root-cause report in the set: it names the specific `_is_hf_initialized` TypeError and the exact loading path, making it a better umbrella than downstream symptom reports.", + "summary": "This cluster is a noisy mix of unrelated model, config, quantization, multimodal, and runtime regressions. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR, so there is no strong canonical artifact.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44291 is the best issue to keep because it is explicit, actionable, and describes the underlying regression rather than a narrower manifestation.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43541", - "right": "issue:47228", + "right": "issue:46869", "accept": false, - "reason": "Different failures and models: Mixtral torch-dynamo grouped_mm error vs Sam3 bf16 compilation regression." + "reason": "Different failures: Mixtral torch-dynamo grouped_mm tracing vs YOLO multi-GPU device-map behavior." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:44292", + "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and a PretrainedConfig/pydantic regression are unrelated code paths." + "reason": "One is an `_is_hf_initialized` init_empty_weights TypeError; the other is a table-question-answering task crash." }, { - "left": "issue:43975", - "right": "issue:45901", + "left": "issue:39290", + "right": "issue:45823", "accept": false, - "reason": "DeepSeek detokenization and table-question-answering crash are different subsystems and symptoms." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same bug as a torch-transformers version incompatibility." - }, - { - "left": "issue:43541", - "right": "issue:46869", - "accept": false, - "reason": "Mixtral grouped_mm tracing error and YOLO multi-GPU device-map failure are different model/runtime problems." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both mention Qwen3.5 chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "Qwen NVFP4 runtime failure is unrelated to table-question-answering task crashes." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3 missing `sliding_window_pattern` with vLLM is a different issue from Gemma4 device mismatch in forward." + "reason": "Gemma3/vLLM missing `sliding_window_pattern` is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Importing `GenerationMixin` and Gemma3 config attribute errors are unrelated failures." + "reason": "Importing `GenerationMixin` and a Gemma3 config attribute error are separate issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 chat streaming failure and an MPS histogram kernel error are not the same bug." + "reason": "Qwen3.5 streaming API failure is not the same code path as the MPS `histogram_mps` Int error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral torch-dynamo tracing and MPS MoE histogram errors are unrelated." + "reason": "No shared concrete bug; one is torch-dynamo grouped_mm, the other is MPS/moe histogram handling." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing on Mixtral is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "Both mention runtime errors, but the affected model and root cause differ: grouped_mm tracing vs autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and a template-node compilation TypeError do not share a concrete code path." + "reason": "Processor failure for Voxtral is unrelated to the non-template-node compilation error." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoE invalid-method call and YOLO multi-GPU device-map failure are different issues." + "reason": "Invalid method on GraniteMoEHybrid and YOLO multi-GPU failures are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 tied-weight bug and an Ovis2 checkpoint corruption report are unrelated." + "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are different underlying problems." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Both are dtype/Int-related runtime errors, but they affect different models and mechanisms." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-Attn2 fallback blocking and remote-code config_class errors are different regressions." + "reason": "Flash-Attn2 fallback gating and remote-code `config_class` lookup are distinct breakages." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm missing `pad_token_idx` and a PretrainedConfig pydantic-field regression are distinct config bugs." + "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as the pydantic `PretrainedConfig` field regression." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the mask/tensor shape mismatch is not the same as zero-sized loading under ZeRO-3." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a zero-sized tensor during Gemma3/ZeRO-3 loading." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device placement mismatch." + "reason": "Torch/Transformers version incompatibility is a broader environment issue, not the same as Gemma4 device placement mismatch." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` incompatibility and a Sam3 bf16 compilation regression are not the same underlying bug." + "reason": "bitsandbytes `_is_hf_initialized` TypeError is unrelated to the Sam3 bf16 compilation regression." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:43716", + "right": "issue:47228", "accept": false, - "reason": "Similar-looking index errors, but one is a mask/tensor length mismatch and the other is an embedding unpacking failure with TRL." + "reason": "Image-preprocessor dtype mismatch and Sam3 bf16 compilation are different model-path failures." }, { - "left": "issue:43716", - "right": "issue:47228", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Sam3 bf16 compilation regression." + "reason": "Mask shape mismatch and Qwen3.5 embedding unpacking fail in different code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming API failure are different problems." + "reason": "Phi-tiny-MoE autocast dtype mismatch is not the same issue as Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-architecture issues." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different model-support problems." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming inference failures." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "The shared theme is config/init loading, but the specific `_is_hf_initialized` TypeError and the pydantic field regression are different bugs." + "reason": "`init_empty_weights` unexpected-argument TypeError and pydantic config-field breakage are separate compatibility bugs." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a PretrainedConfig pydantic regression are unrelated." + "reason": "Qwen3-MoE sliding_window handling is unrelated to the v5 pydantic `PretrainedConfig` regression." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failures are unrelated to Sam3 bf16 compilation regressions." + "reason": "YOLO multi-GPU mapping and Sam3 compilation regression do not share a code path." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 memory/OOM regression and tied-weights translation-model issues are different code paths." + "reason": "int4 OOM from CUDA memory reservation is unrelated to tied-weights translation model issues." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoE invalid-method calls are unrelated to Sam3 bf16 compilation regression." + "reason": "GraniteMoEHybrid invalid method and Sam3 bf16 compilation are different bugs." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are broad compatibility complaints, but they point to different breakages and cannot be merged safely." + "reason": "Remote-code breakage and torch 2.4.1/transformers 5.8.0 incompatibility are too broad and not the same defect." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal mismatches, but image-preprocessor dtype mismatch is not the same as video-token/template mismatch." - }, - { - "left": "issue:44479", - "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen video-input regression / template mismatch; 46294 looks like a narrower instance of the broader 44479 bug." + "reason": "Both are multimodal, but image-preprocessor/model dtype mismatch is not the same as video token/template mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Two different IndexErrors with different shapes and model/loading contexts; not the same defect." + "reason": "Mask length mismatch and ZeRO-3/BertModel index OOB are distinct IndexError scenarios." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report Siglip2 producing bad/nonsensical text embeddings or outputs, pointing to the same underlying Siglip2 regression." + "accept": false, + "reason": "Both involve SigLIP2 quality problems, but one is degraded text embeddings and the other is nonsensical pipeline output; not enough evidence of one bug." }, { - "left": "issue:46468", + "left": "issue:39921", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO device-map failures are unrelated." + "reason": "Gemma3N special-token projection error and YOLO multi-GPU failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Unwrapping `text_config` for composite multimodal configs is a different issue from uninitialized `inv_freq` after `to_empty(cuda)`." + "reason": "Composite-config unwrapping and uninitialized `inv_freq` after `to_empty(cuda)` are separate initialization bugs." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "A generic Flash Attention 2 issue is not enough to equate it with a remote-code `config_class` attribute error." + "reason": "Flash Attention 2 issue and remote-code `config_class` error do not describe the same change or bug." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/BertModel loading error and resume-training with local remote-code model are different problems." + "reason": "ZeRO-3/BertModel index OOB is unrelated to resume-training with `trust_remote_code`." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "FSDP weight-shape error and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback gating are different regressions." }, { - "left": "issue:43716", - "right": "issue:44918", + "left": "issue:39921", + "right": "issue:45507", + "accept": false, + "reason": "Gemma3N special-token projection and GraniteMoEHybrid invalid-method errors are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn2 fallback selection logic." + }, + { + "left": "issue:43404", + "right": "issue:45005", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking are different multimodal/training bugs." + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tie bug and the other is a translation-model v5 issue; not the same concrete fix." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and stays within the packet evidence. The two accepted duplicate pairs (44479/46294 and 43054/43994) are well-supported by closely matching model/symptom descriptions, and the remaining rejections are appropriately cautious rather than overclaiming shared root causes." - }, - "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 }, @@ -1116,20 +1253,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:33666", "issue:35308", "issue:36331", "issue:38175", + "issue:39186", "issue:39692", - "issue:40990", + "issue:39921", "issue:41762", "issue:42915", "issue:43054", - "issue:43404", + "issue:43493", "issue:43644", - "issue:43645", "issue:43828", "issue:43872", "issue:43873", @@ -1143,16 +1279,16 @@ "issue:44534", "issue:44589", "issue:44863", + "issue:44910", "issue:44918", "issue:44928", - "issue:44960", "issue:45005", "issue:45183", - "issue:45399", - "issue:45507", "issue:45632", + "issue:45663", "issue:45698", "issue:45701", + "issue:45859", "issue:45902", "issue:45920", "issue:45987", @@ -1168,261 +1304,254 @@ "issue:47333" ], "soft_pairs": [ - "issue:43645|issue:45399", - "issue:40990|issue:44960", - "issue:42915|issue:45399", - "issue:43404|issue:45005", "issue:45632|issue:45698", + "issue:39186|issue:44918", "issue:43873|issue:45005", - "issue:35308|issue:36331", "issue:44360|issue:44512", + "issue:35308|issue:36331", + "issue:35308|issue:39921", "issue:44492|issue:44512", - "issue:44918|issue:45507", "issue:44530|issue:45005", "issue:43975|issue:44292", "issue:45183|issue:46463", - "issue:35308|issue:42915", "issue:44863|issue:45005", + "issue:35308|issue:42915", "issue:39692|issue:43054", - "issue:43950|issue:44534", "issue:46489|issue:46491", + "issue:43950|issue:44534", "issue:36331|issue:41762", "issue:43644|issue:43950", - "issue:33666|issue:35308", "issue:46032|issue:47246", "issue:43872|issue:44589", - "issue:43054|issue:45701", "issue:45920|issue:46489", + "issue:43054|issue:45701", "issue:46899|issue:46932", "issue:47332|issue:47333", "issue:38175|issue:43054", "issue:43828|issue:44928", "issue:45987|issue:46858", - "issue:43950|issue:45902" + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:45663|issue:45902" ], - "prepared_review_unit_hash": "5ea5fc41c441eaf9f1991a79abfa5a40013fcbea70b162606815c7e6e9ca8974", + "prepared_review_unit_hash": "cd0eb38c66134c3c8379d57d482353e134309d83486b305cfd56664a1a85c041", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37131, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The clear duplicate subgroups are the v5 non-persistent-buffer regression, the cache/get_seq_length return-type bug, the Gemma4 quantized embedder dtype-cast bug, and the disk-offloaded Qwen save failure; the rest are distinct issues.", + "summary": "This cluster is still mostly a semantic false-positive mix of unrelated issue families, but it contains a real duplicate subgroup around the Transformers v5 non-persistent-buffer regression. In that subgroup, #43644 is the earliest report, while #43950 is the clearest representative and #44534 is a follow-up/duplicate.", "confidence": 0.86, - "canonical_issue_reason": "issue:43950 is the center of the strongest duplicate chain (43644 \u2194 43950 \u2194 44534) and gives the clearest description of the v5 non-persistent-buffer regression.", + "canonical_issue_reason": "There is no single cluster-wide canonical issue because the packet splits into multiple unrelated bug families. For the non-persistent-buffer regression subgroup, #43644 is the earliest report in the chain; #43950 is the best-formulated duplicate representative, and #44534 is another close follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best canonical issue for the cluster\u2019s only sizeable duplicate subgroup: it is specific, well-scoped, and links the later duplicate reports cleanly.", + "best_issue_reason": "#43950 is the best overall issue anchor for the non-persistent-buffer regression subgroup because it states the regression most cleanly and generalizes the behavior described by #43644 and #44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Different failures: custom-model notebook initialization vs blocked flash-attn2 fallback logic." - }, - { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:45632", + "right": "issue:45698", "accept": false, - "reason": "Both are model-specific complaints, but the reported symptoms and root causes do not match." + "reason": "Both are custom-code/model-loading complaints, but cache-path collision and wrong custom-module selection are different bugs." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "FP8/Qwen3Moe loading failure is unrelated to flash-attn2 fallback gating." + "reason": "FSDP weight-shape failure and Qwen3.5 input-embedding unpacking failure are different code paths and symptoms." }, { - "left": "issue:43404", + "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Mistral3 weight-tying bug is distinct from the broader translation-model tied-weights issue." - }, - { - "left": "issue:45632", - "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-code loading, but one is a cache-path collision and the other is a wrong-module reload after save_pretrained." + "reason": "Quantization/offloading behavior and tied-weight translation-model regressions are not the same defect." }, { - "left": "issue:43873", - "right": "issue:45005", + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + "reason": "A missing ReLU in an indexer and stale docs for a removed command are unrelated." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "IterableDataset multi-GPU crash and CustomTrainer compute_loss signature mismatch are separate trainer problems." + "reason": "IterableDataset multi-GPU crash and compute_loss signature incompatibility are separate trainer issues." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:35308", + "right": "issue:39921", "accept": false, - "reason": "DSA indexer discussion is unrelated to the removed docs command issue." + "reason": "Distributed dataloader crash and Gemma3N special-token projection error are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as a removed run command in docs." - }, - { - "left": "issue:44918", - "right": "issue:45507", - "accept": false, - "reason": "TRl SFT embedding unpacking and GraniteMoE invalid method are different concrete failures." + "reason": "A cache-strategy typo and docs mentioning a removed command are not the same bug." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to the tied-weights regression." + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to tied-weight regressions." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder tokenizer output and Qwen NVFP4 runtime error are unrelated." + "reason": "Tokenizer detokenization regression and Qwen-3-8B-NVFP4 runtime failure are different problems." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "Generic XOR validation bug and T5 decoder-input error-message bug are not the same issue." + "reason": "Both involve validation messaging, but the specific input-validation bugs differ and are not clearly the same code-path issue." }, { - "left": "issue:35308", - "right": "issue:42915", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "Same broad training context, but different model and failure mode." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation-model issues." }, { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:35308", + "right": "issue:42915", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + "reason": "IterableDataset distributed-training crash and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors and text-embedding quality regression are separate issues." - }, - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Same v5 non-persistent-buffer regression; both report from_pretrained filling persistent=False buffers with junk." + "reason": "Docs-example mismatches/quantization failure and SigLIP2 text-embedding degradation are not the same bug." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and have different symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer rules." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer regression: buffers marked persistent=False are filled/corrupted during load." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected compute_loss kwarg and DeepSpeed ZeRO-3 load failure are unrelated." + "reason": "Unexpected compute_loss kwargs and ZeRO-3 loading IndexError are unrelated trainer/model-loading failures." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer corruption bug in transformers v5; 43950 is the clearer duplicate report." - }, - { - "left": "issue:33666", - "right": "issue:35308", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and IterableDataset length mismatch are different training issues." + "reason": "Same underlying regression in non-persistent buffer handling; #43950 is the more complete formulation of the bug." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Mamba2 recurrence bug and NemotronH slow-path propagation bug are not the same code-path problem." + "reason": "Both concern Mamba2-style recurrence, but the concrete code paths differ enough that this is not clearly the same bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization incompatibilities: Int8Params kwarg mismatch vs missing Float8 storage." + "reason": "bitsandbytes constructor incompatibility and missing Float8 storage lookup are distinct compatibility failures." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "SigLIP2 text-embedding quality and version-dependent tokenization are unrelated." + "reason": "AutoTokenizer wrong IDs across several models and DeepSeek-Coder v1 detokenization are related only at a broad tokenizer-regression level." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Both concern tokenizer regressions, but the affected models and failure descriptions are not specific enough to call them the same bug." + "reason": "SigLIP2 embedding quality and tokenization-version changes are unrelated." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized embedder dtype-casting bug; the right issue explicitly notes it is the same as the other report." + "reason": "Both report the same Gemma4 quantized vision/audio embedder dtype-casting problem." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Same disk-offloaded Qwen save failure across two Qwen3 variants; same offloading/save_pretrained code path." + "reason": "These are the same offloading-save failure for disk-offloaded Qwen3 models, just on different variants." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a text-embedding quality comparison." + "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 symptom reports, not the same concrete failure." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 RLHF gradient explosion are different failures." + "reason": "Dtype mismatch under autocast and RLHF NaN collapse from 3D position_ids/SDPA fallback are separate issues." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache API contract bug: get_seq_length returns a Tensor instead of an int, breaking static-cache arithmetic." + "reason": "Same get_seq_length contract problem: the cache length is returned as a tensor instead of a plain int, breaking downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Non-persistent-buffer corruption and Qwen3_5Moe rotary embedding uninitialized-memory read are different bugs." + "reason": "Shared buffer/materialization theme, but one is a general non-persistent-buffer regression and the other is a specific inv_freq uninitialized-memory bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention illegal-memory access from 3D position_ids and CPU-offload incompatibility in a rotary embedding are different failure modes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "A model-quality complaint and an HF-vs-JAX implementation discrepancy are related only at a very high level." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv-state rebuild and Qwen3_5Moe inv_freq uninitialized-memory handling are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well-grounded in the packet and stays conservative. The accepted duplicate subgroups are supported by the issue titles, and the rejected pairs are generally framed as distinct failure modes without overclaiming." + "accept": false, + "feedback": "Rejecting because the canonical issue rationale is not fully grounded in the packet: #43644 was created before #43950, so #43950 is not the earliest report in that duplicate chain. The rest of the clustering summary is broadly conservative, but the chronology claim is overstated and needs correction." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1438,20 +1567,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:24643", "issue:28530", + "issue:36331", + "issue:41093", "issue:41553", "issue:41762", "issue:42491", "issue:42915", "issue:42947", - "issue:43054", + "issue:43257", "issue:43404", - "issue:43493", "issue:43643", "issue:43782", + "issue:43792", "issue:43824", "issue:43827", "issue:43828", @@ -1461,6 +1592,7 @@ "issue:43883", "issue:43950", "issue:43975", + "issue:44220", "issue:44368", "issue:44387", "issue:44403", @@ -1468,33 +1600,27 @@ "issue:44488", "issue:44509", "issue:44661", - "issue:44910", "issue:44960", "issue:44991", "issue:45020", "issue:45081", "issue:45237", + "issue:45305", "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" ], "soft_pairs": [ - "issue:43054|issue:43493", - "issue:44910|issue:45859", - "issue:45663|issue:45902", - "issue:44403|issue:44451", "issue:42947|issue:44387", + "issue:44403|issue:44451", "issue:24643|issue:28530", "issue:43975|issue:45237", "issue:41762|issue:42915", @@ -1502,14 +1628,14 @@ "issue:43643|issue:45020", "issue:44991|issue:45399", "issue:42947|issue:43856", - "issue:45685|issue:45823", "issue:43824|issue:43872", + "issue:45685|issue:45823", "issue:45081|issue:45399", "issue:45020|issue:45823", "issue:43782|issue:44960", "issue:44661|issue:45020", - "issue:43828|issue:45823", "issue:41553|issue:43883", + "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:42491|issue:44368", "issue:43872|issue:46869", @@ -1520,232 +1646,232 @@ "issue:43404|issue:43950", "issue:45715|issue:46315", "issue:43827|issue:44509", - "issue:43881|issue:43883" + "issue:43881|issue:43883", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "a0ef93d124a4ed4869a7a2018880e7a5de7b90cd86e80389e1ef705029ca767d", + "prepared_review_unit_hash": "1413d1388a43cb2626afd80b3ccfaf83c97d8f82f1c6410a2793ab2965865b93", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37488, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "serialized_chars": 37376, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes remote_code/model-loading regressions, tokenizer behavior changes, config/mapping bugs, memory/offload/device-map failures, docs cleanup, and a few unrelated load errors. Issue 45020 is still the best broad representative for the remote_code breakage theme, but it should not be treated as the sole or dominant thread. The only clear duplicates from the packet are the v5 docs pipeline cleanup pair and the SigLIP2 discrepancy pair, which is plausible as the same underlying implementation mismatch.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45020 is the best canonical issue because it is the broadest representative of the remote_code/model-loading regression class, but the overall cluster is mixed rather than a single unified bug family.", + "summary": "The cluster is heterogeneous: most items are adjacent Transformers regressions around model/tokenizer loading, MoE/DeepSpeed, or docs, but they do not look like true duplicates. No soft pairs are safe to merge.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set, and several soft-similar issues orbit remote_code / model-loading breakages around it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best standalone issue representative for the cluster because it captures the broad user-facing remote_code regression theme without being overly model-specific.", + "best_issue_reason": "issue:45020 is the strongest single issue to anchor triage: clear user impact, broad scope, and it matches multiple nearby reports without being too narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43054", - "right": "issue:43493", - "accept": true, - "reason": "Both describe the same SigLIP2 HF-vs-original implementation mismatch affecting text embeddings; this looks like one underlying bug." - }, - { - "left": "issue:44910", - "right": "issue:45859", - "accept": false, - "reason": "Different failures: Flash Attention packed-sequence crash vs CPU-offload compatibility in MoE rotary embedding." - }, - { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "Both are model/materialization bugs, but they hit different code paths and different symptoms." + "reason": "Both mention training/memory symptoms, but one is LoRA gradient-checkpointing behavior and the other is int4 quantization OOM; different root causes." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Noise-only loading output vs an actual model load failure; not the same bug." - }, - { - "left": "issue:42947", - "right": "issue:44387", - "accept": false, - "reason": "Different regressions: LoRA gradient checkpointing behavior vs int4 memory/OOM issues." + "reason": "One is about reducing noisy loading logs, the other is a hard load failure for a specific model; not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Unrelated training-time DeepSpeed weight error vs early-stopping metric configuration warning." + "reason": "Training with DeepSpeed vs early-stopping metric handling are unrelated failures." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug vs AMD GPU support failure; different subsystems and fixes." + "reason": "Tokenizer detokenization corruption and AMD GPU model execution are different code paths." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Separate model-loading failures with different triggers and error modes." + "reason": "Both involve loading large models with special configs, but the concrete failures (ZeRO-3 empty tensor indexing vs FineGrainedFP8Config) are distinct." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic load-noise issue vs a concrete tokenizer loading failure for a specific model." + "reason": "Same broad loading area, but different models and different problem statements; one is log noise, the other is an actual load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related remote_code area, but one is missing AutoConfig fields and the other is broader model-loading breakage; not the same bug." + "reason": "Both touch remote_code/config loading, but one is missing fields in AutoConfig return values while the other is a broader regression across recent versions." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated code paths." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention memory, but one is checkpointing ineffective with PEFT LoRA while the other is general Qwen3 MoE training memory use." + "reason": "Both are memory-related, but one is gradient-checkpointing behavior with PEFT and the other is MoE training memory use; not the same bug." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "MPS histogram kernel limitation vs device-map placement mismatch; different failures." + "reason": "Importing a missing class and a bitsandbytes Int8Params incompatibility are separate failures." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "ImportError for a missing model class vs bitsandbytes Int8Params constructor regression." + "reason": "Different devices and different errors: MPS histogram support vs device-map mismatch in Gemma4." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn2 fallback blocking; not the same underlying problem." + "reason": "Tokenizer regex patch crash and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code/model-loading regression vs a specific Gemma4 device-map forward bug." + "reason": "Remote-code loading regressions and Gemma4 device placement are different problems." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model-specific loading failures with no clear shared code path." + "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific issues." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping/add-new-model helper bug vs broad remote_code regression." + "reason": "Tokenizer mapping registration failure is not the same as the broader remote_code loading regression." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Autocast dtype mismatch vs device-map mismatch; different model/runtime issues." + "reason": "Bad tokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Bad error message while loading Voxtral vs missing all_tied_weights_keys on Molmo; different fixes." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mismatch are different runtime issues." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions in different model families, not the same bug." + "reason": "Both are tokenizer/remote-code-adjacent regressions, but the concrete bug and affected model family differ." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "A Qwen3 MoE compatibility break vs a tied-embeddings warning; related area but not the same issue." + "reason": "LoRA compatibility across hf4.x/hf5.x and a tie_word_embeddings warning are not the same failure." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes incompatibility vs YOLO multi-GPU device-map failure; unrelated symptoms." + "reason": "bitsandbytes initialization incompatibility and multi-GPU device-map failure are different issues." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping bug vs remote-code model_class/config_class attribute error; different code paths." + "reason": "Composite Qwen config unwrap logic and remote-code model_class/config_class lookup are distinct code paths." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral loading message issue vs glm-4v-9b loading failure; different models and failures." + "reason": "Tokenizer error messaging and GLM-4V loading failure are different bugs." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both involve remote_code, but one is broad model-loading regression and the other is a specific loader attribute error." + "reason": "Both involve remote-code models, but one is broad regression coverage and the other is a specific AutoModel attribute error." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Separate tokenizer regressions affecting different DeepSeek families and different breakage mechanisms." + "reason": "Both are DeepSeek tokenizer regressions, but they describe different model families and different failure manifestations; too risky to merge." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying bug vs non-persistent buffer corruption; unrelated model-state issues." + "reason": "Tied lm_head metadata and non-persistent buffer corruption are unrelated state-loading bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Opposite tokenizer performance paths with different hot spots; not a duplicate bug." + "reason": "One is a per-id loop inefficiency in converting tokens, the other is a slower added-token lookup path; similar theme, different hotspot." }, { "left": "issue:43827", "right": "issue:44509", - "accept": true, - "reason": "Exact same v5 docs cleanup: stale pipeline-task references after pipeline removal." + "accept": false, + "reason": "These look like the same docs-family regression around removed pipeline tasks, but not enough evidence to treat as the same exact duplicate." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-loading failures for different architectures." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The packet supports issue 45020 as a broad remote-code regression representative, but the writeup overstates how dominant or unified the cluster is. The items span several different themes (tokenizer regressions, config/mapping bugs, memory/offload/device-map failures, docs cleanup, and a few loading errors), so saying the cluster is mainly one remote-code/model-loading theme is too strong. The SigLIP2 pair (43054/43493) is plausible, but from the packet alone it should be framed more cautiously than a clear duplicate." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "reason": "Different models and different load-time failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention Qwen/MoE training, but one is weight conversion on load and the other is gradient averaging with DeepSpeed." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and a specific fbank feature-extraction issue may be related, but the evidence is too thin to confirm the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Custom compute_loss signature mismatch and tensor mask shape mismatch are unrelated errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1760,23 +1886,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:24643", "issue:30064", - "issue:36331", + "issue:36010", "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", @@ -1784,17 +1910,16 @@ "issue:43950", "issue:43957", "issue:44155", - "issue:44220", "issue:44479", "issue:44530", "issue:44560", "issue:44589", + "issue:44683", "issue:44805", "issue:44863", "issue:44918", "issue:44928", "issue:44991", - "issue:45305", "issue:45313", "issue:45325", "issue:45584", @@ -1812,254 +1937,254 @@ "issue:46897" ], "soft_pairs": [ - "issue:43257|issue:45305", - "issue:43792|issue:44220", - "issue:36331|issue:41093", "issue:46894|issue:46897", "issue:42947|issue:45923", "issue:43940|issue:45313", - "issue:24643|issue:30064", "issue:44479|issue:44560", + "issue:24643|issue:30064", "issue:43854|issue:44863", "issue:41093|issue:44805", "issue:43366|issue:43828", "issue:43716|issue:46468", "issue:44928|issue:45588", - "issue:43366|issue:43531", "issue:44530|issue:44863", + "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:44863|issue:46402", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:43716|issue:44560", "issue:45663|issue:45823", "issue:41553|issue:44991", + "issue:43716|issue:44560", "issue:42915|issue:43957", "issue:44155|issue:45584", "issue:43824|issue:43957", "issue:42617|issue:43366", - "issue:44560|issue:45685", "issue:43950|issue:45834", - "issue:44560|issue:44918" + "issue:44560|issue:45685", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:43645|issue:43646" ], - "prepared_review_unit_hash": "cd8ab8e72ebf29fb3828c7a685c85f8f4bca71b9a2ae62ba2fb04036047c67e8", + "prepared_review_unit_hash": "679d2b6ce598d0606646053feefc5db9028dec672e2291793a3285a92e505ad7", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36764, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 36183, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, with only a few true duplicate subgroups: Qwen VL 5.3.0 video regressions, Qwen3-family DeepSpeed ZeRO-3 weight-loading failures, identical mask-shape IndexErrors, and the training-loss double-shift reports. Most other high-similarity pairs are false positives that share only a broad subsystem or model family.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 44479 is the broadest concrete bug report in the set and best serves as a reusable canonical for one of the real duplicate subclusters (the 5.3.0 Qwen VL video-input regression).", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. Keep 44479 as the anchor because it is the broadest, most versioned regression report, but the Qwen video StopIteration case and the double-shift pair should be treated as related-pattern reports rather than definite duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44479 is the best anchor: it describes a concrete v5.3.0 regression and spans multiple Qwen video variants, making it the broadest representative bug report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest single issue to keep: it is specific, broad in impact, and the clearest representative of an actual duplicate cluster in this mixed set.", + "best_issue_reason": "Issue 44479 is the most suitable global issue because it is actionable, version-specific, and covers the widest affected surface among the issue cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "Different bugs: Qwen3-MoE weight conversion/loading under accelerate+deepspeed vs gradient averaging with GAS and model_accepts_loss_kwargs." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio-related, but one is a general Whisper run failure and the other is a specific fbank feature-extraction issue; not clearly the same code path." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Unrelated failures: custom trainer compute_loss signature mismatch vs a tensor/mask shape IndexError." - }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same underlying training-loss double-shift regression, just reported on different model families." + "accept": false, + "reason": "Very similar title pattern, but the packet only shows model-specific double-shift reports and a shared reference pattern; that is not enough to conclude the same underlying bug or same fix." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Different concerns: gradient checkpointing effectiveness with LoRA vs a missing supports_gradient_checkpointing flag on a Nemotron variant." + "reason": "Both involve training/checkpointing language, but one is a PEFT LoRA checkpointing problem and the other is a missing model flag; different code paths and symptoms." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Both describe Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with missing parameters; the model variant differs, but the code-path bug is the same." - }, - { - "left": "issue:24643", - "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen families and describe different missing-weight symptoms without evidence of one shared defect." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "The StopIteration report looks like the same 5.3.0 Qwen VL video-input regression, just as a specific symptom on a related model variant." + "accept": false, + "reason": "The broad 5.3.0 Qwen video regression and the specific Qwen3-vl-embedding StopIteration report look related, but the packet does not ground them as the same underlying bug or mergeable fix." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different failures: DeepSpeed training weight-shape error versus image processor void-segmentation-map handling." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading problems, but for different models and different failure modes; not the same bug." + "reason": "Different model-loading failures with different targets and symptoms; not enough evidence of a shared underlying bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These are effectively the same mask-shape mismatch IndexError, with the same failure class and wording." + "reason": "Near-identical mask/tensor shape mismatch IndexErrors; these read like the same indexing bug reported with different reproduction sizes." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF gpt-oss architecture support vs an autocast dtype mismatch on Phi-tiny-MoE." + "reason": "GGUF gpt-oss support request and a torch.autocast dtype-mismatch error are unrelated." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model families and different symptoms; only share a general loading/training context." + "reason": "Different models and different concrete failures: image preprocessor dtype mismatch versus a broken official Nemotron example." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Separate bugs: BF16/SDPA gradient explosion vs a flash_attention crash on sink-less models." + "reason": "RLHF gradient explosion from Qwen3.5 position_ids/SDPA fallback is unrelated to a flash-attention AttributeError on sink-less models." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Different issues in the same broad area are not enough here: GGUF support vs a Qwen3-MoE sliding_window bug." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are different code paths and bugs." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are not the same issue." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero-3/Bert index-out-of-bounds and torch 2.4.1 incompatibility are different problems." + "reason": "Both are compatibility-style reports, but one is a DeepSpeed zero3/BertModel index error and the other is a torch 2.4.1 incompatibility claim; no shared concrete defect." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different loading failures for different model families; no shared concrete bug." + "reason": "Both involve loading model weights, but they target different model families and failures." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and uninitialized-memory after meta\u2192to_empty materialization are distinct regressions." + "reason": "Different Qwen models and different bugs: rope-index scaling for still images versus uninitialized inv_freq after meta-to_empty materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." + "reason": "GGUF architecture support and Float8 storage lookup error are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "A ZeRO-3/Bert initialization bug and a torch-version incompatibility are not the same issue." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Image-preprocessor dtype mismatch and Qwen3-VL video StopIteration are different code paths." + "reason": "Zero3 BertModel out-of-bounds index error is not the same as a general torch 2.4.1 incompatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different bugs: per-layer shared_kv_states rebuild vs device_map='auto' forward mismatch." + "reason": "Same model family, but different concrete failures: per-layer shared_kv_states rebuild in FSDP2 versus device mismatch under device_map=auto." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they target different models and different failure causes." + "reason": "Both are loading-related, but Voxtral AutoTokenizer error messaging and est-roberta tokenizer loading failure are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both concern Qwen vision/video paths, but one is a dtype mismatch in image preprocessing and the other is a video StopIteration error; not enough evidence they are the same bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure and meta-device loading regressions are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading regressions are different code paths and symptoms." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Audio inference leakage across tracks and empty-transcription generation failure are different bugs." + "reason": "AudioFlamingo3 track leakage in batched inference is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class and meta-device loading breakage are not the same underlying problem." + "reason": "ImportError for a missing Qwen2.5-VL class and meta-device loading failures are distinct problems." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Running 3d_parallel.py and GGUF gpt-oss support are unrelated." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Qwen VL video regression and an MPS histogram/int limitation in MoE are unrelated." + "reason": "Non-persistent buffer corruption on from_pretrained and Kosmos2.5 long OCR index errors are different bugs." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained and Kosmos2.5 OCR index errors are different issues." + "reason": "Video StopIteration in Qwen3-vl-embedding and an MPS histogram implementation error in MoE are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "A video-input StopIteration regression and a TRL SFT embedding-unpack failure are unrelated." + "reason": "Video-input regression and TRL unpacking failure for Qwen3.5 embeddings are different issues." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 configuration failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are different compatibility problems." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same Transformers 5.0.0 custom-model initialization regression; the notebook case is a narrower reproduction of the broader issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pairs are supported by strong title-level evidence: the two mask-shape IndexErrors are effectively the same error, the training-loss double-shift reports are explicitly described as the same pattern, and the Qwen video regression pair is tied to the same 5.3.0 video-input symptom. The Qwen3 ZeRO-3 loading pair is somewhat broader, but still plausibly the same failure class and not overstated. The rejected pairs are also handled cautiously, usually distinguishing only similar subsystem/model-family overlap from clear same-bug evidence." + "accept": false, + "feedback": "The anchor issue choice is grounded, and several false-pair rejections are conservative. However, two accepted soft-edge pairs are a bit too assertive given the packet: 44479\u219444560 is supported only by shared Qwen/video/5.3.0 context, while 44560 is a specific Qwen3-vl-embedding StopIteration report and 44479 is a broader multi-model video regression; 46894\u219446897 are clearly similar, but the evidence in the packet is still only title-level similarity and a shared \u2018double-shift\u2019 pattern label, so calling them the same underlying bug / same fix goes beyond what is directly grounded. I\u2019d treat both as likely-related rather than definite duplicate merges." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2075,9 +2200,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:36010", "issue:38175", "issue:39692", "issue:41553", @@ -2091,8 +2215,6 @@ "issue:43632", "issue:43638", "issue:43644", - "issue:43645", - "issue:43646", "issue:43720", "issue:43994", "issue:44451", @@ -2100,7 +2222,6 @@ "issue:44534", "issue:44560", "issue:44661", - "issue:44683", "issue:44756", "issue:44805", "issue:44863", @@ -2108,6 +2229,7 @@ "issue:44910", "issue:44960", "issue:44977", + "issue:44991", "issue:45030", "issue:45276", "issue:45313", @@ -2117,26 +2239,27 @@ "issue:45812", "issue:45823", "issue:45834", + "issue:46459", "issue:46468", "issue:46489", + "issue:46512", "issue:46515", "issue:46846", "issue:46858", + "issue:46869", "issue:46899", "issue:47254" ], "soft_pairs": [ - "issue:36010|issue:42915", - "issue:44683|issue:46515", - "issue:43645|issue:43646", "issue:44910|issue:46858", "issue:43550|issue:44910", "issue:41553|issue:44488", "issue:45823|issue:46515", "issue:42947|issue:47254", + "issue:46468|issue:46869", "issue:45812|issue:46489", - "issue:44560|issue:44805", "issue:44661|issue:45823", + "issue:44560|issue:44805", "issue:44877|issue:45030", "issue:38175|issue:43994", "issue:43638|issue:44661", @@ -2151,226 +2274,235 @@ "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:42491|issue:45276", - "issue:44960|issue:44977", "issue:44451|issue:44488", + "issue:44960|issue:44977", "issue:45507|issue:46468", + "issue:44863|issue:46846", "issue:45313|issue:45357", - "issue:44863|issue:46846" + "issue:46459|issue:46512", + "issue:39692|issue:43994", + "issue:44488|issue:44991" ], - "prepared_review_unit_hash": "6b44a601331df86e2caf83f101822773c4991853db003632cb620bb6aeb3e30e", + "prepared_review_unit_hash": "eae2f4947a86b8f5f8bd06546f926e44976158f7c9c4e779f1a3a2d702b85efa", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35964, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "soft_pair_count": 31, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set; only a handful of soft pairs look like true duplicates of the same underlying regression. Strongest duplicate groups are the non-persistent-buffer junk regression, the SigLIP2 bad-output report, the Gemma4 4-bit multimodal dtype bug, and a couple of model-loading/custom-init reports.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43644 is the clearest canonical among the repeated non-persistent-buffer regression reports: it is specific, self-contained, and its twin (issue:44534) adds no new scope beyond a reworded version of the same bug.", + "summary": "This cluster is mostly heterogeneous with one clear exact duplicate pair and one likely same-bug SigLIP2 pair; the rest are separate model/config/runtime regressions rather than duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If forced to anchor it, issue #43994 is the broadest user-facing SigLIP2 report and best captures the wrong-output duplicate with #38175.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best global issue representative here because it describes a concrete, versioned regression with a clear code-path symptom that also has an exact duplicate. It is more actionable than the broader or noisier reports in the set.", + "best_issue_reason": "#43994 is the best issue to keep as the representative SigLIP2 bug report because it is broader than #38175 and reads like the main user-facing symptom; #43644 is a separate exact-duplicate pair about a different regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36010", - "right": "issue:42915", - "accept": false, - "reason": "Different failures: import/API breakage for GenerationMixin vs Qwen3Moe FP8 config runtime failure." - }, - { - "left": "issue:44683", - "right": "issue:46515", - "accept": false, - "reason": "Unrelated torch-version incompatibilities affecting different subsystems and code paths." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Both describe the same Transformers v5 custom-model initialization regression; the notebook wording looks like an environment-specific manifestation of the broader init break." - }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different bugs: Qwen3.5 flash-attn crash from 3D position_ids vs a static-cache/torch.compile slice-arithmetic issue." + "reason": "Both mention Qwen3.5 and attention/cache failures, but the symptoms and code paths differ: flash-attention packed-sequence misparse vs static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and failure modes: Bamba torch.compile+SDPA vs Qwen3.5 flash-attn illegal memory access." + "reason": "Different models and failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention memory access." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are load errors, but for different models and different error surfaces; not clearly the same code-path bug." + "reason": "Both are tokenizer-loading complaints, but they target different models and error modes; not enough to treat as the same bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "One is a Gemma4 device-mismatch forward bug; the other is a generic torch compatibility complaint." + "reason": "Gemma4 device-mapping forward mismatch is unrelated to a torch 2.4.1 compatibility report." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT/checkpointing, but one is ineffective checkpointing while the other is a concrete DeepSpeed ZeRO-3 checkpoint error." + "reason": "Both involve PEFT and checkpointing, but one is ineffective gradient checkpointing and the other is a ZeRO-3 CheckpointError; different concrete bugs." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:46468", + "right": "issue:46869", "accept": false, - "reason": "Different tokenizer regressions on different model families; same broad area, not the same bug." + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failure." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Different symptoms and likely different tensor-shape paths." + "reason": "Different model families and different tokenizer regressions; too broad to merge." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping failure vs Gemma4 device placement bug; unrelated." + "reason": "Tokenizer-mapping helper failure is a different code path from Gemma4 device placement during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime indexing errors, but the models and failure mechanisms are distinct." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation issues, but they affect different model families and are not clearly the same validation bug." + "reason": "Both are config-validation issues, but they affect different models and likely different validation checks." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model and same underlying bad-output/zero-probability symptom; the second report is a rephrased manifestation of the first." + "reason": "Same model and same underlying wrong-output bug for SigLIP2; one report is just a narrower symptom of the other." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed/Bert zero-3 init failure is unrelated to tokenizer-mapping behavior." + "reason": "DeepSpeed ZeRO-3 initialization failure is unrelated to tokenizer-mapping-name handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: Bert zero-3 index error vs tokenizer mapping lookup issue." + "reason": "Different bugs: ZeRO-3/BertModel indexing vs add-new-model-like tokenizer mapping handling." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated tokenizer-mapping and mask-shape errors." + "reason": "Tokenizer mapping helper bug and mask-shape IndexError are unrelated." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both mention loading/weights, but they concern different model architectures and different mechanisms." + "reason": "Both mention model-loading behavior, but qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are separate problems." }, { "left": "issue:45672", "right": "issue:46899", - "accept": true, - "reason": "Both report the same Gemma4 multimodal 4-bit quantization dtype-cast problem, with audio/vision modules being hit by the same underlying bug." + "accept": false, + "reason": "Both are Gemma4 multimodal quantization issues, but the reported failures are different: torch.finfo uint8 TypeError vs unsafe dtype cast in embedders." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3/Qwen3Moe failures with distinct runtime contexts." + "reason": "Different Qwen3-family issues with different triggers and symptoms; not the same concrete bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized/Transformers v5 initialization regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-ocr input indexing." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading issues: dequantized model offload vs mmap OOM on Strix Halo." + "reason": "device_map/offload loading failure and mmap OOM avoidance are separate memory/loading issues." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "FineGrainedFP8Config failure is unrelated to Strix Halo mmap OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related model family, but one is a runtime output bug and the other is a broken documentation example with extra quantization/processor issues." + "reason": "Same model family, but one is wrong probabilities at inference while the other is a documentation/example mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same non-persistent-buffer junk regression; only the version wording differs." + "reason": "These are clearly the same regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different Gemma/Qwen issues with different symptoms and code paths." + "reason": "LoRA/qwen3_moe hf4.x vs hf5.x compatibility is unrelated to Gemma4 resize_token_embeddings behavior." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Both are tokenizer-load failures, but for different model repos and with no evidence they share the same root cause." }, { - "left": "issue:44451", - "right": "issue:44488", - "accept": true, - "reason": "Both reports are the same generic latest-version load failure for BERT-based models; the second is a follow-up on another model showing the same regression." + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different model-specific bugs." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Invalid-method call in GraniteMoEHybrid vs a broken Nemotron example; not the same bug." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH and missing linear_attn TP plan entries are different issues." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual keys; different code paths." + "reason": "ZeRO-3 weight loading and save_pretrained visual-encoder key regression are separate Qwen3.5 problems." }, { - "left": "issue:44863", - "right": "issue:46846", + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored on composite checkpoint load; the other is config.dtype staying stale after from_config. Related theme, but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2 reports, but one is a broken docs example and quantization failure, while the other is inference producing nonsensical outputs." + }, + { + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "NemotronH checkpoint-loading failure vs Qwen3.5 TP-plan omissions; unrelated." + "reason": "Tokenizer loading fails for different models; the titles suggest a shared class of bug but not the same concrete case." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet metadata and stays conservative overall. The true soft-edge verdicts are limited to closely matching regression families with clear title overlap, and the false verdicts generally avoid over-merging loosely related bugs." + "feedback": "The summary is conservative and grounded in the packet. The two accepted soft edges are defensible from the titles/body context, and the rest of the pairwise rejections appropriately avoid overclaiming duplicate status. No PR-mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -2389,13 +2521,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:39692", "issue:41720", "issue:42491", "issue:42947", "issue:43257", + "issue:43335", "issue:43404", "issue:43425", "issue:43454", @@ -2407,7 +2540,6 @@ "issue:43873", "issue:43931", "issue:43957", - "issue:43994", "issue:44075", "issue:44079", "issue:44155", @@ -2417,9 +2549,9 @@ "issue:44402", "issue:44488", "issue:44756", + "issue:44863", "issue:44910", "issue:44960", - "issue:44991", "issue:45276", "issue:45292", "issue:45335", @@ -2434,23 +2566,19 @@ "issue:45823", "issue:45859", "issue:46050", - "issue:46459", - "issue:46512", + "issue:46468", "issue:46829", "issue:46897", "issue:46901" ], "soft_pairs": [ - "issue:46459|issue:46512", - "issue:39692|issue:43994", - "issue:44488|issue:44991", "issue:43257|issue:43854", "issue:43644|issue:43645", "issue:43856|issue:43873", "issue:42491|issue:45335", "issue:42491|issue:45292", - "issue:43854|issue:43931", "issue:44164|issue:44291", + "issue:43854|issue:43931", "issue:43856|issue:44387", "issue:45488|issue:45812", "issue:44960|issue:46050", @@ -2462,241 +2590,234 @@ "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:39692|issue:44960", - "issue:44910|issue:45588", "issue:44402|issue:44488", - "issue:43404|issue:43454", + "issue:44910|issue:45588", "issue:46897|issue:46901", "issue:43873|issue:44387", + "issue:43404|issue:43454", "issue:42947|issue:45704", "issue:45663|issue:45859", "issue:44155|issue:45823", "issue:43957|issue:44756", - "issue:44079|issue:46829" + "issue:44079|issue:46829", + "issue:44863|issue:46468", + "issue:43335|issue:45663" ], - "prepared_review_unit_hash": "1fb2a2e15b6bbde4fa384e114385e110a48648a0d027a5d4b8255684722bbd3e", + "prepared_review_unit_hash": "bd44e451c3f922adc09993a1ac79b03b1cc4863df530631ed46dc41df922ada8", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37280, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at a high level (same model family, same API surface, or same broad regression class) but not the same concrete bug. The clearest duplicates are the resize_token_embeddings regressions, untied lm_head weight bugs, and the training-loss double-shift reports.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 46459 is the best representative: it describes a concrete, user-visible regression in a shared loading path, with a narrow failure mode (dtype ignored for composite checkpoints) and broad impact across Qwen3.5 repos.", + "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tokenizer, quantization/offload, training-loss, and forward-pass bugs. I would not collapse any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span many separate bugs across different models and code paths, so there is no single duplicate anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46459 is the strongest single issue here because it is specific, actionable, and centrally scoped compared with the more model-specific or ambiguous reports.", + "best_issue_reason": "If a representative is needed, issue 43873 is the broadest and most active user-facing report, but it only covers one quantization/offloading problem and does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46459", - "right": "issue:46512", - "accept": false, - "reason": "Related dtype/config handling, but one is load-time dtype being ignored and the other is from_config leaving config.dtype stale; different bug paths." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2, but one is a docs-example mismatch plus quantization failure while the other is bad outputs in AutoModel/pipeline; not the same concrete bug." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer load failures in v5, but they affect different models and likely different tokenizer incompatibilities." - }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading problems, but for different models and failure modes; not a single mergeable fix." + "reason": "Different models and failures: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is about non-persistent buffers getting junk values, the other about Jupyter custom model initialization; unrelated regressions." + "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is notebook custom-model initialization; different bugs." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but one is MoE training memory usage and the other is quantization offloading behavior; different issues." + "reason": "Both mention Qwen3/quantization/offload themes, but one is training memory inefficiency and the other is offloading behavior; not the same concrete bug." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Both mention broken model behavior, but one is a Qwen3 MoE LoRA compatibility regression and the other is resize_token_embeddings on t5gemma." + "reason": "LoRA HF4.x/HF5.x compatibility is unrelated to Gemma/t5gemma resize_token_embeddings propagation." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different problems: Qwen3 MoE LoRA compatibility vs generic output_embeddings resizing behavior." + "reason": "Different bug classes: LoRA model compatibility vs resize_token_embeddings not updating output embeddings." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Different model-loading failures for different repositories and symptoms." + "reason": "Both involve loading/saving, but one is extra_state serialization and the other is init_empty_weights/_is_hf_initialized constructor args." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are separate loading bugs." + "reason": "Different model-loading failures for different models and root causes." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both touch memory, but one is training efficiency and the other is CUDA reserved memory/OOM under int4 quantization." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 reserved-memory OOM under Transformers 5.x." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a pre-tokenizer override and the other is wrong token IDs for Granite models." + "reason": "Both are tokenizer regressions, but they affect different model families and have different tokenizer-path symptoms." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and different failure modes: GLM5 loading versus sinq save/load breakage." + "reason": "GLM5 loading and sinq quantized save/load breakage are unrelated issues." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math and SGD args being ignored are unrelated training bugs." + "reason": "Trainer checkpoint resumption math is unrelated to SGD optimizer arguments not being applied." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same underlying resize_token_embeddings regression: the resize does not propagate to model-specific embedding/output modules." + "accept": false, + "reason": "Both are resize_token_embeddings propagation bugs, but they hit different architectures and different embedding targets; not enough evidence for one duplicate." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a Torch version compatibility complaint, the other is meta-device loading failures; unrelated." + "reason": "Torch version compatibility and meta-device model loading are different problems." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and disabling mmap for Strix Halo OOM are unrelated." + "reason": "init_empty_weights constructor mismatch is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different crashes; no shared concrete code-path is evident." + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different API failures." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map cuda assert and AudioFlamingo3 embedding/token leakage are unrelated bugs." + "reason": "CUDA assert in Qwen3 auto-device-map is unrelated to AudioFlamingo3 batch token/embedding leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug versus Qwen 3.5/3.6 text_config unwrapping; different failure points." + "reason": "Gemma-4 FSDP2 KeyError and Qwen 3.5/3.6 text_config unwrapping are different model-internal bugs." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example problems and GLM5 loading are unrelated." + "reason": "SigLIP2 documentation/example issues are unrelated to the GLM5 loading report." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Different flash-attention crashes with different root causes: packed-sequence misinterpretation vs s_aux=None handling." + "reason": "Both concern model/tokenizer loading, but the titles point to different models and likely different vocab mismatch causes." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Both are tokenizer-related, but one is special-token vocab mismatch and the other is a model-loading failure." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": true, - "reason": "Same bug class: lm_head weights not being tied, causing bad generation in multimodal generation models." + "reason": "Both are flash_attention crashes, but one is a packed-sequence/position_ids bug and the other is s_aux=None handling for sink-less models." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same double-shift training-loss bug: the model trains against labels[..., 1:] instead of the unshifted labels." + "accept": false, + "reason": "They share a similar 'double-shift' symptom, but they are model-specific training-loss reports with no evidence of the same code path or a single mergeable fix." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior and int4 reserved-memory growth are related only at a broad memory level, not the same bug." + "reason": "Offloading/quantization behavior and increased reserved memory under int4 quantization are related only at a high level, not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different multimodal model classes and different implementations." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Gemma/Qwen offload and FSDP issues; not the same code path." + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError and Qwen3.5 MoE CPU offload incompatibility are different failures." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio track token leakage and Gemma4 device mismatch are unrelated." + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and mmap OOM avoidance are different issues." + "reason": "Meta-device loading regressions and mmap OOM on Strix Halo are different issues." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment and VideoPrism output-field mixup are different bugs." + "reason": "ModelOutput key assignment and VideoPrism output field wiring are different output-shaping bugs." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 KeyError are unrelated model-specific bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The output is grounded in the packet and stays conservative on the soft edges. The accepted pairs are plausible duplicates by title and described failure mode, and the summary does not overstate weaker similarities." - }, - "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 }, @@ -2711,18 +2832,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:36010", "issue:39404", + "issue:39921", "issue:42796", - "issue:43335", "issue:43381", "issue:43425", + "issue:43611", "issue:43645", "issue:43646", "issue:43708", - "issue:43716", "issue:43828", "issue:43854", "issue:43957", @@ -2736,7 +2857,7 @@ "issue:44589", "issue:44683", "issue:44756", - "issue:44863", + "issue:44805", "issue:44877", "issue:44912", "issue:44928", @@ -2754,253 +2875,261 @@ "issue:45823", "issue:46315", "issue:46326", - "issue:46468", "issue:46491", "issue:46869", "issue:46894", "issue:46901", "issue:47228", - "issue:47332" + "issue:47332", + "issue:47448" ], "soft_pairs": [ - "issue:44863|issue:46468", - "issue:43335|issue:45663", "issue:44479|issue:44877", "issue:44387|issue:44756", - "issue:45276|issue:45292", - "issue:36010|issue:39404", + "issue:39921|issue:43425", "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45276|issue:45292", "issue:44164|issue:44756", "issue:43957|issue:47332", "issue:43381|issue:44928", "issue:45588|issue:45663", - "issue:43425|issue:47228", - "issue:43645|issue:44164", "issue:42796|issue:46326", + "issue:43645|issue:44164", + "issue:43425|issue:47228", "issue:44589|issue:44756", - "issue:43425|issue:43828", "issue:45292|issue:45335", + "issue:43425|issue:43828", "issue:43854|issue:45216", - "issue:43646|issue:43708", "issue:44402|issue:44451", + "issue:43646|issue:43708", "issue:45684|issue:45698", "issue:43425|issue:46869", - "issue:43425|issue:43716", "issue:46894|issue:46901", "issue:44530|issue:45084", "issue:45812|issue:46315", - "issue:44683|issue:45823", "issue:46315|issue:46491", - "issue:39404|issue:45701" + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:45823|issue:47448" ], - "prepared_review_unit_hash": "f863bdf05ba8672a1ee18cd5048b6fd76f729249db69830e33f4b7f95a635eef", + "prepared_review_unit_hash": "b0c350b4522e33576cfa262e64116d35cf7c946ffeb3e447b8ce7e98613d19a4", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36279, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "soft_pair_count": 31, + "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 set is mostly unrelated issues with a few tight duplicate families. The clearest duplicate cluster is the `resize_token_embeddings` regression around output/decoder embeddings; a second plausible duplicate pair is the training-loss double-shift bug across two model variants. Most other soft pairs are only topic-level similar, not the same bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45276 is the strongest representative of the resize_token_embeddings regression: it describes the broadest symptom set and has direct duplicate-like overlap with both 45292 and 45335.", + "summary": "Mostly a similarity cluster around unrelated Transformers regressions. The only clear duplicate set is the resize_token_embeddings/output_embeddings family; most other pairs share broad subsystem wording but appear to be distinct bugs or model-specific regressions.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45292 is the cleanest generic report of the resize_token_embeddings propagation bug, and it aligns with the two closely related variants in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best overall issue candidate because it is the most complete and central report among the clear duplicates in this cluster.", + "best_issue_reason": "issue:45292 is the most representative triage target here: broad symptom, least model-specific wording, and the most likely hub for the accepted duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44863", - "right": "issue:46468", - "accept": false, - "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is an example breakage; different underlying bugs/code paths." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "Different models and failures: SwitchTransformers sparse-layer config bug vs Gemma-4 FSDP2 KeyError." - }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Unrelated regressions: Qwen VL video input handling vs Granite speech config loading." + "reason": "Different bugs and code paths: Qwen video-input regression vs granite_speech config loading." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is mmap on Strix Halo; not the same bug." + "reason": "One is an int4 quantization OOM/regression; the other is mmap-related OOM on Strix Halo." }, { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same resize_token_embeddings regression; 45276 and 45292 describe the same broken embedding update behavior with different wording." + "left": "issue:39921", + "right": "issue:43425", + "accept": false, + "reason": "Gemma3N special-token projection error vs a Torch 2.10 compatibility issue; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different model/quantization failures: Qwen-3-8B-NVFP4 loading vs git-oss-20b MXFP4 fallback." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language behavior; unrelated symptoms." }, { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Different quantization/model problems: Qwen-3 NVFP4 load failure vs git-oss MXFP4 fallback." + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug affecting output embeddings; 45276 is just the Gemma4-specific variant." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Serialization extra_state handling and mmap OOM are unrelated failures." + "reason": "save/from_pretrained extra_state handling vs Strix Halo mmap OOM; different problem domains." }, { "left": "issue:43957", "right": "issue:47332", "accept": false, - "reason": "Meta-device model loading and disk-offloaded save behavior are different code paths." + "reason": "Meta-device model loading breakage vs inability to save a disk-offloaded model; not the same code-path issue." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RLHF NaN / SDPA fallback instability." + "reason": "Gradient checkpointing in eval mode vs RLHF NaNs from 3D position_ids/SDPA fallback; distinct regressions." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 FSDP2 shared_kv_states bug are distinct attention/training issues." + "reason": "flash_attention.py s_aux=None crash vs Gemma4 FSDP2 shared_kv_states KeyError; different fixes needed." }, { - "left": "issue:43425", - "right": "issue:47228", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Torch 2.10 incompatibility is too broad and different from the Sam3 bf16 compilation regression." + "reason": "Tokenizer BPE marker handling vs continue_final_message behavior; similar area, different bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook initialization breakage is unrelated to extra_state save/from_pretrained handling." + "reason": "Custom-model initialization in Jupyter vs save/from_pretrained extra_state handling; not the same issue." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:43425", + "right": "issue:47228", "accept": false, - "reason": "Tokenizer BPE-marker handling and mistral_common continue_final_message are different tokenizer bugs." + "reason": "Torch version incompatibility vs Sam3 bf16 compilation regression; only both version-related at a high level." }, { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap-related OOM." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression, now surfacing at decoder.embed_tokens in t5gemma." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch-version incompatibility and autocast dtype mismatch are different failure modes." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings bug family; both say the resized embeddings are not propagated to the model outputs/decoder embeddings." + "reason": "Generic Torch incompatibility vs Phi-tiny-MoE autocast dtype mismatch; different concrete failure." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM unit-test loading failure is unrelated to Qwen3.5 save_pretrained regression." + "reason": "GLM-4.7-Flash unit-test loading failure vs Qwen3.5 save_pretrained regression; unrelated." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Custom model init in Transformers 5.0 and Trainer max_steps resume math are unrelated." + "reason": "Tokenizer vocab-size mismatch vs inability to load ScandiBERT; both loading-related but not the same root cause." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Both are model-loading/tokenizer complaints, but they point to different model-specific defects." + "reason": "Custom model init breakage vs Trainer max_steps miscalculation on resume_from_checkpoint; different bug classes." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is file-permission propagation in save_pretrained; the other is loading the wrong custom module after save_pretrained." + "reason": "Read-only permission propagation in save_pretrained vs loading the wrong custom module after save_pretrained." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as the multi-GPU device_map auto failure in YOLO." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + "reason": "Torch 2.10 incompatibility vs YOLO multi-GPU device_map='auto' failure; only broadly version/device related." }, { "left": "issue:46894", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift bug pattern; the model names differ, but the underlying error is the same label-shifting mistake." + "accept": false, + "reason": "Both mention double-shift loss bugs, but they are model-specific reports with no clear shared code path or single change." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation error are unrelated." + "reason": "PagedAttentionCache linear_attention crash vs compile-time non-template node error; unrelated." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models vs slow convert_tokens_to_ids performance are different tokenizer issues." + "reason": "Wrong Granite token IDs vs a performance regression in convert_tokens_to_ids; not the same defect." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Compiled flex_attention regression on torch >=2.9 is unrelated to Gemma4 PLE device mismatch." + "reason": "Token conversion slowdown vs CodeLlama leading-space round-trip regression; different symptoms." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer slowdown and CodeLlama leading-space round-trip regression are distinct bugs." + "reason": "Compiled flex_attention torch>=2.9 breakage vs Gemma4 PLE device mismatch; separate issues." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language behavior and a generic tokenization version-change report do not describe the same bug." + "reason": "Whisper pipeline return_language regression vs version-dependent tokenization changes; not duplicates." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure vs custom model initialization in notebooks; similar release scope, different bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression vs mask/tensor shape IndexError; no shared underlying change." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage type vs compile non-template nodes; unrelated failures." + }, + { + "left": "issue:45823", + "right": "issue:47448", + "accept": false, + "reason": "Gemma4 device-map mismatch during forward vs unrecognized Gemma4 12B architecture; likely adjacent but not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The duplicate cluster around `resize_token_embeddings` is well supported by the titles, and the other accepted pair is also reasonably justified. Rejections for the remaining soft pairs are appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted resize_token_embeddings pairings are well supported by the issue titles and look mergeable as one bugfix family. The other rejects do not overstate duplication based on the available evidence." }, "evaluator_used": true, "retried": false, @@ -3019,10 +3148,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:36032", "issue:39404", + "issue:39921", "issue:40990", "issue:42796", "issue:42915", @@ -3032,7 +3162,6 @@ "issue:43611", "issue:43632", "issue:43644", - "issue:43645", "issue:43716", "issue:43746", "issue:43856", @@ -3042,38 +3171,34 @@ "issue:44079", "issue:44164", "issue:44265", - "issue:44479", + "issue:44462", "issue:44488", "issue:44509", "issue:44530", - "issue:44589", "issue:44671", "issue:44683", "issue:44756", - "issue:44805", "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:46665", "issue:46821", + "issue:46894", "issue:46899", "issue:47050", "issue:47331", - "issue:47333", - "issue:47448" + "issue:47333" ], "soft_pairs": [ - "issue:43611|issue:43645", - "issue:44479|issue:44805", - "issue:44589|issue:45084", - "issue:45823|issue:47448", "issue:44164|issue:45759", "issue:43994|issue:44079", "issue:40990|issue:47331", @@ -3081,8 +3206,8 @@ "issue:36032|issue:43452", "issue:39404|issue:46665", "issue:43901|issue:44509", - "issue:44991|issue:45081", "issue:46050|issue:46326", + "issue:44991|issue:45081", "issue:44671|issue:44991", "issue:43906|issue:46326", "issue:43906|issue:44530", @@ -3093,222 +3218,219 @@ "issue:43596|issue:44683", "issue:43856|issue:44756", "issue:44488|issue:44987", - "issue:36032|issue:42915", "issue:43632|issue:47050", + "issue:36032|issue:42915", + "issue:36032|issue:39921", "issue:44488|issue:45081", "issue:43716|issue:45084", - "issue:43746|issue:47331", "issue:42796|issue:43404", - "issue:43611|issue:43644" + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:45479|issue:46894" ], - "prepared_review_unit_hash": "37af8fad965f14988c8831533b72779505e9b00b64accb421bc3f99672f04760", + "prepared_review_unit_hash": "8d9f156336a90e66e2473b5095349962b647373ddd0450ea502c08d4a9526823", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36332, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "soft_pair_count": 29, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated v5 regressions across model loading, tokenizers, quantization, multimodal inference, export, and docs. I found no soft-edge pair that clearly shares the same underlying bug/change, so all candidate merges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43611 is the closest thing to a representative anchor because it is a clear, broadly scoped Transformers v5 loading regression; however, the cluster as a whole is not a true duplicate set.", + "summary": "These items are mostly unrelated issue reports that only share broad Transformers v5/load/tokenizer wording. I do not see any soft pair that clearly describes the same underlying bug or fix.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the clearest broad regression in the set: it describes a concrete v5 loading break around `base_model_prefix`, which is the most representative of the cluster\u2019s load/init failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to represent the cluster\u2019s theme of v5 loading breakages, but it should not be treated as a duplicate canonical for the others.", + "best_issue_reason": "issue:43611 has the strongest combination of specificity and generality for this set: a concrete, reproducible v5 loading regression with a plausible shared root in model initialization.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both mention v5 and model initialization/loading, but one is about base_model_prefix handling and the other about custom model initialization in Jupyter; different concrete bugs and fixes." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Different failure modes and code paths: video-input regression for Qwen VL models versus a generic mask/tensor shape IndexError." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "One is a storage/type error involving Float8 tensors; the other is a compilation/template-node error. No shared underlying bug." - }, - { - "left": "issue:45823", - "right": "issue:47448", - "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to architecture recognition for gemma4 12B." - }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Save/from_pretrained handling of extra_state is a different persistence bug from unwrapping text_config in composite Qwen multimodal configs." + "reason": "Different failure modes: extra_state save/load handling vs `from_config` not unwrapping `text_config`." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 wrong outputs with AutoModel/pipeline is a model-specific inference issue, not the ModelOutput key assignment bug." + "reason": "Same broad model/output area, but one is a SigLIP2 inference issue and the other is `ModelOutput` key assignment semantics." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "High perplexity on gpt-oss-20b and MetalConfig batched quantized generation corruption are unrelated." + "reason": "Unrelated: perplexity on gpt-oss-20b vs Metal quantized batched generation corruption." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failing on torch_compilable_check is an export/tracing problem, while Perceiver non-default resolution failure is a vision interpolation issue." + "reason": "Different code paths: `torch.export` with `torch_compilable_check` vs Perceiver interpolation at non-default resolution." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both involve loading, but one is a tokenizer class-method conflict and the other is gguf_file breaking from_pretrained for tokenizer/model loading." + "reason": "Both involve loading, but one is a T5 tokenizer special-tokens conflict and the other is `gguf_file` handling for model/tokenizer loading." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "One is Whisper pipeline `return_language`; the other is generic `from_pretrained` behavior inside Python classes." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different deprecated/removed pipeline docs and should not be merged as the same change." + "reason": "Both are docs-related, but they cover different API changes and different removed/renamed pipeline behavior." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Different tokenizer-loading regressions with different models and mechanisms; one is EMBEDDIA/est-roberta loading, the other is Mistral regex patching." + "reason": "Different subsystems: quantized save/load round-trip vs `continue_final_message` for mistral_common tokenizers." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Quantized sinq save/load breakage and mistral_common continue_final_message behavior are separate issues." + "reason": "Both tokenizer-load regressions, but different models and different bugs (`est-roberta` load failure vs Mistral regex patch crashing)." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction errors are not the same bug as tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "CamemBERT masked-LM predictions in v5 is not the same as tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Isolated reproduction of another issue and a tokenizer continue_final_message bug are not the same underlying defect." + "reason": "No clear overlap beyond tokenizer-related wording; one is a reproduction of issue #38071, the other is a mistral_common `continue_final_message` bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "One is a reproduction issue, the other is a PagedAttentionCache crash on Qwen3.5; no shared code-path bug." + "reason": "Different problems: isolated repro of #38071 vs PagedAttentionCache failing on Qwen3.5 linear_attention groups." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are different subsystems and fixes." + "reason": "Whisper `return_language` pipeline behavior is unrelated to MXFP4 quantization fallback on gpt-oss-20b." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4-related, but one is a device mismatch in forward and the other is an unsafe dtype cast in multimodal embedders." + "reason": "Same family name (Gemma4) but different bugs: device-map mismatch in forward vs unsafe dtype cast in multimodal embedders under 4-bit quantization." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling is unrelated to TimesFM window_size attribute errors." + "reason": "Different APIs and failures: extra_state save/load vs `window_size` raising `AttributeError` in TimesFM 2.5." }, { "left": "issue:44756", "right": "issue:47333", "accept": false, - "reason": "Strix Halo mmap OOM and disk-offloaded model save failure are unrelated storage/memory issues." + "reason": "Unrelated: mmap/OOM on Strix Halo vs saving a disk-offloaded Qwen3 model." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3/BertModel initialization and compiled flex_attention on torch>=2.9 are distinct failures." + "reason": "Different bugs in different stacks: DeepSpeed ZeRO3/BertModel indexing vs `torch.export`/`flex_attention` compilation." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two model-loading failures for different models and causes; they do not look like the same bug." + "reason": "Both are load failures, but for different repositories/models and different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "`_is_hf_initialized` flag breakage is unrelated to an ONNX export attention dtype mismatch." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "Tokenizer special-tokens conflict vs Qwen3Moe FineGrainedFP8Config failure are distinct issues." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:36032", + "right": "issue:39921", "accept": false, - "reason": "_is_hf_initialized flag breakage in v5 is unrelated to ONNX export dtype mismatch in CanineModel." + "reason": "Both mention tokenizer/special tokens, but the underlying bugs differ: T5 tokenizer method conflict vs Gemma3N projection error when adding tokens." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model loading problems with no shared concrete code path." + "reason": "Different models and different load paths; no evidence they share a root cause." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch for Mistral-3 is unrelated to a template-node compilation error." + "reason": "Image preprocessor/model dtype mismatch is unrelated to a template compilation TypeError." }, { - "left": "issue:43746", - "right": "issue:47331", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "PEFT adapter local checkpoint loading and disk-offloaded save behavior are separate loading/offloading bugs." + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head weight tying are separate model-specific bugs." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "Tokenizer BPE marker handling and lm_head weight tying in Mistral3ForConditionalGeneration are different defects." + "reason": "PEFT local checkpoint loading and Metal quantized batched generation corruption do not share a concrete code path." }, { "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; different concrete bugs and fixes." + "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization; distinct fixes." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Repository tokenizer.json being ignored is not the same as DeepSeek-Coder v1 tokenizer output being wrong in v5+." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different training-loss bugs in different model families; only a superficial pattern match, not the same underlying defect." } ] }, @@ -3330,7 +3452,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:34567", "issue:36032", @@ -3339,8 +3461,10 @@ "issue:40990", "issue:42175", "issue:42915", + "issue:43208", "issue:43262", "issue:43299", + "issue:43317", "issue:43421", "issue:43452", "issue:43482", @@ -3350,12 +3474,12 @@ "issue:43644", "issue:43645", "issue:43646", + "issue:43746", "issue:43873", "issue:43931", "issue:44206", "issue:44220", "issue:44451", - "issue:44462", "issue:44530", "issue:44661", "issue:44671", @@ -3374,225 +3498,245 @@ "issue:46304", "issue:46326", "issue:46402", - "issue:46489", - "issue:46894", "issue:46897", + "issue:47013", "issue:47312", "issue:47331" ], "soft_pairs": [ - "issue:44462|issue:46489", - "issue:45479|issue:46894", + "issue:46285|issue:46402", "issue:43541|issue:45084", "issue:44661|issue:44683", - "issue:46285|issue:46402", "issue:43299|issue:43931", "issue:42915|issue:44530", "issue:45479|issue:46897", - "issue:44451|issue:44987", "issue:43873|issue:47331", + "issue:44451|issue:44987", "issue:44530|issue:46304", "issue:36032|issue:43645", "issue:44737|issue:45859", - "issue:40990|issue:43421", "issue:40444|issue:46326", - "issue:34567|issue:40444", + "issue:40990|issue:43421", "issue:42175|issue:46178", + "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:45084|issue:45507", "issue:44206|issue:44220", "issue:43582|issue:43632", - "issue:39404|issue:44671", "issue:44987|issue:44991", + "issue:39404|issue:44671", "issue:43452|issue:43482", "issue:43482|issue:47312", + "issue:43262|issue:47331", + "issue:43208|issue:47013", "issue:44811|issue:45584", - "issue:43262|issue:47331" + "issue:43582|issue:47331", + "issue:43746|issue:46326", + "issue:43317|issue:43482", + "issue:42915|issue:45084" ], - "prepared_review_unit_hash": "51031ddcd7b27b16cf98dbdeb302aa334975d8bf8f5ade5212ffe3ac018f203a", + "prepared_review_unit_hash": "79b53e3333b9025133ffbb6308f29ff67830083552884bca3a86aed246b0a412", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35170, - "estimated_input_tokens": 8793, - "estimated_eval_tokens": 17842 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs mostly share broad subsystems or release versions, but they do not look like the same underlying bug/change. I would reject all soft edges; no pull requests are present. Among the issues, #43873 is the strongest general anchor due to its breadth and activity, but it does not unify these candidates into one duplicate group.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose set of Transformers v5 regressions and model-specific failures, not one duplicate family. The broadest representative is the custom model initialization regression, while most other items are narrower and unrelated.", + "confidence": 0.88, + "canonical_issue_reason": "issue 43646 is the broadest, most representative v5 regression here: a general custom-model initialization breakage that fits the cluster\u2019s overall theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the broadest and most actively discussed issue in the set, with multiple inbound references, so it is the best umbrella candidate even though it is not a duplicate match for the listed pairs.", + "best_issue_reason": "issue 43646 is the best single issue to keep as the cluster representative because it is generic and central, whereas most other items are isolated failures in specific models, loaders, or backends.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer-loading regressions, but they concern different models and different failure modes." - }, - { - "left": "issue:45479", - "right": "issue:46894", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "One is a zero-loss classification bug; the other is a training-loss double-shift bug in a different model family." + "reason": "Different models and failure modes: CLIP text-model structure vs Sam3 text encoder weight loading." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Both mention compilation/tracing, but the concrete errors and code paths are unrelated." + "reason": "Both are compile/tracing errors, but they hit different code paths and symptoms; not the same bug." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping name handling and flex_attention compilation are unrelated bugs." - }, - { - "left": "issue:46285", - "right": "issue:46402", - "accept": false, - "reason": "Different models, different loading paths, and different symptoms." + "reason": "Tokenizer-mapping generation bug vs flex_attention compile failure on newer torch; unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a version regression and the other is a weight-shape mismatch; not the same bug." + "reason": "Different Qwen model families and different loading errors; no clear shared root cause." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both are Qwen-related, but one is FP8 config failure and the other is a cache/group-type crash in a different model line." + "reason": "Both mention Qwen3 variants, but one is FP8 config loading and the other is PagedAttention cache execution." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Different loss bugs affecting different tasks and model families." + "reason": "Sequence-classification loss bug vs Florence2 training-loss shift bug; distinct problems." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43873", + "right": "issue:47331", "accept": false, - "reason": "Both are loading failures, but for different repos and likely different tokenizer/model issues." + "reason": "Quantized offload issues on different backends and different runtime failures; not one concrete bug." }, { - "left": "issue:43873", - "right": "issue:47331", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both touch quantization/offloading, but one is a general offloading behavior issue and the other is a Metal batched-generate kernel bug." + "reason": "Both are model-loading failures, but they concern different models and different breakpoints." }, { "left": "issue:44530", "right": "issue:46304", "accept": false, - "reason": "One is a Qwen3.5 cache crash; the other is a build/runtime support issue for USE_DISTRIBUTED=0." + "reason": "Qwen3.5 cache crash vs distributed build regression; unrelated layers." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and custom-model notebook initialization are unrelated." + "reason": "Tokenizer method-name conflict vs custom model initialization in notebooks; different bugs." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device/offload behavior, but they affect different models and different operations." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor updates are different bugs." + "reason": "Both are device/offload-related, but one is XLNet positional encoding and the other is Qwen3 Moe rotary embedding." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal finetuning with iterable datasets and mistral_common chat-template handling are unrelated." + "reason": "Multimodal training with multiple images vs mistral_common chat-template handling; different code paths." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "TrainerState token-count tracking is unrelated to Qwen2.5-VL multimodal dataset failures." + "reason": "Perplexity anomaly on a model vs runtime special-token post-processor update; not the same issue." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both are backend/dependency issues, but they are about different missing backend registrations." + "reason": "Packaging dependency omission vs backend registry validation error; separate problems." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking vs Qwen2.5-VL iterable dataset handling; unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "The former is about non-persistent buffers being corrupted; the latter is a broader custom-model initialization regression." + "reason": "Both are v5 init regressions, but one is junk non-persistent buffers and the other is custom model initialization; not identical." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different invalid-method/compile failures in different model paths." + "reason": "Different runtime errors in different subsystems; no evidence of a shared underlying bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature extraction issues, but the reported failures point to different functions and symptoms." + "reason": "Both are audio-feature related, but the titles point to different failing functions and symptoms." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "Apple Silicon allocator TypeError vs _is_hf_initialized flag breakage; unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Whisper pipeline language-return regression and CamemBERT masked-LM prediction regression are unrelated." + "reason": "Both are loading regressions after v5, but they affect different models and likely different loader paths." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Both are tokenizer loading regressions, but for different models and likely different causes." + "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction bug; different models and behavior." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "GGUF loading is the shared theme, but one is a generic from_pretrained breakage and the other is a model-specific failure." + "reason": "Both mention GGUF loading, but one is a broad auto-class gguf_file regression and the other is a specific model-loading failure; not enough to assume the same bug." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43482", + "right": "issue:47312", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation are different bugs." + "reason": "GGUF loading failure vs kernel compatibility issue; unrelated." }, { "left": "issue:43262", "right": "issue:47331", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Metal quantized batch corruption are unrelated." + "reason": "Audio chat-template sampling-rate default vs Metal quantized batch generation corruption; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM-related, but one reports multiple training blockers for small models and the other is a specific return_last_states crash." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper token-handling issues, but one is batch_decode filtering and the other is empty-transcription generation failure." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading vs mistral_common continue_final_message behavior; different features and failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/offload contexts: dequantized device-map offload vs GGUF model loading." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config loading vs a template compilation error; unrelated." } ] }, @@ -3614,28 +3758,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:41720", + "issue:40444", "issue:42915", - "issue:43208", + "issue:43089", "issue:43262", - "issue:43317", + "issue:43296", + "issue:43322", "issue:43377", "issue:43404", - "issue:43482", + "issue:43425", "issue:43531", - "issue:43582", + "issue:43540", "issue:43632", "issue:43645", "issue:43646", "issue:43742", - "issue:43746", "issue:43792", "issue:43819", + "issue:43872", "issue:43994", "issue:44008", "issue:44062", @@ -3643,6 +3788,7 @@ "issue:44291", "issue:44403", "issue:44451", + "issue:44464", "issue:44466", "issue:44479", "issue:44534", @@ -3653,237 +3799,256 @@ "issue:44987", "issue:45020", "issue:45081", - "issue:45084", "issue:45325", - "issue:46326", + "issue:45923", + "issue:45987", "issue:46661", "issue:46821", "issue:46869", "issue:46899", - "issue:47013", - "issue:47331", + "issue:47254", "issue:47448" ], "soft_pairs": [ - "issue:43208|issue:47013", - "issue:43582|issue:47331", - "issue:42915|issue:45084", - "issue:43746|issue:46326", "issue:43792|issue:46869", - "issue:43317|issue:43482", "issue:44403|issue:45081", "issue:43645|issue:46661", "issue:42915|issue:44291", - "issue:43646|issue:44534", "issue:44987|issue:45081", + "issue:43646|issue:44534", "issue:43262|issue:43377", - "issue:36032|issue:43742", "issue:45020|issue:47448", + "issue:36032|issue:43742", "issue:43377|issue:43819", - "issue:42915|issue:44589", "issue:43994|issue:44610", + "issue:42915|issue:44589", "issue:28530|issue:34567", - "issue:43404|issue:44466", + "issue:44062|issue:44987", "issue:44451|issue:45081", "issue:43531|issue:44877", - "issue:44062|issue:44987", - "issue:36032|issue:41720", + "issue:43404|issue:44466", "issue:44265|issue:44610", - "issue:44849|issue:45325", "issue:44008|issue:46899", "issue:44479|issue:45325", - "issue:43632|issue:46821" + "issue:44849|issue:45325", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:45923|issue:47254", + "issue:43296|issue:43531", + "issue:44464|issue:45987", + "issue:40444|issue:45325", + "issue:43872|issue:44291" ], - "prepared_review_unit_hash": "588e0c974d2bba16bad9fc369c394cae0629618bd75f1155cbfca7896a49b878", + "prepared_review_unit_hash": "fa14055c338cfc27a2856a5bd073b129aa7ac42b46b9f298ccd0d0b8c04b9e29", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35804, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous, with only loose thematic overlap around Transformers v5 loading/initialization regressions. None of the soft-edge pairs look like the same concrete bug, so I would not merge any of them.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45020 is the broadest and most representative umbrella: it captures recent Transformers v5 regressions breaking remote-code model loading, which matches the dominant theme across the cluster better than the more narrow, model-specific reports.", + "summary": "This cluster is a loose thematic grouping of mostly unrelated Transformers regressions and model-specific loading bugs. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates. If a representative issue is needed, the broad remote_code regression is the best umbrella candidate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster: it describes a general regression in recent Transformers versions affecting remote_code models, which is the closest thing here to an umbrella bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 has the clearest high-level regression framing and the widest applicability across the related v5 loading/init failures in this set.", + "best_issue_reason": "issue:45020 is the most general and cluster-central issue among a set of otherwise distinct failures; it best represents the shared theme without pretending the rest are duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43208", - "right": "issue:47013", - "accept": false, - "reason": "Same library area, but different xLSTM failures and different crash conditions." - }, - { - "left": "issue:43582", - "right": "issue:47331", - "accept": false, - "reason": "Unrelated Metal/allocator error versus a batched quantization correctness bug." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Different model/config paths and different failure types." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "PEFT checkpoint loading bug is unrelated to tokenizer continue_final_message behavior." - }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are different bugs." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Both are loading failures, but for different model formats and distinct causes." + "reason": "Different models and failure modes: Whisper inference/runtime failure vs YOLO multi-GPU device-map loading." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise suppression on load is unrelated to a Mistral tokenizer regex crash." + "reason": "One is noisy logging on load; the other is a tokenizer regex patch crash. Different code paths and symptoms." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both involve custom/remote-code models, but the initialization failures are different code paths." + "reason": "Both involve custom/remote-code models, but one is Jupyter/custom-model initialization and the other is AutoModel.from_pretrained missing config_class. Not the same bug." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different quantization/init-empty-weights issues with no concrete shared bug." + "reason": "Both mention _is_hf_initialized, but one is FineGrainedFP8/Qwen3Moe quantization and the other is init_empty_weights loading. Distinct integrations." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Custom model init breakage and non-persistent buffer junk are unrelated regressions." + "reason": "Different model-loading failures: physical-intelligence/fast versus Mistral tokenizer regex patching." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Different model families and different tokenizer/loading failures." + "reason": "Custom model initialization breakage is unrelated to non-persistent buffer serialization junk." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI padding-mask bug are separate issues." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batch-padding-mask mismatch are separate bugs." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:45020", + "right": "issue:47448", "accept": false, - "reason": "Tokenizer class-name conflict and MobileLLM key error are unrelated." + "reason": "Broad remote_code regressions are not the same as a specific arch-recognition failure for gemma4 12B." }, { - "left": "issue:45020", - "right": "issue:47448", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Remote-code loading regressions are broader than a specific unrecognized Gemma4 architecture." + "reason": "A T5 tokenizer method-name conflict is unrelated to a MobileLLM load KeyError." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are model-output mismatches, but for different models and mechanisms." + "reason": "Both are audio-model bugs, but one is padding-mask batch consistency and the other is DAC STE/from_latents mismatch." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to Float8 storage lookup errors." + "reason": "Different vision bugs: SigLIP2 nonsensical outputs vs OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "SigLIP2 inference nonsense and OmDet processor image-size mismatch are different bugs." + "reason": "Quantization/init issues versus a Float8 storage lookup failure are different code paths." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric lookup and token-count tracking are unrelated trainer bugs." + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated trainer behaviors." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Both mention lm_head.weight, but one is weight tying and the other is serialization behavior." + "reason": "Tokenizer AddedToken kwarg duplication is unrelated to a model load failure for physical-intelligence/fast." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." + "reason": "Model-specific load failure for ScandiBERT is not the same as the Mistral regex-patching crash." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window behavior and strict config validation are different concerns." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different bugs." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "AddedToken special-arg conflict is not the same as a model-loading regression." + "reason": "One is missing lm_head tying in a model class; the other is inconsistent serialization depending on device. Related area, but different defect." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer constructor conflict and Qwen3 device-map CUDA assert are unrelated." + "reason": "torch.export failures with torch_compilable_check are unrelated to OmDet-Turbo input-resolution mismatch." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma generations and different causes: variable-name collision vs unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "torch.export compatibility bug and processor image-size mismatch are different layers." + "reason": "A broad video-input regression across several Qwen models is not the same as the specific still-image rope-index scaling bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen variants and different bugs in hidden-state/rope handling." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling are distinct model behaviors." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a variable-name collision and the other is a quantization dtype cast bug." + "reason": "A Llava Next segfault and a Qwen3OmniMoe video ValueError are different multimodal failures." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Transformers v5 flag breakage and TimesFM window_size AttributeError are unrelated." + "reason": "_is_hf_initialized flag breakage is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as a StaticCache sequence-length return-type bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and load-time noise are unrelated issues." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a remote-code model is different from a PEFT+DeepSpeed ZeRO-3 checkpointing error." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure under vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-image IterableDataset finetuning failure and still-image temporal position scaling are different Qwen2.5-VL bugs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "They share the _is_hf_initialized keyword theme, but one is bitsandbytes Int8Params construction and the other is init_empty_weights loading; too different to merge as one duplicate." } ] }, @@ -3905,35 +4070,36 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:33666", "issue:35707", "issue:40444", "issue:40990", "issue:41720", + "issue:42175", "issue:42796", - "issue:43089", "issue:43296", - "issue:43322", "issue:43381", - "issue:43425", + "issue:43421", + "issue:43482", + "issue:43525", "issue:43531", - "issue:43540", "issue:43611", "issue:43632", "issue:43716", "issue:43746", "issue:43792", - "issue:43872", "issue:43883", "issue:44079", "issue:44220", "issue:44291", + "issue:44387", "issue:44403", - "issue:44464", + "issue:44462", "issue:44488", "issue:44534", + "issue:44568", "issue:44589", "issue:44683", "issue:44756", @@ -3941,263 +4107,261 @@ "issue:44991", "issue:45081", "issue:45216", - "issue:45325", "issue:45357", + "issue:45542", "issue:45663", "issue:45812", "issue:45923", - "issue:45987", "issue:46294", "issue:46315", "issue:46491", "issue:46710", + "issue:46821", "issue:46899", - "issue:47254", + "issue:47404", "issue:47448" ], "soft_pairs": [ - "issue:43089|issue:45987", - "issue:43322|issue:43540", - "issue:43425|issue:44403", - "issue:43296|issue:43531", - "issue:45923|issue:47254", - "issue:44464|issue:45987", - "issue:40444|issue:45325", - "issue:43872|issue:44291", "issue:44220|issue:44683", "issue:43716|issue:46899", "issue:43611|issue:44534", "issue:44991|issue:46315", "issue:44403|issue:44991", "issue:45216|issue:45357", - "issue:44291|issue:44589", "issue:45812|issue:46491", "issue:42796|issue:43746", - "issue:43792|issue:44589", + "issue:44291|issue:44589", "issue:43883|issue:44488", + "issue:43792|issue:44589", "issue:33666|issue:40444", "issue:43381|issue:45923", "issue:43632|issue:44756", "issue:40990|issue:44811", - "issue:43531|issue:44291", "issue:35707|issue:40444", "issue:42796|issue:46710", + "issue:43531|issue:44291", "issue:44079|issue:45663", "issue:46294|issue:47448", - "issue:41720|issue:45081" + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:44387|issue:47404", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:42175|issue:45542", + "issue:43883|issue:44991", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:44462|issue:45812" ], - "prepared_review_unit_hash": "04cebd144efd88321ac953802053502c4b5c8bf222892810f8db0859799e91a5", + "prepared_review_unit_hash": "45e251ae75ddffaebe0983dc91f1382a1c69c6af06d00fbf48ceb9644d6030bb", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35820, - "estimated_input_tokens": 8955, - "estimated_eval_tokens": 18166 + "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 grab-bag of unrelated model-loading, tokenizer, and generation bugs. Only two soft-duplicate families look credible: the `_is_hf_initialized` init/load regression and the Qwen3.5 `save_pretrained` checkpoint-key regression.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43632 is the best representative because it states the broad underlying `_is_hf_initialized` regression directly, which also explains the more specific init/load failures seen in nearby reports like issue:43872 and issue:44291.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "issue:43632 is the strongest single issue to keep as the cluster anchor: it is the most generic, root-cause-oriented report among the set, and it maps to a recurring compatibility break rather than a narrow model-specific symptom.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "No true duplicate cluster here: the soft pairs mostly share vague vocabulary but describe different bugs, models, or subsystems. No PRs are present. If one issue must be used as a representative, the Granite tokenizer regression is the closest fit, but only weakly so.", + "confidence": 0.83, + "canonical_issue_reason": "Closest representative: issue:45812 is a broad, high-impact tokenizer regression affecting all Granite models and already has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue to anchor the cluster, if forced, because it is the broadest and most externally referenced regression among the tokenizer-related items.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation performance overhead vs cache length return-type bug; different symptoms and code paths." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Both are multimodal failures, but one is a Llava Next load segfault and the other is Qwen3OmniMoe video-input validation; not the same bug." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to noise/logging when loading models." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "Qwen2.5-VL training with multiple images per prompt and Qwen3-MoE sliding_window are different model-specific issues." - }, - { - "left": "issue:45923", - "right": "issue:47254", - "accept": false, - "reason": "Missing gradient_checkpointing support flag is not the same as a PEFT+ZeRO-3 checkpointing runtime error." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to StaticCache.get_seq_length() returning the wrong type." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both concern Qwen2.5-VL, but one is finetuning with multiple images and the other is a rope-index scaling regression; different underlying problems." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Both report the same `_is_hf_initialized` compatibility break surfacing through different loaders/wrappers; a single fix could plausibly address both." - }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank extraction and compiled flex_attention on newer torch versions are unrelated." + "reason": "Different bugs: audio feature extraction failure vs compiled flex_attention breakage on torch >= 2.9." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype problems, but they affect different models and different processing stages." + "reason": "Both are multimodal dtype problems, but they affect different model families and code paths (Mistral-3 vs Gemma4)." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading failure and non-persistent buffer junk are distinct v5 regressions." + "reason": "Related to Transformers v5 regressions, but one is loading with base_model_prefix and the other is non-persistent buffer initialization; not the same fix." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different tokenizer bugs." + "reason": "Tokenizer loading failure for a specific model vs convert_tokens_to_ids performance regression; different behaviors and remedies." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unnecessary loading noise is not the same issue as tokenizer loading failure." + "reason": "Unnecessary logging/noise when loading a transformer is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Both are the same Qwen3.5 save_pretrained regression around incorrect visual-encoder checkpoint keys; the later report is a continuation of the same bug." - }, - { - "left": "issue:44291", - "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` kwarg and missing Float8 storage are unrelated failures." + "reason": "Same model family and regression theme, but these are distinct save_pretrained visual-key bugs at different versions/symptoms." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite token IDs regression and CodeLlama leading-space round-trip are different tokenizer issues." + "reason": "Granite token IDs regression vs CodeLlama leading-space round-trip bug; both tokenizer bugs, but not the same underlying issue." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT loading are unrelated." + "reason": "Tokenizer BPE marker handling vs PEFT/local-checkpoint loading for GraniteSpeech; unrelated failure modes." }, { - "left": "issue:43792", + "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Whisper not running and Float8 storage lookup failure are unrelated." + "reason": "init_empty_weights/_is_hf_initialized argument issue vs missing Float8 storage type; both v5-related but separate breakages." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights metadata for Molmo and failure to load a specific tokenizer are different bugs." + "reason": "Model attribute error on Molmo vs a tokenizer loading report for cjvt/sleng-bert; not the same code path." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs Float8 storage lookup error; distinct runtime/serialization problems." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image finetuning are separate model/version-specific issues." + "reason": "Qwen2-VL multi-GPU training question vs Qwen2.5-VL IterableDataset failure with multiple images; related family, different bug." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as missing support-gradient-checkpointing metadata." + "reason": "Gradient checkpointing eval-mode error is unrelated to missing supports_gradient_checkpointing on a trust_remote_code variant." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression and mmap OOM avoidance on Strix Halo are unrelated." + "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are separate v5 issues." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and the _is_hf_initialized init error do not share the same underlying bug." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper processor.batch_decode ignoring skip_special_tokens." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image finetuning are different features." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache issue, not a multimodal finetuning dataset bug." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same code-path failure." + "reason": "Tokenizer BPE marker handling and model accuracy regression on DeepSeek-R1 are different problems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and init_empty_weights/_is_hf_initialized TypeError are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuild KeyError are unrelated." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are different implementation defects." }, { "left": "issue:46294", "right": "issue:47448", "accept": false, - "reason": "Video chat-template mismatch and Gemma4 architecture recognition are distinct issues." + "reason": "Video chat-template feature/token mismatch vs unrecognized gemma4 12B architecture; different areas entirely." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert on auto device mapping and Mistral regex patch crash are unrelated." + "reason": "Qwen3 auto device map cudaErrorAssert on A800 is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure with transformers v5 and missing pad_token_id on Llama4Config are distinct loading errors." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Int4 quantization memory regression vs device_map loading OOM from conversion-op transients; related symptom, different root cause." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow backend under pip install '.[torch]' is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys and tokenizer loading for est-roberta are separate failures." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor update feature and mdeberta-v3 add_special_tokens BOS/EOS regression are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk fill are different internal-state bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json in a repo and the other produces wrong Granite token IDs; not mergeable as one fix." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted duplicate families (_is_hf_initialized and Qwen3.5 save_pretrained checkpoint keys) are supported by the issue titles and similarity, and the rejected pairs are plausibly distinct bugs. No pull requests are present, so the PR fields are fine." - }, - "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 }, @@ -4212,47 +4376,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:40444", + "issue:40990", + "issue:41720", "issue:41950", - "issue:42175", - "issue:43296", + "issue:42796", + "issue:43262", "issue:43317", "issue:43377", - "issue:43421", "issue:43454", "issue:43482", - "issue:43525", + "issue:43606", "issue:43611", "issue:43644", "issue:43646", + "issue:43746", "issue:43818", + "issue:43828", "issue:43856", "issue:43873", - "issue:43883", "issue:43994", "issue:44079", "issue:44265", "issue:44291", - "issue:44387", - "issue:44462", "issue:44466", + "issue:44479", "issue:44509", - "issue:44534", - "issue:44568", + "issue:44829", "issue:44877", "issue:44898", - "issue:44991", "issue:45072", "issue:45325", "issue:45357", "issue:45381", + "issue:45479", "issue:45491", "issue:45538", - "issue:45542", + "issue:45584", "issue:45701", - "issue:45812", + "issue:45823", "issue:45834", "issue:46402", "issue:46661", @@ -4260,242 +4424,242 @@ "issue:46821", "issue:46909", "issue:47217", - "issue:47404", - "issue:47448" + "issue:47448", + "issue:47458" ], "soft_pairs": [ - "issue:43482|issue:43525", - "issue:43296|issue:46821", - "issue:42175|issue:43296", - "issue:44387|issue:47404", - "issue:42175|issue:45542", - "issue:43883|issue:44991", - "issue:43421|issue:44568", - "issue:44079|issue:44534", - "issue:44462|issue:45812", - "issue:44265|issue:45072", "issue:43482|issue:45538", + "issue:44265|issue:45072", + "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:45325|issue:45834", - "issue:43317|issue:43856", "issue:46661|issue:47448", - "issue:44291|issue:44877", "issue:44509|issue:46909", "issue:40444|issue:45381", + "issue:44291|issue:44877", "issue:43644|issue:44079", "issue:43377|issue:45491", "issue:45325|issue:45381", "issue:43994|issue:44898", "issue:40444|issue:47217", - "issue:43454|issue:44466", "issue:41950|issue:47448", - "issue:43873|issue:45701", + "issue:43454|issue:44466", "issue:45325|issue:46697", + "issue:43873|issue:45701", + "issue:43818|issue:46402", "issue:43818|issue:45357", - "issue:43818|issue:46402" + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:44829|issue:45479", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43646|issue:47458", + "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "2b49e63588b0c38a17bb9e3531613377485a462b7931074fd0236f08ea5b790b", + "prepared_review_unit_hash": "3256f62b81659a33e563104434233cd90b9fc9a316d392eddd3e175070a17af3", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36571, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct regressions, with a loose theme around Transformers v5 loading/tokenization/vision-model behavior. I did not find strong evidence that most soft pairs are true duplicates, so I kept merging very conservative.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the dominant theme here: a Transformers 5.0 model-loading regression. It is more central to the cluster than the many narrower symptom reports.", + "summary": "Mostly a false-positive cluster: the items span many unrelated bugs across different models, loaders, processors, docs, and training paths. None of the soft pairs looks like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.74, + "canonical_issue_reason": "No strong canonical issue stands out because the set is heterogeneous. If one must anchor the cluster, issue 44479 is the broadest concrete user-facing regression (Qwen video-input regression across multiple models), but it does not represent the whole set well.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best single issue to anchor this cluster because it captures the most general and recurring failure mode (v5 load/init breakage) without overfitting to a specific model or component.", + "best_issue_reason": "Issue 44479 is the most broadly scoped, concrete regression in the list and the closest thing to a cluster anchor, though the overall cluster is still mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "Different failures: one is GGUF loading for Qwen2.5, the other is a Llama4Config pad_token_id attribute error." - }, - { - "left": "issue:43296", - "right": "issue:46821", + "right": "issue:45538", "accept": false, - "reason": "Unrelated models and APIs; one is a PaddleOCR-VL/vLLM load failure, the other is a TimesFM window_size AttributeError." + "reason": "Different bug classes: GGUF/v5 model loading failure vs a tokenizer max_length/docs issue. No shared code path." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Packaging/backend dependency issue vs a specific model-loading runtime failure." + "reason": "`torch.export` with `torch_compilable_check` is a different failure mode from bfloat16 inference dtype mismatches." }, { - "left": "issue:44387", - "right": "issue:47404", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both mention OOM/offloading, but the mechanisms differ: int4 reserved-memory growth vs device_map conversion transients on GPU." + "reason": "One is dequantized model loading/offload, the other is MoE training memory usage. Same broad area, but not the same bug." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both are backend/package complaints, but they describe different dependency problems and different failure modes." + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; different concrete paths." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Different subsystems: tied-weights attribute error in Molmo vs AutoTokenizer loading for a specific repository." + "reason": "Both involve model internals, but the titles point to different models and different failures (position-id scaling vs OCR index error)." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:46661", + "right": "issue:47448", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is a tokenizer-specific BOS/EOS omission." + "reason": "Remote-code `config_class` AttributeError is unrelated to Gemma4 architecture recognition." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs non-persistent buffer initialization in v5." + "reason": "Both are docs-related, but they concern unrelated documentation problems and different endpoints." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other yields wrong token IDs for Granite models; not the same bug." + "reason": "Both are Qwen2.5-VL vision-position issues, but one is multi-image finetuning with IterableDataset and the other is video input; not clearly the same bug." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "torch.export exportability problems are unrelated to bf16 dtype mismatch issues." + "reason": "`init_empty_weights` argument mismatch is different from strict config blocking `granite_speech` loading." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different model families and different symptoms; GGUF loading failure is not the same as CLIPTokenizer max_length behavior." + "reason": "Non-persistent buffer junk and `ModelOutput` key assignment are unrelated internals." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both are v5 loading regressions, but one is about base_model_prefix loading and the other is custom model initialization; too broad to treat as the same concrete bug." + "reason": "Both mention batching/padding, but they affect different models and different mechanisms (padding mask support vs sliding-window/all-padding NaNs)." }, { "left": "issue:45325", - "right": "issue:45834", + "right": "issue:45381", "accept": false, - "reason": "Different Qwen/Kosmos vision bugs with different failure modes; not the same underlying code path." + "reason": "Same model family, but one is still-image temporal scaling and the other is video input vision-position IDs; not the same concrete defect." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Offload/load failure under quantization is unrelated to Qwen3 MoE memory usage during training." + "reason": "Different models and APIs: SigLIP2 AutoModel/pipeline output issues vs Perceiver interpolation padding behavior." }, { - "left": "issue:46661", + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL image handling, but one is finetuning with multiple images per prompt and the other is image placeholders in user text; too different to merge." + }, + { + "left": "issue:41950", "right": "issue:47448", "accept": false, - "reason": "Remote-code config_class failure and unrecognized Gemma4 arch are separate model-loading problems." + "reason": "Video-classification pipeline processor lookup is unrelated to Gemma4 architecture recognition." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Both are loading-related, but one is init_empty_weights argument handling and the other is strict config rejection; different causes." + "reason": "One is failure to tie `lm_head` weights causing bad generation; the other is inconsistent serialization of `lm_head.weight`. Related theme, but different bug." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Both are documentation issues, but they concern different docs and different examples/tasks." + "reason": "Qwen2.5-VL position-id scaling and Swin2SR over-padding are unrelated image-processing bugs." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Both are Qwen2.5-VL vision-input regressions, but one is finetuning with multiple images per prompt and the other is video vision_position_ids; not clearly the same bug." + "reason": "Quantization/offload behavior and tokenization changes are completely different issues." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Different regressions: non-persistent buffer junk values vs ModelOutput key assignment." + "reason": "Video-LLaVA temporal-attention/weight-sharing problem is unrelated to Sam3Model text-encoder loading." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both are batching/padding complaints, but they affect different models and different mechanisms." + "reason": "One is a Video-LLaVA architecture bug, the other is incorrect saved visual encoder keys in Qwen3.5." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Same model family and position-id area, but one targets still-image temporal scaling and the other video input vision_position_ids; too specific to merge blindly." + "reason": "CPU offload device mismatch is a different code path from `torch.export`/compilable-check failures." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Different image-model inference failures with no shared concrete code path." + "reason": "Tokenizer BPE marker handling has nothing to do with Qwen2.5-VL video vision-position IDs." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Both mention VL image placeholders, but one is finetuning with multiple images and the other is user-text placeholder handling; insufficient evidence of one root cause." + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different models and different failures." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43828", + "right": "issue:46821", "accept": false, - "reason": "Different problems in different model families: AyaVision lm_head tying vs Granite token serialization/AutoTokenizer behavior." + "reason": "Autocast dtype mismatch is unrelated to a missing `window_size` attribute." }, { - "left": "issue:41950", - "right": "issue:47448", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Video-classification pipeline processor lookup and Gemma4 arch recognition are unrelated." + "reason": "Both involve degenerate training behavior, but one is tied to Flash Attention 3 and the other to `num_labels=1` classification setup; not the same bug." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Offloading/quantization memory behavior is unrelated to tokenization differences across versions." + "reason": "Audio chat-template sample-rate defaulting and PEFT adapter loading are unrelated." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are separate image-processing bugs." + "reason": "High perplexity on WikiText and Whisper empty-transcription generation failure are unrelated model behaviors." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43646", + "right": "issue:47458", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing issue is not the same as Qwen3.5 save_pretrained key serialization." + "reason": "Custom model initialization breakage and GPT2 `c_proj` weight initialization are different issues." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Different model-specific loading bugs with no shared concrete fix path." + "reason": "Both involve `device_map=auto`, but one is a CUDA assert on A800 and the other is a forward-time device mismatch in Gemma4; different failures." } ] }, @@ -4517,11 +4681,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:34634", "issue:35707", "issue:36331", + "issue:39921", "issue:40990", "issue:41720", "issue:42617", @@ -4529,38 +4694,37 @@ "issue:42915", "issue:42947", "issue:43257", - "issue:43262", "issue:43317", "issue:43322", "issue:43377", + "issue:43450", "issue:43454", "issue:43550", + "issue:43572", "issue:43606", "issue:43720", - "issue:43746", "issue:43749", "issue:43819", - "issue:43828", "issue:43873", "issue:44186", "issue:44265", - "issue:44479", + "issue:44387", "issue:44534", "issue:44568", "issue:44610", - "issue:44829", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45325", - "issue:45381", - "issue:45479", - "issue:45584", + "issue:45701", + "issue:45704", + "issue:45759", "issue:45823", "issue:45920", "issue:45923", + "issue:46050", "issue:46209", "issue:46315", "issue:46821", @@ -4568,266 +4732,252 @@ "issue:47405" ], "soft_pairs": [ - "issue:43606|issue:44265", - "issue:44479|issue:45823", - "issue:42796|issue:45381", - "issue:43828|issue:46821", - "issue:44829|issue:45479", - "issue:40990|issue:45584", - "issue:43262|issue:43746", - "issue:41720|issue:45823", "issue:44186|issue:44265", - "issue:35707|issue:41720", "issue:34634|issue:35707", + "issue:35707|issue:41720", "issue:43606|issue:43819", + "issue:43454|issue:43550", "issue:45823|issue:46821", "issue:42617|issue:42915", - "issue:43454|issue:43550", - "issue:40990|issue:42947", "issue:43257|issue:45923", + "issue:40990|issue:42947", "issue:43454|issue:45072", "issue:47404|issue:47405", "issue:44568|issue:45920", "issue:43377|issue:44610", "issue:42796|issue:46209", "issue:36331|issue:42617", + "issue:36331|issue:39921", "issue:36331|issue:42915", - "issue:44877|issue:44991", "issue:41720|issue:43322", + "issue:44877|issue:44991", "issue:43454|issue:43720", "issue:43749|issue:44534", - "issue:43377|issue:44898", "issue:43317|issue:43873", - "issue:41720|issue:42617", + "issue:43377|issue:44898", "issue:41720|issue:44977", - "issue:45325|issue:46315" + "issue:41720|issue:42617", + "issue:45325|issue:46315", + "issue:44387|issue:45704", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:40990|issue:45701", + "issue:43450|issue:45701" ], - "prepared_review_unit_hash": "6cf634d917e98e65c1f7601a482e849f9a89b572e2af3195d54a4a7caffbed0b", + "prepared_review_unit_hash": "7f45326dec9644674d0e8cfe64b2c7d5f4d23ce82da7b03edcdcef16d68109e3", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37382, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "soft_pair_count": 31, + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: tokenizer regressions, multimodal processor bugs, device-map/offload failures, loading/config issues, and unrelated training/API regressions. None of the soft pairs look like the same underlying bug/change, so all are rejected. If a representative issue is needed, 43873 is only the broadest offloading/quantization anchor, not a true duplicate umbrella.", - "confidence": 0.84, - "canonical_issue_reason": "No strong canonical duplicate exists; the items span many unrelated failure modes. If forced to pick a representative, issue 43873 is the broadest offloading/quantization report and has the most discussion, but it still does not cover the rest of the cluster.", + "summary": "This cluster is mostly a set of lookalike but unrelated bug reports. The strongest common thread is offloading/loading/quantization regressions, but even those usually hit different code paths, models, or failure modes. I did not find a true duplicate pair worth merging.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly dominates the cluster; issue 43873 is the broadest representative of the only coherent subgroup (offloading + quantization/loading regressions).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the least-bad representative because it is open, discussion-heavy, and sits in the broad offloading/quantization theme, but it is still not a good umbrella for the other distinct bugs.", + "best_issue_reason": "Issue 43873 is the most general and reusable anchor for the offload/quantization subset, and it is open, making it the best representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", + "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to torch.export/export failures around torch_compilable_check." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Different models and different bugs: video-input regression in Qwen VL vs Gemma4 PLE device mismatch during forward." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id errors." - }, - { - "left": "issue:43828", - "right": "issue:46821", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE has no overlap with TimesFM window_size AttributeError." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Both mention training pathologies, but one is flash-attention-3 degeneration and the other is zero-loss with num_labels=1; different concrete bugs." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity on gpt-oss-20b is unrelated to Whisper failing on empty transcription after align_special_tokens." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is a processor config bug, not a PEFT adapter checkpoint loading bug." + "reason": "Tokenizer crash on NER/batching is a different bug class from torch.export failing on torch_compilable_check." }, { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both involve device mapping, but the Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different failures on different models." - }, - { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to export failures involving torch_compilable_check." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated code paths." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API issue, not a device-map assert." + "reason": "Generation cache/inputs_embeds behavior is not the same as auto device mapping causing cudaErrorAssert." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Bark voice_preset does not work is unrelated to inputs_embeds/past_key_values generation behavior." + "reason": "Both mention mismatches, but one is CPU offload device placement and the other is DAC latent/STE behavior; different bugs." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Both are audio-related, but Bark CPU-offload mismatch and DAC.from_latents/STE mismatch are different code paths and bugs." + "reason": "AyaVision weight tying and Bamba torch.compile SDPA failures are separate model-specific issues." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Gemma4 device mismatch during forward is unrelated to TimesFM's window_size AttributeError." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "A parallel script runtime problem is not the same as Qwen3Moe failing under FineGrainedFP8Config." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Weight tying in AyaVisionConfig is unrelated to Bamba SDPA/torch.compile failures." + "reason": "Missing gradient checkpointing flag and MOE weight conversion under accelerate+deepspeed are different failure modes." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model benchmark is unrelated to PEFT LoRA gradient-checkpointing ineffectiveness." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Accelerate+deepspeed weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "High perplexity on a model is not the same bug as ineffective gradient checkpointing with LoRA." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Missing lm_head tying in AyaVision is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "lm_head tying in AyaVision is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:47404", "right": "issue:47405", "accept": false, - "reason": "One is an OOM from conversion-op transients during device_map loading; the other is a silent conversion skip from model_type mismatch." + "reason": "One is OOM from transient allocation during device_map loading; the other is silent wrong-class conversion skipping leading to bad weights." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Specific add_special_tokens BOS/EOS regression for one tokenizer is not the same bug as broader wrong token IDs across multiple models." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across multiple models." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching mismatch and OmDet-Turbo processor resolution mismatch are different multimodal bugs." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failure on B200." + "reason": "BPE marker handling in a tokenizer is not the same as FP8 inference failure on B200." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss API breakage is unrelated to 3d_parallel.py startup failure." + "reason": "Trainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:36331", - "right": "issue:42915", + "right": "issue:39921", "accept": false, - "reason": "Unexpected compute_loss keyword argument and FineGrainedFP8Config failure are unrelated." + "reason": "Unexpected compute_loss kwargs and Gemma3N projection errors are different bugs." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading failure for EMBEDDIA/est-roberta are different loader regressions." + "reason": "Trainer API breakage is not the same as Qwen3Moe/FP8 config failure." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are different crashes with different model families." + "reason": "cudaErrorAssert under auto device mapping is a different issue from Llava Next segfaults on load." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading failures are separate components and failure paths." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different loading/conversion bugs." + "reason": "Weight tying in AyaVision is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure is not the same as non-persistent buffer initialization with junk values." + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are not the same bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "MIMI encoder batching/padding-mask issue is unrelated to Perceiver non-default-resolution failures." + "reason": "Both are offload/quantization-related, but one is dequantized-model loading on gpu+cpu offload and the other is a broad offloading complaint; not clearly the same underlying bug." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Both touch offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading-not-working report; not the same concrete bug." + "reason": "Batch padding-mask behavior in MIMI encoder is unrelated to Perceiver resolution/interpolation issues." }, { "left": "issue:41720", - "right": "issue:42617", + "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map assert and 3d_parallel.py runtime failure are unrelated." + "reason": "Device-mapping assert and flash-attention generation problems are different code paths." }, { "left": "issue:41720", - "right": "issue:44977", + "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping failure is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Auto device mapping failure is not the same as a 3d_parallel.py runtime issue." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and slow convert_tokens_to_ids in v5 are unrelated tokenizer/vision regressions." + "reason": "Temporal position-id scaling in Qwen2.5-VL is unrelated to tokenizer lookup performance regression." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different memory bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfaults and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on gpt-oss and version-dependent tokenization changes do not match." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape bugs are unrelated to tokenization changes across versions." } ] }, @@ -4849,19 +4999,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:26413", "issue:28530", - "issue:40990", + "issue:33666", "issue:41553", "issue:41720", "issue:42915", "issue:43065", "issue:43295", "issue:43317", - "issue:43322", - "issue:43450", + "issue:43404", + "issue:43531", "issue:43550", "issue:43572", "issue:43577", @@ -4869,11 +5019,11 @@ "issue:43606", "issue:43646", "issue:43708", + "issue:43716", "issue:43720", "issue:43873", "issue:44008", "issue:44186", - "issue:44387", "issue:44423", "issue:44451", "issue:44466", @@ -4887,9 +5037,8 @@ "issue:45685", "issue:45701", "issue:45704", - "issue:45759", "issue:45823", - "issue:46050", + "issue:46291", "issue:46402", "issue:46612", "issue:46665", @@ -4898,17 +5047,13 @@ "issue:46869", "issue:46897", "issue:47020", - "issue:47317" + "issue:47317", + "issue:47404" ], "soft_pairs": [ - "issue:43572|issue:45759", - "issue:44387|issue:45704", - "issue:40990|issue:45701", - "issue:43322|issue:46050", - "issue:43450|issue:45701", "issue:41553|issue:43582", - "issue:45685|issue:46821", "issue:43873|issue:44756", + "issue:45685|issue:46821", "issue:44466|issue:45357", "issue:44186|issue:45072", "issue:43295|issue:45701", @@ -4917,220 +5062,220 @@ "issue:43065|issue:46402", "issue:43550|issue:43720", "issue:43550|issue:43606", - "issue:46821|issue:46869", + "issue:46612|issue:46858", "issue:43577|issue:43708", "issue:44186|issue:44610", - "issue:46612|issue:46858", + "issue:46821|issue:46869", "issue:43646|issue:46665", - "issue:41720|issue:45161", "issue:46897|issue:47317", + "issue:41720|issue:45161", "issue:42915|issue:43317", - "issue:44008|issue:45823", "issue:44423|issue:45406", - "issue:44610|issue:44898" + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:43404|issue:45357", + "issue:45704|issue:47404", + "issue:43531|issue:43572", + "issue:43716|issue:46821" ], - "prepared_review_unit_hash": "68be54500cae8ac0a61718944a34cda287b66d403bf41ee4c5f3b7a13fa32b18", + "prepared_review_unit_hash": "5efea9dc42f92e07ea9b7454aed9a2522c9969c8f4e6ce6d07d718154350305d", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35921, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "soft_pair_count": 28, + "serialized_chars": 36229, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports spanning trainer, tokenization, multimodal processing, quantization, device mapping, and model-specific regressions. I do not see any soft pair that looks like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43646 is the broadest, most central regression report here: a core Transformers 5.0 initialization break affecting custom model code. It is the best representative anchor among a set of otherwise separate, model-specific issues.", + "summary": "These are all issue reports, not pull requests. The pairings are mostly broad-theme similarities rather than the same underlying bug, so none of the soft edges should be merged as duplicates. Issue #43873 is the best representative of the cluster because it is the most active and broadly scoped loading/offload problem.", + "confidence": 0.84, + "canonical_issue_reason": "#43873 is the strongest cluster representative: it has the highest discussion/inbound-reference activity and describes a broadly impactful loading/quantization/offload failure rather than a narrowly model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best issue anchor because it is a clearly framed, broadly relevant core-API regression with a general failure mode; the other reports are narrower and do not collapse into one bug.", + "best_issue_reason": "#43873 is the most suitable global issue anchor for triage because it is open, active, and centers on a general offloading/quantization failure mode with downstream references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Both involve config/model-loading behavior, but one is a StableLM config regression and the other is Qwen multimodal text_config unwrapping; different code paths and fixes." + "reason": "Different subsystems and failures: tokenizer error messaging for Voxtral vs Apple Silicon allocator warmup TypeError." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both mention performance/memory, but int4 quantization OOM and T5/apex RMSNorm memory leak are distinct problems in different subsystems." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "High perplexity on a specific model/dataset is not the same as a tokenizer-version behavior change; no shared underlying bug is evident." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "A Llava Next load-time segfault and a sinq save/load break are different failure modes with different causes." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Batched video processor shape handling is unrelated to tokenizer version-dependent tokenization changes." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Tokenizer loading error for Voxtral and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo; not the same bug." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "An MPS histogram kernel error for MoE models is not the same as a TimesFM window_size attribute bug." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both are memory/offload-adjacent, but one is quantization offloading behavior and the other is Strix Halo mmap OOM; different mechanisms and fixes." + "reason": "Unrelated issues: MPS histogram kernel type support vs TimesFM window_size attribute handling." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern save_pretrained serialization regressions, but one is lm_head weight serialization and the other is Qwen3.5 visual encoder keys." + "reason": "Both concern save/load serialization, but one is tied lm_head serialization and the other is incorrect visual encoder key saving in Qwen3.5." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes for NER/batched padding and dtype mismatches in inference are unrelated bugs." + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A regression in processor.tokenizer access is not the same as version-dependent tokenization changes." + "reason": "Both mention version-related regressions, but they affect different APIs and behaviors; no shared concrete bug path." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup are separate trainer behaviors." + "reason": "Trainer checkpoint resumption failure is unrelated to early stopping metric resolution/disablement." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Loading ScandiBERT failing and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading issues." + "reason": "Model loading failure for ScandiBERT is not the same as XLMRobertaTokenizer passing the wrong type to Unigram." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d in the decoder and the other is missing text encoder weight loading; not the same bug." + "reason": "Same model family, but different components: dummy Conv2d in Sam3PixelDecoder vs missing text encoder weights in Sam3Model." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile with SDPA in Bamba and packed-weight unpacking in BitNet are distinct code-path failures." + "reason": "Both are model/runtime failures, but one is torch.compile+SDPA on Bamba and the other is packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and Bark CPU-offload device mismatch are unrelated." + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs CPU offload device mismatch on bark-small." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "A TimesFM attribute error and a YOLO multi-GPU device_map failure are different model/runtime issues." + "reason": "Both touch generation/cache logic, but one is beam-search cache reorder omission and the other is static-cache seq-length tensor arithmetic under torch.compile." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and Trainer max_steps recomputation on checkpoint resume are unrelated." + "reason": "Blip2 dtype propagation bug is unrelated to Trainer max_steps recalculation when resuming with a different batch size." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo processor size mismatch are different preprocessing bugs." + "reason": "Tokenizer padding/truncation crash is unrelated to OmDet-Turbo producing the wrong image resolution." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Beam-search cache reorder omission and static-cache seq-length tensor arithmetic are separate generation/cache bugs." + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device-map loading failures." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization break and from_pretrained-in-Python-class inconsistency are related in spirit but not the same concrete failure." + "reason": "Custom model initialization breakage and from_pretrained behavior inside Python classes are related only at a high level, not the same bug." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:46897", + "right": "issue:47317", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS tensor-parallel failure are different parallelism/device-map issues." + "reason": "Both are training-loss bugs, but they involve different models and no evidence of the same computation path or fix." }, { - "left": "issue:46897", - "right": "issue:47317", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Both are training-loss bugs, but they involve different models and likely different loss-shift implementations." + "reason": "Qwen3 auto device-mapping cudaErrorAssert is not the same as GPT-OSS MoE tensor-parallel support failing." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model loading with gpu+cpu offload are distinct quantization/load-time problems." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with cpu offload are distinct quantization/loading problems." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but they fail in different processors/code paths with different missing attributes." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 device mismatch under auto mapping are different model-specific regressions." + "reason": "Gemma 3n forward variable-name collision is unrelated to Gemma4 PLE device mismatch during forward." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Both are serve crashes, but one is a string-to-.to path issue and the other is a missing _tokenizer attribute; different root causes." + "reason": "Both are image preprocessing/resolution issues, but they affect different models and different mismatch mechanisms." }, { - "left": "issue:45701", - "right": "issue:44451", + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Tokenizer version behavior changes and inability to load a specific model are not the same bug." + "reason": "FineGrainedFP8Config model failure is unrelated to kernels package import/version requirement errors." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and bugs: untied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:45704", - "right": "issue:45759", + "right": "issue:47404", "accept": false, - "reason": "Apex RMSNorm memory leak in T5 and text_config unwrapping for Qwen multimodal configs are unrelated." + "reason": "Both can lead to memory issues, but one is an apex RMSNorm memory leak and the other is device-map OOM from conversion-op transients." }, { - "left": "issue:46050", - "right": "issue:46402", + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Quantized sinq save/load break and Sam3 text encoder weights not loading are different model-loading regressions." + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to TimesFM window_size attribute errors." } ] }, @@ -5152,29 +5297,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28530", "issue:29159", "issue:30064", "issue:33357", - "issue:33666", "issue:34634", "issue:35707", "issue:36032", "issue:41720", "issue:42915", + "issue:43257", "issue:43316", "issue:43322", - "issue:43404", "issue:43441", "issue:43452", "issue:43531", "issue:43540", "issue:43550", - "issue:43572", + "issue:43606", "issue:43653", - "issue:43716", + "issue:43720", "issue:43746", "issue:43782", "issue:43873", @@ -5184,244 +5328,230 @@ "issue:44387", "issue:44464", "issue:44488", + "issue:44534", "issue:44671", "issue:44734", "issue:44743", "issue:44913", - "issue:45357", "issue:45479", "issue:45632", "issue:45684", "issue:45701", "issue:45704", "issue:45759", - "issue:46291", - "issue:46821", + "issue:46665", "issue:46858", + "issue:46894", "issue:47020", + "issue:47254", "issue:47317", - "issue:47337", - "issue:47404" + "issue:47337" ], "soft_pairs": [ - "issue:28530|issue:33666", - "issue:42915|issue:46291", - "issue:43404|issue:45357", - "issue:43531|issue:43572", - "issue:45704|issue:47404", - "issue:43716|issue:46821", - "issue:28530|issue:30064", "issue:43441|issue:47337", + "issue:28530|issue:30064", "issue:44186|issue:44361", "issue:43881|issue:44488", "issue:44734|issue:46858", "issue:44464|issue:46858", "issue:30064|issue:34634", "issue:43452|issue:47020", - "issue:29159|issue:36032", "issue:44671|issue:44743", - "issue:44387|issue:45701", + "issue:29159|issue:36032", "issue:42915|issue:43322", - "issue:43873|issue:45704", + "issue:44387|issue:45701", "issue:45479|issue:47317", - "issue:43531|issue:45759", + "issue:43873|issue:45704", "issue:33357|issue:35707", + "issue:43531|issue:45759", "issue:43540|issue:43782", "issue:43316|issue:44913", - "issue:41720|issue:43746", "issue:43550|issue:43653", - "issue:45632|issue:45684" + "issue:41720|issue:43746", + "issue:45632|issue:45684", + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "e5b251470bdc867e2c3363eaec258a76f081741c37fd59987ec4bd47eb771b22", + "prepared_review_unit_hash": "f6486226195d5bf14f7a45631f916afde14bbf436aa9a2196f2d4e278fb2454a", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35747, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34559, + "estimated_input_tokens": 8640, + "estimated_eval_tokens": 17536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the titles span unrelated tokenizer, model-loading, quantization, generation, and vision bugs. None of the soft pairs look like the same underlying defect, so all candidate duplicate edges should be rejected. No PRs are present, and there is no strong canonical issue for a true duplicate set.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "The cluster is largely heterogeneous: most items are distinct model, tokenizer, loading, or training bugs with only superficial keyword overlap. No soft pair looks like the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43873 is the broadest and most referenced report in the set, so it is the best available cluster anchor even though the cluster itself is noisy.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be picked as the broadest representative, issue 43873 is the most cross-cutting runtime regression here; however, the set is too mixed to justify a true canonical duplicate.", + "best_issue_reason": "issue:43873 is the most central and general issue here (open, multiple inbound references, broad quantization/offloading scope).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28530", - "right": "issue:33666", - "accept": false, - "reason": "Early-stopping metric selection is unrelated to Qwen2-VL multi-GPU training." - }, - { - "left": "issue:42915", - "right": "issue:46291", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and pipelines' kernels-version import error are different code paths." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "lm_head tying in Mistral3 is unrelated to Qwen3.5 visual-encoder save_pretrained key regression." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are distinct config bugs." - }, - { - "left": "issue:45704", - "right": "issue:47404", - "accept": false, - "reason": "T5 apex RMSNorm memory leak and device_map OOM during conversion are different failures." - }, - { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:43441", + "right": "issue:47337", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to TimesFM window_size AttributeError." + "reason": "Different problem domains: FlashAttention/model loading on one side, flaky bbox-range test failure on the other." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping setup and void segmentation-map processing do not share a code path." - }, - { - "left": "issue:43441", - "right": "issue:47337", - "accept": false, - "reason": "FlashAttention loading failure and flaky bbox-range test are unrelated." + "reason": "Unrelated bugs: early-stopping metric lookup vs image processor handling of void segmentation maps." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + "reason": "Both are tokenizer issues, but they concern different tokenizers and different failure modes; not the same bug." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and sleng-bert model loading failure are separate model-specific issues." + "reason": "Both are load failures, but for different models and different root causes; no evidence of a shared code-path bug." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "KV-cache continuation indexing in serve is different from cache length arithmetic in _prefill." + "reason": "Both involve cache/continuation arithmetic, but the concrete failures differ and do not look mergeable into one fix." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation inconsistencies under compile and device-tensor seq_length slicing are not the same bug." + "reason": "Compiled generation inconsistency is broader and different from the specific static-cache seq-length tensor bug." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Segmentation-map processing and Bark voice_preset handling are unrelated." + "reason": "Image segmentation-map processing and Bark voice_preset handling are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram init error are different tokenizer/model-load bugs." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Generic slow-vs-fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens name conflict." + "reason": "Generic gguf/from_pretrained breakage is not the same as a specific XLMRobertaTokenizer constructor mismatch." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent state reset are unrelated model behaviors." + "reason": "Different models and different symptom classes: masked-LM prediction correctness vs recurrent state reset with cache." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "int4 CUDA reserved-memory growth and tokenization changes across versions are different regressions." + "reason": "General slow-vs-fast tokenizer inconsistency does not match the specific T5 special-token method conflict." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault on load are separate issues." + "reason": "Separate model-loading failures with different backends and symptoms; too far apart to be duplicates." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Quantization offloading behavior and T5 RMSNorm memory leak do not look like one defect." + "reason": "Quantization memory/OOM regression and tokenization changes are unrelated." }, { "left": "issue:45479", "right": "issue:47317", "accept": false, - "reason": "Both mention training loss, but they are model-specific and do not share the same bug." + "reason": "Both mention training loss, but one is a known num_labels=1 loss-selection bug and the other lacks evidence of the same mechanism." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Sliding_window in Qwen3-MoE and text_config unwrapping in AutoModelForCausalLM.from_config are different config paths." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different bugs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "CLIP MacOS bus error and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is a different code path from config unwrapping for composite Qwen multimodal models." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Qwen3VL weight_only loading are different multimodal failures." + "reason": "Different Qwen multimodal failures: video-input processing vs weight_only loading." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config issues." + "reason": "Config API discrepancy for Gemma3TextConfig is not the same bug as GPTNeoX rotary_pct reload behavior." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "A800 device-mapping CUDA assert and PEFT checkpoint loading are different issues." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permissions propagation are different save/load problems." + "reason": "Both concern file/path handling, but one is a cache-path collision and the other is permissions propagation on save." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are not the same bug." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but 46894 is a specific double-shift ASR bug and 47317 has no evidence of that same pattern." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed/accelerate MOE weight conversion and PEFT ZeRO-3 checkpoint errors are separate failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading problems." } ] }, @@ -5443,16 +5573,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:29159", "issue:29925", "issue:34567", "issue:34634", "issue:35707", + "issue:39692", "issue:41720", "issue:42490", - "issue:43257", "issue:43329", "issue:43388", "issue:43526", @@ -5461,20 +5591,23 @@ "issue:43606", "issue:43644", "issue:43653", - "issue:43720", + "issue:43746", "issue:43881", "issue:43883", + "issue:44062", "issue:44077", "issue:44451", "issue:44492", "issue:44509", - "issue:44534", "issue:44589", + "issue:44610", "issue:44625", + "issue:44898", "issue:44987", "issue:44991", "issue:45042", "issue:45059", + "issue:45072", "issue:45357", "issue:45406", "issue:45464", @@ -5482,229 +5615,227 @@ "issue:45759", "issue:45859", "issue:45923", + "issue:46050", "issue:46402", "issue:46665", "issue:46821", "issue:46858", - "issue:46894", - "issue:47254", - "issue:47317", "issue:47333", "issue:47405", "issue:47448" ], "soft_pairs": [ - "issue:44534|issue:46665", - "issue:46894|issue:47317", - "issue:43257|issue:47254", - "issue:43531|issue:46821", - "issue:43606|issue:43720", + "issue:45406|issue:45464", "issue:34634|issue:41720", - "issue:29159|issue:29925", + "issue:43531|issue:46821", "issue:42490|issue:43329", + "issue:29159|issue:29925", "issue:43531|issue:44589", - "issue:45406|issue:45464", "issue:34567|issue:35707", "issue:44492|issue:44509", + "issue:43881|issue:44991", "issue:43606|issue:43653", "issue:45759|issue:45859", - "issue:43881|issue:44991", "issue:43540|issue:46858", "issue:44451|issue:44991", "issue:45704|issue:47405", "issue:43388|issue:45059", "issue:43526|issue:43883", "issue:44987|issue:45042", - "issue:44077|issue:44625", "issue:45923|issue:47333", - "issue:43644|issue:46665", "issue:45042|issue:47448", - "issue:45357|issue:46402" + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:45357|issue:46402", + "issue:44898|issue:45072", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "c9fe4895df5e0448defecc99dac17a604c840339c9f9217581c1314e8230e2b3", + "prepared_review_unit_hash": "e8d2ea87530556ff791ad703c85b44cef83c9d946c0d42ba62e317adc40016d6", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34893, - "estimated_input_tokens": 8724, - "estimated_eval_tokens": 17704 + "serialized_chars": 35626, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of mostly unrelated issue reports across different models and subsystems. None of the soft pairs look close enough to be the same concrete bug/change to merge as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No single true canonical issue stands out because the items are largely unrelated; if one must be chosen, #44534 is the cleanest broad regression report with a concrete, reusable symptom.", + "summary": "All soft pairs are false positives: they share surface wording or a broad subsystem, but not the same concrete bug/change. No PRs were present. The set is heterogeneous, so there is no safe global duplicate canonical.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44534 is the best representative issue only in the sense that it describes a clear Transformers-wide regression, whereas most others are narrower model-specific failures.", + "best_issue_reason": "Issue 45406 is the clearest, most actionable regression report in the set: it names a specific failing code path (`Gemma4Processor` missing `_tokenizer`) and is narrowly scoped. It is a good triage anchor, but not a duplicate hub for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44534", - "right": "issue:46665", - "accept": false, - "reason": "Different bugs: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." - }, - { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Both mention training-loss issues, but they affect different models and likely different code paths." + "reason": "Different bugs and code paths: Gemma4Processor `_tokenizer` crash in serve vs Qwen3.5 streaming chat/completions failure." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different failure modes: Qwen3 MoE loading/conversion vs PEFT+ZeRO-3 checkpointing errors." + "reason": "Bark `voice_preset` handling vs Qwen3 auto device mapping CUDA assert; same general area only at the broadest level." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both involve size/window concepts, but one is a Qwen3-MoE sliding-window bug and the other is a TimesFM attribute error." + "reason": "Both mention window/sliding-window terms, but one is Qwen3-MoE config behavior and the other is TimesFM `window_size` AttributeError; different models and fixes." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Unrelated issues: Bark CPU offload device mismatch vs BitNet packed-weight unpacking." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "Different components and symptoms: BarkProcessor voice preset handling vs Qwen3 device-map CUDA assert." + "reason": "Trailing-slash local path import warning is unrelated to a multimodal video token counting bug." }, { "left": "issue:29159", "right": "issue:29925", "accept": false, - "reason": "General tokenizer inconsistency vs a specific SigLIP fast-tokenizer enforcement problem; not the same underlying defect." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Path-trailing-slash import warning is unrelated to a multimodal video-token code bug." + "reason": "Tokenizer inconsistency in general vs SigLIP specifically not enforcing `use_fast=True`; related theme, not the same bug." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "No shared code-path: Qwen3-MoE sliding-window logic vs a Float8 storage lookup error." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Different surfaces and failures: Gemma4Processor missing _tokenizer vs streaming chat/completions failure on Qwen3.5-0.8B." + "reason": "Qwen3-MoE sliding-window issue is unrelated to the float8 storage loading error." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Trainer token counter bug vs generation with `inputs_embeds`/`past_key_values`; different trainer/generation paths." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo is not the same as stale documentation for removed pipeline tasks." + "reason": "A typo in cache strategy docs vs deprecated pipeline-task documentation; both docs-ish but unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure vs tokenizer loading failure for EMBEDDIA/est-roberta; different models and failure points." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark offload mismatch and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "CPU offload device mismatch in Bark vs BigBird tokenizer special-token registration; unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both mention Qwen3.5, but one is config unwrapping and the other is CPU-offload rotary embedding compatibility." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different models and different loading failures; no evidence of a shared root cause." + "reason": "Composite Qwen config unwrap bug vs CPU-offload incompatibility in rotary embedding; different code paths." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." + "reason": "Video-input validation error in Qwen3OmniMoe vs static-cache slice arithmetic bug on non-CUDA backends." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but they involve different checkpoints and likely different causes." + "reason": "Both are model loading problems, but ScandiBERT loading and est-roberta tokenizer loading are distinct issues." }, { "left": "issue:45704", "right": "issue:47405", "accept": false, - "reason": "Apex RMSNorm memory leak and silent model_type mismatch conversion skip are distinct problems." + "reason": "Apex RMSNorm memory leak vs silent wrong-auto-class conversion skip; no shared bug mechanism." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering label truncation is unrelated to SAM3 text/bounding-box processing behavior." + "reason": "Metric gathering drops tuple labels vs SAM3 text/box behavior; unrelated training/eval vs model input bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "ImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated." + "reason": "Beit fast image-processor label reduction vs Molmo missing `all_tied_weights_keys`; completely different subsystems." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a model load failure; the other is an image-processor dependency regression." + "reason": "Loading a specific converted model fails vs PIL backends incorrectly requiring torchvision; distinct causes and fixes." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:45923", + "right": "issue:47333", "accept": false, - "reason": "Optional post_init enforcement and num_labels propagation are different configuration bugs." + "reason": "Missing gradient-checkpointing flag vs inability to save a disk-offloaded Qwen3 model; not the same problem." }, { - "left": "issue:45923", - "right": "issue:47333", + "left": "issue:45042", + "right": "issue:47448", "accept": false, - "reason": "Missing gradient-checkpointing support and disk-offloaded save failures are not the same change." + "reason": "Processor dependency issue vs Gemma4 architecture recognition; only both are model/processor related." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Non-persistent buffer junk filling is separate from from_pretrained behavior inside Python classes." + "reason": "PatchTSMixer `post_init` restriction vs Qwen3.5 `num_labels` propagation; unrelated model config bugs." }, { - "left": "issue:45042", - "right": "issue:47448", + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "PIL/torchvision dependency regression is unrelated to Gemma4 architecture recognition." + "reason": "Non-persistent buffer initialization bug vs inconsistent `from_pretrained` behavior inside Python classes; both involve loading, but not the same defect." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder key saving and missing text-encoder weight loading are different multimodal model issues." + "reason": "Incorrect visual encoder keys on save vs text encoder weights not loaded; different save/load directions and components." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation failure vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example issues vs OmDet-Turbo processor output-size mismatch; one is docs/example, the other is a processor-model contract bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` keyword conflict vs model loading failure for ScandiBERT; unrelated tokenizer constructor vs checkpoint loading bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading bug in GraniteSpeech vs quantized-model save/load corruption; different persistence paths." } ] }, @@ -5726,7 +5857,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:30064", "issue:36010", @@ -5737,30 +5868,29 @@ "issue:43493", "issue:43653", "issue:43673", + "issue:43720", "issue:43746", "issue:43782", + "issue:43819", "issue:43844", "issue:43873", "issue:43881", "issue:43927", + "issue:43931", "issue:43994", - "issue:44062", + "issue:44077", "issue:44186", "issue:44368", - "issue:44451", "issue:44464", "issue:44514", "issue:44545", - "issue:44610", "issue:44625", "issue:44671", "issue:44843", "issue:44857", - "issue:44898", "issue:44918", "issue:44936", "issue:44995", - "issue:45072", "issue:45081", "issue:45356", "issue:45357", @@ -5768,254 +5898,247 @@ "issue:45479", "issue:45907", "issue:46032", - "issue:46050", "issue:46463", "issue:46655", "issue:46693", "issue:46858", "issue:47050", "issue:47337", - "issue:47448" + "issue:47448", + "issue:47458" ], "soft_pairs": [ - "issue:44898|issue:45072", - "issue:44062|issue:44451", - "issue:39692|issue:44610", - "issue:44918|issue:44936", - "issue:43746|issue:46050", "issue:30064|issue:36010", - "issue:43746|issue:43873", + "issue:44918|issue:44936", "issue:42886|issue:44843", - "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:44077|issue:47458", "issue:44625|issue:45479", "issue:44514|issue:44545", + "issue:43421|issue:43927", "issue:46655|issue:46693", - "issue:44464|issue:47050", "issue:44995|issue:46858", - "issue:39692|issue:43493", + "issue:44464|issue:47050", "issue:43381|issue:43844", - "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:43931|issue:47458", "issue:43673|issue:47337", "issue:43782|issue:45381", "issue:45081|issue:45356", - "issue:46032|issue:46463", + "issue:43421|issue:43653", "issue:44368|issue:45357", "issue:44857|issue:47050", - "issue:43421|issue:44186", + "issue:46032|issue:46463", + "issue:43881|issue:47448", "issue:43994|issue:44671", - "issue:39692|issue:47050", + "issue:43421|issue:44186", "issue:39692|issue:43873", - "issue:43881|issue:47448", - "issue:45356|issue:45907" + "issue:39692|issue:47050", + "issue:45356|issue:45907", + "issue:43720|issue:43819" ], - "prepared_review_unit_hash": "db08b158aa7e2417d46482d3d2bdfe90ad77d17da04ad030e0361404792f5f11", + "prepared_review_unit_hash": "b6b2100dc55d7e1648aa69023c7ee761d2c5a5c216fe169cbf2f67a6d698f951", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a false-positive similarity cluster: the items span many unrelated tokenizer, vision, training, cache, and quantization bugs. I would reject nearly all soft edges; the only clear duplicate-like pair is the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue for the whole set: the items are heterogeneous and do not describe one underlying defect. The only true duplicate-looking pair is 44514/44545, which is a standalone duplicate, not a unifying anchor for the rest.", + "summary": "Most items are unrelated issue reports across different models/subsystems. The only clear duplicate soft edge is the Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; the later report is a duplicate of the earlier one. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44514 is the earlier, cleaner report of the Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, so it is the better canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 43873 is the broadest and most-discussed real bug in the batch, but it is not duplicated by the others.", + "best_issue_reason": "issue:44514 is the strongest representative issue because it precisely identifies the failing code path and has a near-identical later duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Different models and failure modes: Perceiver non-default resolution vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "One is an AddedToken keyword error; the other is a model loading failure for vesteinn/ScandiBERT. Unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Same broad vision/documentation area, but different bugs: SigLIP2 example mistakes vs OmDet-Turbo processor/model size mismatch." + "reason": "Different failures: segmentation-map handling in Image Processor vs GenerationMixin import error." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both involve trainer behavior, but one is an embedding-unpacking failure and the other is evaluate-after-train failure. Different code paths." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Different problems: GraniteSpeech PEFT local checkpoint loading vs quantized model save/load corruption." + "reason": "Different bugs: Qwen3.5 embedding unpacking with TRL SFT trainer vs trainer.evaluate() failing after train()." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Completely unrelated: image processor segmentation maps vs GenerationMixin import error." + "reason": "Both are offline-related, but they hit different code paths: tokenizer cache loading vs _patch_mistral_regex calling model_info()." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Both touch loading/offloading, but one is PEFT adapter checkpoint loading and the other is quantization offloading behavior. Not the same bug." + "reason": "Different issues: PEFT/local checkpoint loading for GraniteSpeech vs quantization/offloading behavior." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both mention HF_HUB_OFFLINE, but 42886 is general tokenizer cache loading while 44843 is a specific mistral-regex code path calling model_info()." - }, - { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44077", + "right": "issue:47458", "accept": false, - "reason": "Tokenizer backend post-processor updates vs DiaConfig losing custom token IDs after save/load. Different components." + "reason": "Unrelated model internals: patchtsmixer post_init policy vs GPT2 c_proj initialization." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Different bug class: Qwen3.5 num_labels propagation vs generic single-label classification zero-loss across models." + "reason": "Different problems: num_labels propagation in Qwen3.5 vs degenerate zero loss in single-label classification." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same title and same crash scenario for Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False." + "reason": "Same underlying crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; wording differs but the code-path failure is identical." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Different subsystems: SmolVLM video padding calculation vs FA2 long-context generation performance regression." + "reason": "Different tokenizer state bugs: runtime special-token post-processor updates vs DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Different models and failure modes: compiled-forward chunked generation inconsistency vs ONNX export attention dtype mismatch." + "reason": "Both mention generation/performance, but one is a video-processor padding bug and the other is an FA2 long-context performance regression." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is a stale indexer cache on second forward pass and the other is static-cache seq_length tensor arithmetic under torch.compile." + "reason": "Different cache issues: stale indexer cache on second forward pass vs device-tensor seq_length breaking static-cache compile arithmetic." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is an implementation discrepancy against JAX. Not the same concrete bug." + "reason": "Both involve incorrect outputs, but one is chunked generation with compiled forward and the other is ONNX fp16 attention dtype mismatch." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode vs a ZeRO-3 training instability. Related theme, different issue." + "reason": "Different training/runtime bugs: gradient checkpointing in eval mode vs abnormal gradients with HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both concern tokenizer special-token behavior, but one is a backend post-processor update feature request and the other is a BigBirdTokenizer decode bug." + "reason": "Same model family, but one is a documentation example mismatch/quantization issue and the other is an implementation discrepancy vs JAX." + }, + { + "left": "issue:43931", + "right": "issue:47458", + "accept": false, + "reason": "Different loading/shape problems: Qwen3-VL weight-shape mismatch vs GPT2 c_proj initialization." }, { "left": "issue:43673", "right": "issue:47337", "accept": false, - "reason": "Generation cache bug vs flaky bbox coordinate test failure. No overlap in underlying defect." + "reason": "Different bugs: missing GenerationMixin cache in chunked_prefill vs a flaky bbox-range test error." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are VL model issues, but one is a from_pretrained weight_only load error and the other is wrong vision_position_ids for video input." + "reason": "Both are Qwen/VL-related, but one is a weight_only load error and the other is wrong vision_position_ids for video input." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve mistral-regex-ish tokenizer logic, but one is an AttributeError in patching and the other is a Kimi tokenizer regression with codec handling and warning text." + "reason": "Related tokenizer/regression area, but different concrete failures: backend_tokenizer AttributeError vs Kimi-K2.5 codec handling regression." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different areas: Mamba2Mixer cache correctness vs T5 decoder-input validation error messaging." + "reason": "Both concern tokenizer special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode output." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Same model family but different problems: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + "reason": "Different concerns: a warning about tie_word_embeddings in LoRA fine-tuning vs incorrect visual-encoder keys saved in Qwen3.5." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both are dtype-related crashes, but the model, export path, and failing operation are different." + "reason": "Different tensor/precision bugs: LwDetrImageLoss AMP crash vs CanineModel fp16 ONNX attention dtype mismatch." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Mamba2Mixer use_cache correctness vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:43881", + "right": "issue:47448", "accept": false, - "reason": "Tokenizer-related, but not the same bug: runtime special-token/post-processor handling vs LayoutLMv2 NER padding/truncation crashes." + "reason": "Different model-loading issues: glm-4v-9b loading failure vs Gemma4 architecture recognition." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 incorrect pipeline outputs vs CamemBERT masked LM prediction regression." + "reason": "Both involve model behavior regressions, but one is SigLIP2 inference inconsistency and the other is CamemBERT masked-LM prediction errors." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Unrelated: SigLIP2 documentation/model example issues vs CanineModel fp16 ONNX export dtype mismatch." + "reason": "Different tokenizer bugs: runtime special-token post-processor updates vs LayoutLMv2Tokenizer crashes on NER/batched padding." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different domains: SigLIP2 example bugs vs quantization/offloading behavior." + "reason": "Same broad SigLIP2/quantization area is not enough; these are different problems, with one about example errors and the other about offloading with quantization." }, { - "left": "issue:43881", - "right": "issue:47448", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "Both are model loading/recognition issues, but they concern different architectures and likely different registry paths." + "reason": "Different failures: SigLIP2 example/model discrepancy vs fp16 ONNX export dtype mismatch." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs hub file-listing revision forwarding. No shared code path." + "reason": "Different regressions: tokenizer codec/fix_mistral_regex issue vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different BitNet/DAC problems: packed-weight loading during accelerate vs DAC from_latents missing STE mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. It correctly identifies the only exact duplicate-looking pair as 44514/44545 and does not overclaim broader duplication across the heterogeneous set. The rejected soft edges are generally justified by distinct titles/subsystems/failure modes, and the representative-issue note about 43873 is supported by its high discussion activity without implying a false canonical match." + "feedback": "The summary is grounded in the packet: all cited items are issues, and the only clear duplicate pair is issue:44514 / issue:44545 with matching titles and closely aligned descriptions. The other soft-edge verdicts are stated conservatively as non-duplicates based on different titles/code paths. No PR pair judgment is needed because the packet contains no PRs." }, "evaluator_used": true, "retried": false, @@ -6034,16 +6157,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", - "issue:39692", + "issue:39921", "issue:41720", "issue:43295", - "issue:43335", "issue:43531", "issue:43540", "issue:43550", @@ -6052,7 +6174,6 @@ "issue:43643", "issue:43653", "issue:43720", - "issue:43756", "issue:43819", "issue:43927", "issue:44008", @@ -6064,8 +6185,9 @@ "issue:44661", "issue:44821", "issue:44843", - "issue:44877", + "issue:44863", "issue:44898", + "issue:44936", "issue:44991", "issue:45020", "issue:45072", @@ -6083,28 +6205,30 @@ "issue:46858", "issue:47020", "issue:47050", - "issue:47405" + "issue:47405", + "issue:47458" ], "soft_pairs": [ - "issue:43720|issue:43819", "issue:43540|issue:46294", - "issue:43596|issue:44220", "issue:43550|issue:43819", + "issue:43596|issue:44220", "issue:43550|issue:43927", "issue:43295|issue:45834", "issue:44821|issue:45084", + "issue:44488|issue:47020", "issue:45072|issue:47050", "issue:30064|issue:36331", - "issue:44488|issue:47020", - "issue:43653|issue:43720", "issue:44062|issue:44488", + "issue:43653|issue:43720", "issue:45381|issue:46693", - "issue:43531|issue:43643", "issue:41720|issue:44991", + "issue:43531|issue:43643", "issue:43540|issue:44008", "issue:44220|issue:44661", + "issue:39921|issue:44936", "issue:43611|issue:46665", "issue:46829|issue:46832", + "issue:44863|issue:47458", "issue:43653|issue:43819", "issue:44186|issue:44898", "issue:34634|issue:36010", @@ -6113,232 +6237,220 @@ "issue:44008|issue:46858", "issue:44843|issue:45081", "issue:44561|issue:45020", - "issue:45987|issue:46829", - "issue:39692|issue:45834", - "issue:43643|issue:44877", - "issue:43335|issue:43756" + "issue:45987|issue:46829" ], - "prepared_review_unit_hash": "b1f31b980adbdb0af453d2e43eb58998da814365b493fab88fb4a6bb36ea199b", + "prepared_review_unit_hash": "1d1fcd138530588b1f70bc34a79ae67fa3ea7800367ba491028b32bd97315867", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37463, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "soft_pair_count": 29, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs are not true duplicates and should remain separate. The only weak thematic overlap is around remote_code/trust_remote_code regressions, but even there the reports describe different failures.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is the broadest representative of the nearest recurring theme (remote_code / trust_remote_code breakages), even though the cluster does not contain a true duplicate set.", + "summary": "Most candidates are clearly distinct bugs across different models, APIs, or runtime paths. The only plausible duplicate pair is the two Mistral `_patch_mistral_regex` reports, which hit the same helper during tokenizer loading and could likely be fixed together.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44843 is the best canonical issue: it targets the shared `_patch_mistral_regex` code path at the broadest/root-cause level, while 45081 looks like a narrower symptom in the same area.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most suitable global representative because it is the widest umbrella regression report among the related tokenizer/config/remote-code issues.", + "best_issue_reason": "44843 is the most actionable and general report in the only credible duplicate pair, with a clear failure mode and a likely shared fix surface.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Different bug classes: packed-weight loading during accelerate init vs DAC latent reconstruction/STE mismatch." - }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve video input, but one is a Qwen3OmniMoe processing ValueError and the other is a video-token/feature mismatch in Qwen3.5-9B." + "reason": "Both mention video input, but they are different Qwen variants and different failure modes (`ValueError` vs chat-template feature/token mismatch)." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "DeepSpeed ZeRO-3/Bert initialization failure is unrelated to an audio fbank feature extraction issue." + "reason": "Unrelated bugs: torch.compile/SDPA in Bamba versus DAC latent reconstruction/STE behavior." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba is unrelated to DAC.from_latents missing STE behavior." + "reason": "Different subsystems and symptoms: Deepspeed Zero3/BertModel indexing versus audio fbank feature extraction." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Compile/SDPA behavior in Bamba does not match DiaConfig token-id persistence and generation IndexError." + "reason": "Different model/runtime issues: Bamba compile failure versus DiaConfig token ID persistence/generation error." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error affect different code paths and models." + "reason": "Both are multimodal, but one is a processor regression and the other is a Kosmos OCR long-input indexing bug." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-compilation failures are unrelated." + "reason": "No shared concrete bug: loading an AutoImageProcessor from URL versus a template-compilation type error." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading related, but the affected models and failure mechanisms differ substantially." }, { "left": "issue:45072", "right": "issue:47050", "accept": false, - "reason": "Both mention dtype mismatches, but they occur in different models, export/load paths, and backends." + "reason": "Both mention dtype mismatches, but one is bfloat16 inference in SwitchTransformers/TimmWrapperModel and the other is fp16 ONNX export in CanineModel." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processing of void segmentation maps is unrelated to a CustomTrainer compute_loss signature break." + "reason": "Completely different areas: image segmentation processing versus custom trainer loss signature compatibility." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Specific tokenizer-loading failure for cjvt/sleng-bert is not the same as the XLMRobertaTokenizer Unigram constructor bug." + "reason": "AddedToken keyword conflict is unrelated to tokenizer loading failure for a specific model." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration and BitNet packed-weight loading are different bugs." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to loading cjvt/sleng-bert." + "reason": "Different bug classes: tokenizer special-token registration versus BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position ids bug is unrelated to the FA2 long-context performance regression." + "reason": "Video position IDs in Qwen2.5-VL is unrelated to long-context FA2 performance regression." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are different issues." + "reason": "Different problems: device-mapping cuda assert in Qwen3 versus tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "One is a Qwen3-MoE sliding-window issue; the other is a `trust_remote_code` config-field loss issue." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video input failure and Gemma3n audio mask variable collision are not the same code path." + "reason": "Different models and errors: video processing failure in Qwen3OmniMoe versus Gemma3n forward variable collision." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping errors are unrelated." + "reason": "Audio fbank feature extraction and `add-new-model-like` tokenizer mapping behavior are unrelated." + }, + { + "left": "issue:39921", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3N special-token projection error is unrelated to trainer evaluate/train state behavior." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading regression and from_pretrained behavior inside Python classes are different failures." + "reason": "Both concern loading, but one is a v5 `base_model_prefix` breakage and the other is a generic from_pretrained-in-class inconsistency." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Output-field mismatch in VideoPrism is unrelated to RTDetr feature-level handling." + "reason": "Different model heads and failures: output field misassignment versus RT-DETR feature-level mismatch." + }, + { + "left": "issue:44863", + "right": "issue:47458", + "accept": false, + "reason": "Nemotron checkpoint loading failure and GPT2 c_proj initialization are different model-specific bugs." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird tokenizer special-token handling and DAC latent reconstruction are unrelated." + "reason": "Tokenizer special-token registration and DAC latent conversion mismatch are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver interpolation failures." + "reason": "LayoutLMv2 tokenizer NER/padding bug and Perceiver non-default resolution bug are different code paths." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import breakage do not share a concrete code path." + "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are unrelated." }, { "left": "issue:46650", "right": "issue:47405", "accept": false, - "reason": "save_pretrained key corruption and silent model_type mismatch conversion skip are distinct serialization/loading bugs." + "reason": "One is a non-idempotent save_pretrained rename bug; the other is a wrong-Auto-class silent conversion/load issue." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is not the same as the XLMRobertaTokenizer Unigram constructor issue." + "reason": "Both are tokenizer load failures, but they involve different tokenizer implementations and distinct root causes." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n audio mask collision and static-cache seq-length tensor type issues are unrelated." + "reason": "Gemma3n forward naming collision is unrelated to static cache sequence-length tensor behavior." }, { "left": "issue:44843", "right": "issue:45081", - "accept": false, - "reason": "Offline model_info lookup in _patch_mistral_regex and backend_tokenizer AttributeError are separate failures in the same area, but not the same bug." + "accept": true, + "reason": "Both hit the same `_patch_mistral_regex` path during Mistral tokenizer loading, and a single fix to that helper could plausibly address both the offline model_info call and the backend_tokenizer attribute crash." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code regressions, but one is specifically about is_torch_fx_available removal while the other is a broader umbrella report." + "reason": "Both mention remote-code breakage, but they point to different regressions and different missing functionality." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length return-type contract and VideoPrism hidden_states misassignment are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "SigLIP2 documentation/example problems are unrelated to Kosmos2.5 OCR index errors." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "trust_remote_code missing fields and strict config blocking granite_speech loading are different config-loading bugs." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping affect different model configs and code paths." + "reason": "StaticCache sequence-length return type and video classification output fields are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only accepted pair is well-supported by both issues pointing to `_patch_mistral_regex` in the Mistral tokenizer-loading path, and the remaining soft-edge rejections stay cautious about differing models, subsystems, or failure modes. The summary does not overclaim beyond the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6353,25 +6465,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:28218", - "issue:29159", - "issue:34634", - "issue:36331", + "issue:39692", "issue:43322", + "issue:43335", "issue:43421", - "issue:43540", "issue:43550", "issue:43577", "issue:43582", "issue:43606", "issue:43618", + "issue:43643", "issue:43644", "issue:43697", "issue:43716", - "issue:43720", "issue:43749", + "issue:43756", "issue:43782", "issue:43818", "issue:44008", @@ -6379,16 +6489,17 @@ "issue:44442", "issue:44448", "issue:44479", + "issue:44534", "issue:44610", "issue:44671", "issue:44805", "issue:44811", + "issue:44877", "issue:44936", "issue:44977", "issue:44991", "issue:45072", "issue:45183", - "issue:45381", "issue:45479", "issue:45563", "issue:45584", @@ -6402,229 +6513,227 @@ "issue:46752", "issue:46932", "issue:47276", - "issue:47337" + "issue:47337", + "issue:47458" ], "soft_pairs": [ - "issue:44186|issue:44442", - "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:43643|issue:44877", + "issue:43335|issue:43756", "issue:45987|issue:46932", - "issue:44991|issue:46291", - "issue:46294|issue:46463", - "issue:44805|issue:44936", + "issue:44448|issue:44671", + "issue:44186|issue:44442", "issue:43322|issue:45685", + "issue:44991|issue:46291", "issue:43618|issue:43697", "issue:43716|issue:44008", - "issue:45584|issue:45834", + "issue:46294|issue:46463", + "issue:44805|issue:44936", "issue:43606|issue:45072", + "issue:45584|issue:45834", "issue:43550|issue:45072", "issue:44479|issue:45834", - "issue:43421|issue:44811", "issue:45183|issue:45479", "issue:46752|issue:47337", "issue:43782|issue:44977", - "issue:43644|issue:43749", + "issue:44534|issue:47458", + "issue:43421|issue:44811", "issue:43577|issue:43818", + "issue:43644|issue:43749", "issue:45563|issue:47276", "issue:43582|issue:46512", - "issue:44610|issue:45072", - "issue:28218|issue:29159", - "issue:34634|issue:36331", - "issue:43540|issue:45381", - "issue:43720|issue:45072" + "issue:44610|issue:45072" ], - "prepared_review_unit_hash": "888832ab81e4d9e7d8edb3ca5fe059c41a709ed00fdaf3782f3b8dfbc5dad0dc", + "prepared_review_unit_hash": "734aac357787418ef124364e6edf21947dd7e4ba2ecb76eab051a5696e4080a2", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35608, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "serialized_chars": 35658, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated from titles/metadata alone. The tokenizer pair (28218/29159) is only a weak, title-level match and should not be treated as a confirmed duplicate without body-level evidence.", - "confidence": 0.61, - "canonical_issue_reason": "issue:28218 is the more specific tokenizer report and the better canonical anchor by title alone, but its relationship to issue:29159 is only tentative, not confirmed duplicate evidence.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, config, dtype, or generation regressions. None of the soft edges look like the same underlying bug/change strongly enough to merge, so all candidate links are rejected. The only recurring theme is broad Transformers v5 regressions, but the concrete failure modes still differ.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set. If forced, issue 44534 is the broadest and most central report in the v5 non-persistent-buffer regression family, but the cluster is too mixed for it to be a reliable duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the clearest and most narrowly phrased tokenizer spacing report, so it is the best issue to anchor the cluster if these reports are later linked; current evidence still does not prove duplication with issue:29159.", + "best_issue_reason": "Issue 44534 is the best global representative only in a loose sense because it is broad and clearly framed; however, the overall set is too diverse for any issue to be a strong canonical for the entire cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crashes vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Different products and failure modes: SigLIP2 doc example/model-processor mismatch and quantization errors vs Kosmos2.5 OCR long-input index error." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Different models and behaviors: Pegasus output drift vs CamemBERT masked-LM prediction changes." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code AutoConfig and the other is strict config blocking granite_speech; not the same bug." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "StaticCache sequence-length contract bug is unrelated to Gemma4 quantized vision/audio dtype casting." + "reason": "Unrelated model-specific architecture issues: sparse-layer creation in SwitchTransformers vs RoPE layer dropping in Smollm3." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Tokenizer loading failure for one model is unrelated to importing pipelines failing due to kernels version/revision requirements." + "reason": "StaticCache seq length contract bug is unrelated to Gemma4 quantized vision/audio embedder dtype casting." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different code paths and symptoms: Qwen video chat-template mismatch vs T5 decoder-input validation." + "reason": "Both are Transformers v5 regressions, but one is Pegasus output drift and the other is CamemBERT masked LM prediction regression; different code paths." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "A tensor-mask shape IndexError is not the same as trainer.evaluate() failing after train()." + "reason": "Tokenizer crash in LayoutLMv2 NER/padding is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault loading Llava Next is unrelated to an MPS histogram implementation error on Int tensors." + "reason": "Segfault loading Llava Next models is not the same as an MPS histogram kernel missing for Int." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure for a specific model and pipeline import failure due kernels version requirements are different issues." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions and RTDetrV2 output drift are different regressions in different models." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate v5 regressions with different affected components." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to Gemma3n's variable-name collision/AttributeError." + "reason": "Different multimodal dtype/forward bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Whisper empty-transcription failure after align_special_tokens is not the same bug as Kosmos2.5 long OCR index error." + "reason": "Video chat-template token/feature mismatch in Qwen3.5-9B is unrelated to T5 decoder input validation messaging." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different problems." + "reason": "Mask shape IndexError and trainer.evaluate failing after train are not the same underlying bug." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to the bfloat16 dtype mismatch reports." + "reason": "Device mismatch during CPU offload for bark-small is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:44479", + "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different models and input pipelines: Qwen video-input regression vs Kosmos2.5 OCR index error." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper batch_decode skip_special_tokens handling are distinct bugs." + "reason": "Whisper empty-transcription failure after align_special_tokens and Kosmos2.5 long OCR index error are unrelated." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Input validation error messaging is unrelated to single-label classification with num_labels=1 producing zero loss." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is not the same as dtype mismatch inference failures." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Empty apply_chat_template input and flaky bbox coordinate-range test failures are unrelated." + "reason": "Runtime post-processor update bug in TokenizersBackend is distinct from Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are different failures." + "reason": "BLIP2 dtype propagation and Video-LLaVA missing temporal attention/shared weights are unrelated model bugs." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling in Transformers v5 is not the same as FSDP CPU RAM efficient loading breaking." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM efficient loading failure are different regressions with different symptoms and fixes." }, { "left": "issue:45563", "right": "issue:47276", "accept": false, - "reason": "Both are warning-message complaints, but they refer to different warnings in different generation paths." + "reason": "Both are warning-message issues, but one is about num_return_sequences in paged generate and the other about synced_gpus in continuous batching; not the same change." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to stale config.dtype after from_config(dtype=...)." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor/model input-size mismatch is unrelated to dtype mismatches in other models." + "reason": "Processor output-size mismatch for OmDet-Turbo is unrelated to dtype mismatch inference bugs." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "The titles are plausibly related around tokenizer special-token behavior, but the packet lacks body-level evidence to confirm the same underlying bug or code path." + "reason": "Input validation XOR error messaging and single_label_classification zero-loss behavior are different sequence-classification problems." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature error are unrelated." + "reason": "apply_chat_template empty-list crash and bbox coordinate range flaky test do not share the same code path." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and qwen2.5-vl/qwen3.5 vision_position_ids regression are different multimodal bugs." + "reason": "Qwen3VL from_pretrained weight_only error and Qwen3.5 flash-attention generation failure are separate model/runtime issues." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:44534", + "right": "issue:47458", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is not the same as GPT2 c_proj weights being incorrectly initialised." + }, + { + "left": "issue:43644", + "right": "issue:44534", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch issues in other models." + "reason": "These are closely related v5 regression reports, but they are still not clearly the same concrete bug from the available evidence; keep them separate unless a later fix directly links them." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too confident for the evidence in the packet. The only accepted pair, issue:28218 vs issue:29159, is plausibly related, but the packet only gives titles/metadata, so saying they are the same tokenizer special-token bug and the same code path goes beyond what is grounded. The canonical/best-issue claims also rely on that unproven duplication. Please downgrade that soft-edge verdict to conservative uncertainty or reject it." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6640,20 +6749,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", "issue:36010", "issue:36331", "issue:42175", "issue:42915", "issue:43262", "issue:43388", - "issue:43531", - "issue:43550", + "issue:43540", "issue:43577", "issue:43582", "issue:43645", "issue:43653", + "issue:43720", "issue:43742", "issue:43749", "issue:43782", @@ -6669,21 +6781,18 @@ "issue:45003", "issue:45020", "issue:45042", + "issue:45072", "issue:45081", "issue:45325", - "issue:45372", + "issue:45381", "issue:45701", "issue:46032", - "issue:46175", "issue:46285", - "issue:46291", - "issue:46326", "issue:46665", "issue:46697", "issue:46728", "issue:46846", "issue:46851", - "issue:46932", "issue:47217", "issue:47254", "issue:47276", @@ -6692,238 +6801,231 @@ "issue:47337" ], "soft_pairs": [ + "issue:43540|issue:45381", + "issue:34634|issue:36331", + "issue:28218|issue:29159", + "issue:43720|issue:45072", "issue:43645|issue:46665", - "issue:43931|issue:46846", "issue:47276|issue:47337", "issue:43749|issue:44291", - "issue:43742|issue:45020", + "issue:43931|issue:46846", "issue:43825|issue:43994", "issue:42175|issue:45081", - "issue:47254|issue:47333", + "issue:43742|issue:45020", "issue:43388|issue:46032", - "issue:42915|issue:47333", + "issue:47254|issue:47333", "issue:46697|issue:46728", + "issue:42915|issue:47333", "issue:44671|issue:45701", - "issue:44589|issue:45042", - "issue:43577|issue:43582", "issue:47254|issue:47332", "issue:43782|issue:45325", - "issue:43262|issue:47217", + "issue:43577|issue:43582", + "issue:44589|issue:45042", "issue:46851|issue:47337", "issue:36010|issue:43645", + "issue:43262|issue:47217", "issue:43262|issue:43819", "issue:43653|issue:44912", "issue:43582|issue:44857", - "issue:36010|issue:36331", "issue:45003|issue:46285", - "issue:43531|issue:45042", - "issue:46175|issue:46932", - "issue:43550|issue:44912", - "issue:45372|issue:46326", - "issue:42175|issue:46291" + "issue:36010|issue:36331" ], - "prepared_review_unit_hash": "56dc388427da6e02a18228a96adee33304baed6c5b00304f9d530fec2b130db1", + "prepared_review_unit_hash": "28c22fa232e25cabd83f72eb5ecf861bb76bdafb8dc4bdc3c9f2e05903114f0a", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36712, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 28, + "serialized_chars": 36275, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "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-similarity pairs share keywords or broad subsystems, but the concrete bugs, models, and code paths differ. None of the soft edges look like true duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "If a single anchor is needed, issue:47254 is the least bad representative because it is a substantive runtime failure and sits in the only small offloading/checkpointing-related pocket of the cluster. It is not a true duplicate umbrella for the rest of the items.", + "summary": "The cluster is mostly heterogeneous. None of the soft pairs look like the same concrete bug/change closely enough to merge, so I rejected all candidate duplicate edges. The only borderline cases are broad thematic overlaps (tokenizers, loading, VL models), but they still describe different failures and code paths.", + "confidence": 0.89, + "canonical_issue_reason": "No true duplicate group stands out in this cluster. If one issue must serve as a representative, #45020 is the broadest and most general regression report, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:47254 is the best overall representative of the cluster only in the weak sense that it is a real, high-severity bug and one of the few with nearby soft matches. The cluster still does not form a duplicate set.", + "best_issue_reason": "#45020 is the most broadly scoped and useful representative issue in this set, with a clear regression framing and wide impact; however, it still does not subsume the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Both involve custom model/loading behavior in notebooks, but one is a Transformers 5 import/init break and the other is inconsistent from_pretrained behavior inside Python classes; different failure modes." + "reason": "Both are VL/video-related, but they describe different model families and different failure modes; not the same concrete bug." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated subsystems: BarkProcessor voice preset vs Trainer compute_loss signature." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer behavior overlaps, but one is about an added-token spacing bug and the other is a broader slow/fast tokenizer inconsistency; too vague to treat as the same defect." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different loading/inference issues affecting different models and paths; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Different models and different bugs: Qwen3-VL weight-shape mismatch versus Qwen3.5 TP planning missing linear_attn entries." + "reason": "Both involve model construction, but one is a Jupyter/custom-model initialization breakage and the other is from_pretrained behavior inside Python classes." }, { "left": "issue:47276", "right": "issue:47337", "accept": false, - "reason": "A warning-message issue about synced_gpus is unrelated to a flaky bbox-range test failure." + "reason": "A warning-message issue and a flaky bbox-range test are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both concern model loading, but one is FSDP CPU RAM efficient loading breaking and the other is an unexpected _is_hf_initialized argument in init_empty_weights; distinct code paths." + "reason": "Both touch loading, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are distinct code-path failures." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "MobileLLM key lookup error is model-specific, while remote_code breakage is a broader loading regression; not the same bug." + "reason": "Different models and different root causes; one is a weight-shape mismatch, the other a tensor-parallel plan omission." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message / task-support message bug in pipeline(), the other is incorrect model outputs for SigLIP2." + "reason": "Pipeline error-message wording and SigLIP2 bad outputs are different issues." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/dependency mismatch for torch extra vs a tokenizer backend_tokenizer crash; unrelated subsystems." + "reason": "Backend packaging/install issue vs tokenizer regex patch crash; unrelated." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Gradient checkpointing + ZeRO-3 CheckpointError is a training-time failure, while disk-offloaded model saving is a serialization/offloading bug." + "reason": "Both are loading regressions, but the concrete failures differ: MobileLLM key error vs remote_code breakage." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric gathering drops tuple labels in the last batch; Mamba2Mixer has incorrect use_cache results for seq_len>1. Different code paths." + "reason": "Metric gathering label truncation is unrelated to Mamba2Mixer cache correctness." }, { - "left": "issue:42915", + "left": "issue:47254", "right": "issue:47333", "accept": false, - "reason": "Both mention Qwen models, but one is FineGrainedFP8Config failure and the other is saving a disk-offloaded model; different mechanisms and symptoms." + "reason": "Gradient-checkpointing/ZeRO checkpoint errors are not the same as disk-offload save failures." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-preprocessing bugs, but one over-pads already-divisible Swin2SR inputs and the other miscounts patches for Aria at a specific max_image_size." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM predictions regress, whereas the other report is a broader tokenization behavior change across versions." + "reason": "Both are image-processing shape issues, but over-padding and patch-count calculation are different bugs in different processors." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:47333", "accept": false, - "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are unrelated runtime/dependency issues." + "reason": "FP8 quantization failure and offloaded model save failure are different problems." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "BLIP2 dtype propagation on load is unrelated to a TypeError in caching_allocator_warmup on Apple Silicon." + "reason": "A masked-LM prediction regression and a broad tokenization version-change report are not the same concrete defect." }, { "left": "issue:47254", "right": "issue:47332", "accept": false, - "reason": "CheckpointError under PEFT/ZeRO-3 is not the same as failing to save a disk-offloaded Qwen3-VL model." + "reason": "Different offloading-related failures: checkpointing error vs cannot save disk-offloaded model." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different bugs: weight_only loading failure versus rope-index temporal scaling." + "reason": "Both are Qwen VL issues, but one is a weight_only loading error and the other is a rope/position-id bug." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to VL image-placeholder handling in user text." + "reason": "Float8 storage lookup failure and PIL backend torchvision requirement are unrelated." }, { "left": "issue:46851", "right": "issue:47337", "accept": false, - "reason": "Variable-length position_ids in Qwen3.5 is a model behavior bug; the other is an unrelated flaky bbox-coordinate test." + "reason": "Variable-length position_ids in Qwen3.5 is unrelated to a flaky bbox-coordinate test." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and notebook custom-model initialization breakage are separate regressions." + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization failures are different symptoms and code paths." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder failures are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate default and DAC.from_latents missing STE are different audio bugs in different components." + "reason": "Audio processor sampling-rate default and DAC latent/forward mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration causing empty decode is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Tokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "An Apple Silicon allocator TypeError is not the same bug as float16 AMP crashing in LwDetrImageLoss." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated API regressions." + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crash are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and CLIP text-model structure inconsistency are different model-internal issues." + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different implementation issues." }, { - "left": "issue:43531", - "right": "issue:45042", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." - }, - { - "left": "issue:46175", - "right": "issue:46932", - "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot memory blow-up in vision patch embeddings and the other is a dtype-casting fix for quantized embedders." - }, - { - "left": "issue:43550", - "right": "issue:44912", - "accept": false, - "reason": "Bamba torch.compile + SDPA failure is a compile/runtime-path bug, not the same as MXFP4 quantization loading fallback." - }, - { - "left": "issue:45372", - "right": "issue:46326", - "accept": false, - "reason": "ReasoningEffort import breakage in Gemma4 processor loading and continue_final_message behavior for mistral_common tokenizers are distinct issues." - }, - { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Missing TensorFlow in the torch extra and kernels v0.15 requiring version/revision are different dependency problems." + "reason": "Import path regression and Trainer compute_loss signature mismatch are unrelated." } ] }, @@ -6945,24 +7047,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28370", "issue:29159", - "issue:34567", "issue:38175", - "issue:39692", - "issue:40990", + "issue:42175", "issue:42490", "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", "issue:43452", "issue:43526", + "issue:43531", + "issue:43550", "issue:43638", - "issue:43643", "issue:43696", "issue:43697", "issue:43742", @@ -6977,7 +7077,6 @@ "issue:44291", "issue:44368", "issue:44479", - "issue:44554", "issue:44610", "issue:44811", "issue:44821", @@ -6988,240 +7087,236 @@ "issue:45042", "issue:45081", "issue:45084", + "issue:45372", "issue:45406", "issue:45538", - "issue:45600", - "issue:45759", "issue:45859", + "issue:46175", "issue:46209", + "issue:46291", + "issue:46326", + "issue:46932", "issue:47050" ], "soft_pairs": [ + "issue:46175|issue:46932", + "issue:45372|issue:46326", + "issue:43531|issue:45042", + "issue:43550|issue:44912", + "issue:42175|issue:46291", "issue:43638|issue:44936", "issue:43825|issue:43827", "issue:43819|issue:43927", "issue:43257|issue:43329", "issue:43452|issue:44991", - "issue:42915|issue:44821", "issue:45081|issue:45406", + "issue:42915|issue:44821", "issue:44060|issue:44368", "issue:43526|issue:43697", "issue:43257|issue:43696", "issue:43854|issue:44977", "issue:45859|issue:47050", - "issue:28370|issue:29159", - "issue:43746|issue:44811", "issue:43906|issue:46209", - "issue:45084|issue:45538", - "issue:42915|issue:43742", + "issue:43746|issue:44811", + "issue:28370|issue:29159", "issue:38175|issue:44610", + "issue:45084|issue:45538", "issue:43329|issue:44479", - "issue:43262|issue:44811", - "issue:44291|issue:45042", + "issue:42915|issue:43742", "issue:42490|issue:43257", - "issue:43643|issue:45759", - "issue:43329|issue:45600", - "issue:43329|issue:43450", - "issue:34567|issue:40990", - "issue:43526|issue:44554", - "issue:39692|issue:44912" + "issue:43262|issue:44811", + "issue:44291|issue:45042" ], - "prepared_review_unit_hash": "57b1c73f7af8a2d7fb24be295625dba8aa0667efe00a87fcb66fb4b774363117", + "prepared_review_unit_hash": "3deede376aa08c4962e9ef4e63e32c6aecdc66bdf33a153bfbb71a5999527a89", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36467, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "soft_pair_count": 27, + "serialized_chars": 36205, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; none of the soft-similarity pairs look like true duplicates or the same mergeable code-path fix, so no pair should be merged.", + "summary": "No true duplicate cluster emerged: the items cover many unrelated Transformers bugs/regressions across tokenizers, multimodal processors, quantization, loading, and docs. All soft edges look like topical similarities rather than the same underlying change or bug. No PRs are present.", "confidence": 0.92, - "canonical_issue_reason": "Issue 43329 is the most concrete and central representative among an otherwise mixed set of bugs, but the cluster does not form a true duplicate group.", + "canonical_issue_reason": "No clear canonical issue; the set spans unrelated regressions and none of the soft pairs is a true duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the strongest single representative: it has the clearest actionable code-path bug and the most nearby multimodal/video-related similarities, even though the overall set is still heterogeneous.", + "best_issue_reason": "No single issue best represents the whole set for deduplication; #43825 is the closest to a general anchor, but it only covers pipeline messaging/docs and not the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge vision patch-embedder memory issue and the other is dtype casting for quantized embedders; different code paths and fixes." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different failures: Gemma4 processor loading breaks on a missing import, while the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL/torchvision dependency requirements are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba, the other is MXFP4 loading falling back to bf16 for git-oss-20b." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging missing TensorFlow in a torch extra is not the same as kernels v0.15 import-time version/revision validation." + }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO3/Bert index error vs train/evaluate lifecycle behavior." + "reason": "Different training issues: DeepSpeed ZeRO-3 with a non-pretrained Bert model vs evaluate() failing after train()." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error-message bug; the other is stale docs referencing removed pipeline APIs." + "reason": "Related to pipeline v5 removals, but one is a runtime error message and the other is documentation drift; not the same bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different models and bugs: DAC latent reconstruction vs DiaConfig save/load token IDs." + "reason": "DAC from_latents/STE mismatch and DiaConfig token ID persistence are separate model/config bugs." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading/conversion issue is unrelated to multimodal video token counting." + "reason": "Accelerate+DeepSpeed Qwen3-MoE weight conversion and undefined multimodal token helper names are distinct issues." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but one is gguf support and the other is a specific tokenizer regression; different code paths." + "reason": "Both concern loading, but gguf_file support and a tokenizer regression for EMBEDDIA/est-roberta are different root causes." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Qwen3MoE FP8 loading and AutoImageProcessor-from-URL are unrelated." + "reason": "Mistral regex patching crash and Gemma4Processor missing _tokenizer are unrelated loading failures." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both are AttributeErrors, but on different objects and different loading paths/models." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings about tying weights, but the underlying model/config problems are different." + "reason": "Both mention tied-weights warnings, but they involve different models and different mis-tied parameters." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Beit image label reduction bug and RTDetr v5 output regression are unrelated." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift in v5 are separate vision bugs." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight-conversion bug is unrelated to a GPT-oss out-of-memory issue." + "reason": "Qwen3-MoE weight conversion and GPT-oss-20b CUDA OOM are not the same problem." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different problems: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation regression." + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 flash-attention generation issues are different model-specific failures." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU offload rotary embedding incompatibility and ONNX dtype mismatch are distinct bugs." - }, - { - "left": "issue:28370", - "right": "issue:29159", - "accept": false, - "reason": "Custom SentencePiece vocab_file handling is not the same as slow/fast tokenizer inconsistency." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX export dtype mismatch." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of another issue is not enough to match a separate FP8 inference bug." + "reason": "One is just an isolated reproduction of another issue; the other is an FP8 inference failure on B200, not the same bug." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length are unrelated." + "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode special-token handling are different code paths." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:28370", + "right": "issue:29159", "accept": false, - "reason": "FineGrainedFP8Config failure and MobileLLM key error are different loading bugs." + "reason": "Missing vocab_file for custom SentencePiece models is a specific tokenizer-save/load bug, not the same as general slow/fast tokenizer inconsistency." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo image-size mismatch are different vision issues." + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor size mismatch are distinct vision-model regressions." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Video token counting undefined variables is not the same as the broader v5.3.0 video regression." + "reason": "Template compilation errors and CLIPTokenizer model_max_length are unrelated tokenizer/template issues." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Audio chat-template sampling-rate default and Whisper batch_decode token skipping are unrelated." + "reason": "The latter is a broad video-input regression across Qwen VL variants; the former is a specific undefined-name bug in one multimodal-token helper, so they are not clearly the same fix." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to torchvision being required by PIL backends." + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M loading key error are unrelated model-loading problems." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to Qwen3 MoE weight conversion." - }, - { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM from_config text_config unwrapping are different config-loading bugs." + "reason": "Trailing-slash local path import warning and Qwen3-MoE accelerate/deepspeed conversion failure are different issues." }, { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Video multimodal token logic and stale auto_mappings references are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "Undefined video-token helper variables and batched video shape errors are different processor bugs." - }, - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Trainer token counting not updating and GPT-oss perplexity are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Beit label reduction and MPS attention correctness are unrelated." + "reason": "Audio processor chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate audio-processing bugs." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "SigLIP2 docs/quantization issues do not match GPT-oss MXFP4 loading fallback behavior." + "reason": "init_empty_weights/_is_hf_initialized signature mismatch and PIL backend torchvision dependency requirements are unrelated." } ] }, @@ -7243,35 +7338,35 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:24643", "issue:28282", "issue:29159", "issue:29870", "issue:33357", "issue:34567", "issue:34689", - "issue:42175", - "issue:42915", + "issue:39692", + "issue:40990", "issue:43257", - "issue:43404", + "issue:43329", "issue:43425", + "issue:43450", "issue:43454", "issue:43525", - "issue:43531", + "issue:43526", "issue:43540", "issue:43577", + "issue:43643", "issue:43650", "issue:43742", "issue:43749", - "issue:43824", + "issue:43756", "issue:43906", "issue:43931", "issue:44291", "issue:44387", - "issue:44479", - "issue:44568", + "issue:44554", "issue:44589", "issue:44617", "issue:44756", @@ -7279,247 +7374,239 @@ "issue:44912", "issue:44987", "issue:45081", - "issue:45127", - "issue:45356", "issue:45459", "issue:45538", + "issue:45600", + "issue:45759", "issue:45803", "issue:46291", "issue:46421", "issue:46424", - "issue:46693", "issue:46701", "issue:47020", "issue:47145", - "issue:47332", - "issue:47333" + "issue:47333", + "issue:47458" ], "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:39692|issue:44912", + "issue:43526|issue:44554", + "issue:43329|issue:43450", "issue:44387|issue:44617", + "issue:34567|issue:40990", "issue:44589|issue:47333", "issue:29159|issue:34567", - "issue:43257|issue:43931", "issue:45081|issue:47020", + "issue:43257|issue:43931", + "issue:43756|issue:47458", "issue:43425|issue:46291", "issue:44987|issue:45538", - "issue:44291|issue:44821", "issue:43525|issue:46291", "issue:44912|issue:47145", + "issue:44291|issue:44821", "issue:45459|issue:45803", "issue:43540|issue:46701", "issue:43742|issue:44291", + "issue:43650|issue:43906", + "issue:43749|issue:44756", "issue:28282|issue:34689", "issue:28282|issue:29870", "issue:43454|issue:43577", "issue:33357|issue:34567", - "issue:43749|issue:44756", - "issue:43650|issue:43906", - "issue:44589|issue:47332", - "issue:42175|issue:43824", - "issue:43531|issue:44821", - "issue:44568|issue:45356", - "issue:46421|issue:46424", - "issue:44479|issue:46693", - "issue:42915|issue:45538", - "issue:24643|issue:29159", - "issue:43404|issue:45127" + "issue:46421|issue:46424" ], - "prepared_review_unit_hash": "6636c1ad44017c799d19c5f130e25c790a1b6da3f501480f5cba6f37782146dc", + "prepared_review_unit_hash": "19ec37957571c8ba536cff4bf9049a494adcb15596118981961c12c2e7b5dc82", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36162, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35346, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, quantization, caching, and memory/offloading regressions. A few pairs are superficially adjacent, but none look like the same underlying defect or a single mergeable fix.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 46421 is the clearest self-contained runtime regression in the set and the most plausible anchor if one issue must represent the cluster, though the overall set is not actually a duplicate cluster.", + "summary": "The set is highly heterogeneous: most items are distinct bugs in different models, loaders, tokenizers, cache paths, or training utilities. None of the soft pairs look like the same underlying defect, so I would not collapse any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46421 is the strongest standalone report: concrete repro, clear code path, and a well-scoped fix target compared with the more model-specific or vague reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading behavior, but one is about missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` and the other about `AutoModelForCausalLM.from_config` not unwrapping `text_config` in composite multimodal configs. Different code paths and failures." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "One is a video multimodal token-counting bug with undefined helpers; the other is stale `auto_mappings.py` references breaking CI. Same broad area only, not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is unrelated to GPT-OSS MXFP4 quantization falling back to bf16. Different model families and root causes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "`reduce_labels` returning the wrong label count in `BeitImageProcessorFast` is unrelated to an MPS attention correctness bug. No shared code path." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processing, but one is undefined multimodal-token helper names and the other is incorrect batched video input shape. Different failure modes." + }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention CUDA/OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific Sam3Video OOM report; different failure modes and fixes." + "reason": "Both mention OOM, but one is increased CUDA reserved memory under int4 quantization and the other is a Sam3Video memory blowup. Not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking not updating is unrelated to high perplexity on GPT-OSS. Different subsystem and symptom." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Both are storage/offloading related at a high level, but one is a float8 storage lookup error and the other is about saving a disk-offloaded model; not the same code-path bug." + "reason": "Float8 storage lookup failure during loading is unrelated to saving a disk-offloaded Qwen3 model. Different storage/load path." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState token counting are unrelated subsystems with different symptoms and remediation." + "reason": "Tokenizer slow/fast inconsistency is not the same as `num_input_tokens_seen` failing to update in `TrainerState`." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer issues, but one is a Mistral regex patch crashing on `backend_tokenizer` and the other is XLMRoberta passing a dict where `Unigram` expects a sequence. Different models and bugs." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen/MoE loading, but one is about accelerate+deepspeed weight conversion while the other is a shape mismatch for Qwen3-VL; not the same defect." + "reason": "Both involve Qwen3 loading, but one is MOE weights not converted with accelerate+deepspeed and the other is shape mismatch for Qwen3-VL-30B-A3B-Instruct. Not the same defect." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:43756", + "right": "issue:47458", "accept": false, - "reason": "Both are tokenizer constructor problems, but one is a Mistral regex patch crash and the other is an XLMRoberta/Unigram type mismatch; distinct code paths." + "reason": "Smollm3 RoPE-layer handling and GPT-2 `c_proj` initialization are unrelated model-initialization bugs." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and a kernels dependency/version requirement failure are separate environment/dependency issues, not one bug." + "reason": "Torch 2.10 incompatibility is a dependency/version issue; kernels v0.15 import failure is a separate package-contract problem." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading failure for a specific model and CLIP tokenizer max length behavior are unrelated." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "init_empty_weights argument handling and URL loading for AutoImageProcessor are different APIs and different failures." + "reason": "Loading `physical-intelligence/fast` on transformers>=5.1.0 and CLIPTokenizer's huge `model_max_length` are unrelated issues." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4 pad_token_id AttributeError is a model config bug, not a pipelines/kernels import issue." + "reason": "Missing `pad_token_id` on `Llama4Config` is a model config bug, not the `kernels` version/revision import problem." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both touch quantized loading, but MXFP4 fallback-to-bf16 and silent FP8 weight_scale omission are different quantization bugs with different fixes." + "reason": "Both are quantization/loading related, but one falls back to bf16 for MXFP4 and the other misses `weight_scale` for frozen FP8 checkpoints. Different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` receiving an unexpected `_is_hf_initialized` arg is unrelated to loading `AutoImageProcessor` from a URL." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they affect different components and error paths; one hides tokenizer decode errors, the other is a bare except in Fuyu tensor conversion." + "reason": "Both are error-handling concerns, but one hides tokenizer decode errors without protobuf and the other uses a bare `except` in `FuyuBatchFeature.convert_to_tensors()`. Different locations and symptoms." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Qwen3OmniMoe video input validation and DiffusionGemma pipeline output handling are unrelated multimodal bugs." + "reason": "Both are multimodal pipeline failures, but one is Qwen3OmniMoe video input validation and the other is DiffusionGemma image-text-to-text output handling. Not the same issue." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error on load and init_empty_weights TypeError are different model-loading regressions with different causes." + "reason": "KeyError loading MobileLLM-125M is unrelated to the `_is_hf_initialized` argument regression in `init_empty_weights`." }, { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "A missing PyTorch import and a Llama 3.2 vision loading breakage are not the same underlying issue." - }, - { - "left": "issue:28282", - "right": "issue:29870", - "accept": false, - "reason": "ImportError for PyTorch and Bart generate decoder_attention_mask assignment are unrelated." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "One is a tied-weight bug in Mistral3, the other is a dtype propagation issue in BLIP2; different problems and fixes." - }, - { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "MacOS bus error in CLIP loading and TrainerState token counter stagnation are unrelated." + "reason": "`ADD THE DATA` is not a technical bug report; it is unrelated to the isolated reproduction of issue 38071." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both mention memory pressure, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct issues." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "The first is not a meaningful technical bug report, while the second is an isolated reproduction of a separate upstream issue." + "reason": "FSDP CPU RAM-efficient loading being broken and disabling mmap on Strix Halo to avoid OOM are separate memory/loading problems." }, { - "left": "issue:44589", - "right": "issue:47332", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Float8 storage lookup failure and inability to save a disk-offloaded model are not the same bug." + "reason": "PyTorch-not-found import error is a missing dependency issue; Llama 3.2 Vision model loading breakage in 4.46.2 is a specific model compatibility regression." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2.5 VL import are unrelated." + "reason": "AutoModel import failing without PyTorch and Bart generate hitting an unbound decoder attention mask are unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Sliding window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated." + "reason": "AyaVision tying `lm_head` weights and BLIP2 dtype staying float32 are both model-loading quirks, but they affect different models and mechanisms." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "These are both tokenizer regressions, but one is special-token insertion behavior and the other is Kimi-K2.5 codec/regex handling; not the same underlying fix." + "reason": "MacOS bus error with CLIP community model is unrelated to TrainerState token counting." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is cache_length being ignored outside quantized cache; distinct bugs." - }, - { - "left": "issue:44479", - "right": "issue:46693", - "accept": false, - "reason": "A video-input regression and a long-context performance regression are different code paths and symptoms." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "FineGrainedFP8Config failure and CLIPTokenizer model_max_length are unrelated." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed training weight dimensionality error and tokenizer inconsistency are not the same issue." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both mention weight tying, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge collapse with extended vocab; different defects and fixes." + "reason": "Both touch cache logic, but one is lazy cache init causing recompilation and the other is `max_cache_length` only being honored for Quantized Cache. Different behaviors." } ] }, @@ -7541,288 +7628,303 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ + "issue:24643", "issue:27957", "issue:28282", - "issue:28370", "issue:29127", + "issue:29159", + "issue:33666", "issue:34567", + "issue:35308", "issue:36331", "issue:38175", "issue:39379", "issue:41720", "issue:42175", "issue:42915", + "issue:43404", "issue:43452", - "issue:43493", + "issue:43531", "issue:43540", - "issue:43577", "issue:43582", "issue:43697", - "issue:43742", "issue:43749", - "issue:43994", + "issue:43824", "issue:44062", "issue:44479", - "issue:44488", "issue:44554", "issue:44560", "issue:44568", "issue:44589", - "issue:44792", + "issue:44821", "issue:44857", "issue:44898", "issue:44936", - "issue:44964", "issue:44991", "issue:45081", + "issue:45127", "issue:45137", + "issue:45356", "issue:45357", "issue:45381", "issue:45405", "issue:45488", "issue:45538", - "issue:46512", + "issue:46693", "issue:46821", "issue:46832", "issue:46869", "issue:47254", - "issue:47332", - "issue:47333" + "issue:47332" ], "soft_pairs": [ - "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:44589|issue:47332", + "issue:42175|issue:43824", + "issue:44568|issue:45356", + "issue:43531|issue:44821", + "issue:42915|issue:45538", + "issue:24643|issue:29159", "issue:43582|issue:47254", + "issue:43697|issue:45357", + "issue:44936|issue:46821", "issue:45137|issue:45405", + "issue:43404|issue:45127", "issue:28282|issue:29127", - "issue:43697|issue:45357", "issue:44062|issue:44991", "issue:44857|issue:46832", - "issue:45538|issue:46869", - "issue:41720|issue:43540", "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:45538|issue:46869", "issue:39379|issue:44554", "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:42915|issue:43749", "issue:42915|issue:47332", - "issue:27957|issue:28282", - "issue:43452|issue:43582", - "issue:34567|issue:36331", "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:33666|issue:35308", "issue:44062|issue:45081", - "issue:43742|issue:44589", - "issue:38175|issue:44898", - "issue:42175|issue:44488", - "issue:43493|issue:43994", - "issue:43577|issue:46512", - "issue:28282|issue:28370", - "issue:44792|issue:44964", - "issue:43742|issue:47333" + "issue:38175|issue:44898" ], - "prepared_review_unit_hash": "6a7791bd152917d44942de6864ea1d117b24b55547f49a7550a2b80e5ddc232e", + "prepared_review_unit_hash": "9cbb5f668013eb2f9a051a24f088c9da5972de6cf61c66453ba463df12c71585", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35491, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36708, + "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, but two duplicate pockets are convincing: the SigLIP2 regression reports (43493/43994) and the Qwen2.5-VL video-input regression reports (44479/45381). The rest of the soft pairs look like broad subsystem similarity, not the same bug.", - "confidence": 0.71, - "canonical_issue_reason": "44479 is the broadest representative of the strongest duplicate pocket, covering the Qwen2.5-VL / Qwen3 video-input regression theme; 45381 reads like a narrower symptom report of the same position-handling bug.", + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only convincing soft edge is the Qwen-VL video-input regression pair (44479 \u2194 45381); the rest span unrelated tokenizer, training, packaging, and model-specific bugs.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the broadest and most central anchor in the only real overlap area: it describes a Qwen-VL video-input regression affecting multiple model variants, which fits the narrower qwen2.5-vl video-position bug as a manifestation of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best anchor because it is a clear regression report with cross-model impact and enough detail to represent the Qwen video-input bug family.", + "best_issue_reason": "issue:44479 is the best issue to represent the cluster\u2019s closest duplicate-like theme because it has the widest scope and is the clearest umbrella for the Qwen video-input regression subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention regressions, but one is Qwen-VL video input and the other is FA2 long-context generation performance; different code paths and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Different failure modes: missing Float8 storage vs disk-offloaded Qwen3-VL save issues; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing model import; only broad install/import context overlaps." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and different tokenizer mechanics (special tokens vs codec/fix_mistral_regex handling)." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window/model bug and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Different trainer behaviors and unrelated failure modes." + "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated subsystems." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Different errors: allocator warmup TypeError vs checkpointing/ZeRO-3." + "reason": "Apple Silicon allocator TypeError and PEFT/ZeRO-3 checkpointing error are distinct training/runtime failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output mismatch and Qwen3.5 visual encoder save_pretrained key corruption are different bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError do not share a concrete code path." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed queue error is unrelated to PEFT version bump." + "reason": "DeepSpeed ZeRO-3 deque error and PEFT version bump are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "PyTorch import failure is unrelated to layoutlmv3 error messaging." + "reason": "Mistral3 weight tying bug and LoRA merge collapse with extended vocab are different model-state issues." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "RT-DETR output drift and Qwen visual-key saving are different bugs." + "reason": "Environment-missing-PyTorch import error and LayoutLMv3 box validation clarity issue are not duplicates." }, { "left": "issue:44062", - "right": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken duplication and est-roberta loading are not the same issue." + "reason": "AddedToken kwarg collision and Mistral regex patch crash are different tokenizer bugs." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR code paths: loss AMP crash vs forward feature-level mismatch." + "reason": "LwDetr AMP crash and RT-DETR backbone/features mismatch are separate detection-model failures." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Tokenizer max-length bug is unrelated to YOLO device mapping." + "reason": "Both concern tokenizer behavior, but the affected models and failure mechanisms differ substantially." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both involve Qwen, but different models and distinct failure signatures." + "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video processing are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Both tokenizer regressions, but different concrete behaviors and models." + "reason": "Tokenizer max-length constant and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "Mllama mask handling and MPS attention dimension mismatch are unrelated." + "reason": "mllama mask handling and MPS attention correctness are different attention-path issues." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video-related Qwen reports, but different model families and symptoms." + "reason": "Both involve video input, but they are different model families and the reported failures point to different code paths." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video-input failures with different errors and models." + "reason": "Qwen3OmniMoe video error and Qwen3-vl-embedding StopIteration are not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FineGrainedFP8 failure is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading breakage are unrelated training/config issues." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to disk-offloaded save behavior." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "Flash Attention support and missing PyTorch import are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "GGUF loading breakage is unrelated to Apple Silicon allocator warmup." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "Trainer token-count tracking and custom compute_loss signature are different bugs." + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are different Qwen3-family issues." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same Qwen2.5-VL video-input regression; both point to incorrect video position handling." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "AddedToken keyword collision and Mistral regex patch failure are different tokenizer issues." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "Model loading key error and missing Float8 storage are unrelated." + "reason": "Both describe the same Qwen2.5-VL video-input regression in 5.3.0; 45381 is a narrower symptom of the broader video-position bug." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "SigLIP2 zero-probability symptom and Perceiver resize failure are different models/bugs." + "reason": "TrainerState token counting and custom compute_loss signature mismatch are distinct trainer API issues." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "TensorFlow backend packaging and loading cjvt/sleng-bert are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 discrepancy: one is the HF-vs-JAX root cause, the other the user-visible bad output." + "reason": "gguf_file loading breakage and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "BLIP2 dtype handling and from_config config-dtype staleness are related but not the same bug." + "reason": "XLMRoberta Flash Attention 2 and missing PyTorch import are completely different problems." }, { - "left": "issue:28282", - "right": "issue:28370", + "left": "issue:33666", + "right": "issue:35308", "accept": false, - "reason": "PyTorch missing import and custom SentencePiece vocab_file handling are unrelated." + "reason": "Qwen2-VL multi-GPU training and IterableDataset length mismatch are both training-related but not the same bug." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are distinct." + "reason": "Duplicate of the earlier tokenizer-pair verdict: the errors are unrelated." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "MobileLLM key error and disk-offloaded Qwen3 save failure are different code paths." + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are separate model-specific issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The two accepted duplicate pockets are the only ones that look well-supported by the issue titles: SigLIP2 (43493/43994) and the Qwen video-input regression (44479/45381). The other soft-edge rejections stay on the safe side and don\u2019t overclaim mergeable sameness." + "feedback": "The cluster summary is grounded in the packet and stays conservative: it correctly treats the set as mostly heterogeneous while elevating the Qwen video-input regression pair as the only plausible duplicate-like edge. The accepted 44479 \u2194 45381 link is supported by the titles, and the other verdicts read as appropriately cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -7841,38 +7943,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:24643", + "issue:28282", + "issue:28370", "issue:29870", - "issue:41762", + "issue:42175", "issue:42796", "issue:43257", "issue:43452", + "issue:43493", "issue:43540", "issue:43577", - "issue:43697", "issue:43716", "issue:43742", "issue:43756", "issue:43906", + "issue:43994", "issue:44466", "issue:44488", "issue:44568", + "issue:44589", "issue:44625", "issue:44737", - "issue:44821", - "issue:44843", + "issue:44792", "issue:44849", "issue:44877", - "issue:44936", + "issue:44964", "issue:44987", "issue:45005", "issue:45072", "issue:45325", "issue:45405", "issue:45600", - "issue:45663", "issue:45672", "issue:45674", "issue:45701", @@ -7881,242 +7985,255 @@ "issue:46399", "issue:46463", "issue:46491", + "issue:46512", "issue:46693", "issue:46701", - "issue:46821", - "issue:46829", - "issue:46846", "issue:46899", "issue:47276", "issue:47332", + "issue:47333", "issue:47405" ], "soft_pairs": [ - "issue:44849|issue:45701", - "issue:44987|issue:45907", - "issue:43756|issue:45325", - "issue:45823|issue:46463", + "issue:42175|issue:44488", + "issue:43493|issue:43994", + "issue:43577|issue:46512", + "issue:43742|issue:44589", + "issue:28282|issue:28370", + "issue:44792|issue:44964", + "issue:43742|issue:47333", + "issue:44987|issue:45907", + "issue:43756|issue:45325", "issue:43716|issue:46701", - "issue:45672|issue:45674", + "issue:44849|issue:45701", "issue:43756|issue:46399", - "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:45823|issue:46463", "issue:43257|issue:43756", + "issue:46463|issue:47276", "issue:44737|issue:46463", "issue:45405|issue:45600", - "issue:44625|issue:44877", - "issue:43257|issue:47405", - "issue:43742|issue:47332", "issue:43906|issue:46693", "issue:43540|issue:46693", + "issue:43257|issue:47405", + "issue:44625|issue:44877", + "issue:43742|issue:47332", + "issue:44568|issue:46491", "issue:43577|issue:45072", - "issue:44466|issue:45005", "issue:43452|issue:44488", - "issue:44568|issue:46491", + "issue:44466|issue:45005", "issue:24643|issue:29870", "issue:46463|issue:46899", - "issue:42796|issue:43906", - "issue:44821|issue:46821", - "issue:43452|issue:44843", - "issue:41762|issue:44936", - "issue:45663|issue:46846", - "issue:43697|issue:46829" + "issue:42796|issue:43906" ], - "prepared_review_unit_hash": "6cf8046d5320f9bcdcd47d770cdb93252dc73de86b443a72b80db9d0385c8221", + "prepared_review_unit_hash": "104d04022dfb4911441aed8b92f133e381b0140cb2e0e93d3cfba04c49781764", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35952, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad themes like tokenization, dtype, or multimodal loading, but not the same concrete bug or fix path. I would not merge any of the proposed duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This set is mostly a grab-bag of unrelated Transformers bugs: tokenization, dtype propagation, config loading, multimodal preprocessing, offloading, and performance regressions. The soft pairs share broad subsystems or similar words, but not the same concrete failure path, so I reject all edges. No single canonical issue/PR stands out cleanly.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions (tokenization, dtype, configs, multimodal, offloading, performance).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest/highest-signal report in the set (multiple inbound refs and discussion), so it is the best anchor if one issue must be chosen, though it is not a true duplicate representative for the whole cluster.", + "best_issue_reason": "issue:44466 is the clearest self-contained regression report and the strongest representative of the small tied-weights serialization theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is a TensorFlow packaging/backend omission; the other is a model-loading failure. Different bug classes." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported symptoms and likely fixes differ; no clear shared code-path bug from the titles alone." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype state, but one is BLIP2-specific model/qformer loading and the other is generic from_config dtype staleness. Not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error while loading a model and a missing Float8 storage type error are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:28370", + "accept": false, + "reason": "Import-time PyTorch dependency error vs tokenizer attribute handling; different layers and different fixes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failure modes: a Janus test regression versus a Phi-4 multimodal load regression." + }, + { + "left": "issue:43742", + "right": "issue:47333", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-states handling vs tokenizer version/tokenization regression." + "reason": "They both mention loading/saving, but the models and failure paths differ; not enough to treat as the same underlying bug." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Unrelated failures: loading a specific model on 5.1.0 vs hub revision forwarding in CI." + "reason": "One is a model-load regression, the other is an API forwarding bug in list_repo_files. Unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE, but different models and different code paths/bugs." - }, - { - "left": "issue:45823", - "right": "issue:46463", - "accept": false, - "reason": "Device mismatch in Gemma4 forward pass is unrelated to T5 decoder-input validation messaging." + "reason": "Both touch positional encoding/rope concepts, but one drops layers and the other mis-scales temporal positions. Different concrete bugs." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal failures: dtype mismatch in Mistral-3 preprocessing vs DiffusionGemma pipeline output handling." + "reason": "Image preprocessor dtype mismatch vs a pipeline output/processing failure; different code paths." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Both are 4-bit inference issues, but one is an unsafe uint8 dtype cast and the other is a skip-modules exclusion bug." + "reason": "Hidden-states behavior in Qwen3.5 vs tokenizer-version-dependent tokenization changes. Unrelated." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "No shared bug: RoPE layer dropout in Smollm3 vs missing decorator for Qwen3.5 rotary op registration." + "reason": "RoPE layer truncation and missing kernel registration decorator are not the same bug." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but one is an unsafe uint8 finfo cast and the other is lm_head exclusion handling. Different root causes." + }, + { + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Different behavior entirely: T5 validation error message vs synced_gpus warning text." + "reason": "Device-map/PLE mismatch in Gemma4 vs a T5 decoder-input validation message bug. Different issues." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer selection." + "reason": "Qwen3 MOE conversion under accelerate+deepspeed vs Smollm3 rope-layer dropping. Different models and problems." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "An incorrect error message and a misleading warning message are separate message-level issues, not the same bug." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "CPU allocation in XLNet positional encoding is unrelated to T5 decoder-input error reporting." + "reason": "XLNet CPU tensor placement bug vs T5 validation messaging. No shared code path." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning issue vs stale auto_mappings references; different maintenance bugs." + "reason": "A dependency version bump/release issue vs an auto_mappings CI break from removed configs. Different maintenance problems." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is a FA2 long-context performance regression. Not the same change or bug." + }, + { + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Both are config-loading bugs, but one is num_labels propagation and the other is strict config rejection of granite_speech." + "reason": "Video-input ValueError in Qwen3OmniMoe vs a generation performance regression. Different failures." }, { "left": "issue:43257", "right": "issue:47405", "accept": false, - "reason": "Different loading failures: MOE weight conversion vs silent conversion skip on model_type mismatch." + "reason": "Conversion failure during loading with deepspeed vs silent wrong-class conversion skipping. Related theme, but distinct bugs." }, { - "left": "issue:43742", - "right": "issue:47332", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Specific model key error vs disk-offloaded save failure; no shared code-path bug." + "reason": "Both involve config handling, but one is num_labels propagation and the other is strict config loading. Not the same root cause." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43742", + "right": "issue:47332", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." + "reason": "Model key error on load vs disk-offloaded save failure. Different bugs." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to FlashAttention2 long-context slowdown." + "reason": "Special-token insertion regression vs leading-space encode/decode regression. Both tokenizer-related, but not the same issue." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different models and likely different initialization paths." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Tied-weight serialization depends on device in one issue; the other is a broader translation-model tied-weights problem." + "reason": "Both are dtype mismatches, but they affect different models and code paths; too broad to merge." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Loading via gguf_file in auto classes is a different failure from one specific model not loading." + "reason": "Both concern loading models, but the specific mechanisms differ and there is no clear shared failing path from the titles alone." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Tokenizer regressions, but different tokenizers and different symptoms." + "reason": "Both mention tied weights, but one is a device-dependent serialization regression and the other is a translation-model tied-weight behavior report. Too little evidence to merge." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error vs Bart generate() decoder_attention_mask initialization bug." + "reason": "DeepSpeed weight-shape error vs Bart generate decoder-mask initialization bug. Unrelated." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 error-message issue is unrelated to Gemma4 multimodal 4-bit dtype casting." + "reason": "T5 decoder validation messaging vs Gemma4 multimodal 4-bit dtype casting. Different code paths and fixes." }, { "left": "issue:42796", "right": "issue:43906", "accept": false, - "reason": "Tokenizer BPE-marker handling vs an isolated reproduction of another unrelated issue." - }, - { - "left": "issue:44821", - "right": "issue:46821", - "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "Both are loading-related, but one is gguf_file/auto-class breakage and the other is an offline hub lookup regression." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure vs trainer.evaluate() state issue; different phases and code paths." - }, - { - "left": "issue:45663", - "right": "issue:46846", - "accept": false, - "reason": "Different parallelism bugs on different models: FSDP2 shared_kv_states vs TP plan entries for Qwen3.5." - }, - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "Different output regressions in different model families; not the same underlying bug." + "reason": "Tokenizer BPE-marker handling vs a reproduction issue reference. No shared bug." } ] }, @@ -8138,13 +8255,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:33666", - "issue:36010", "issue:38175", "issue:40444", "issue:43295", + "issue:43452", "issue:43525", "issue:43572", "issue:43643", @@ -8158,23 +8274,22 @@ "issue:43927", "issue:44361", "issue:44442", - "issue:44464", "issue:44493", "issue:44737", - "issue:44743", "issue:44756", "issue:44811", + "issue:44821", "issue:44843", "issue:44857", "issue:44898", "issue:44913", "issue:44991", "issue:45216", - "issue:45356", "issue:45357", "issue:45372", "issue:45542", "issue:45588", + "issue:45663", "issue:45701", "issue:45704", "issue:45920", @@ -8183,6 +8298,8 @@ "issue:46170", "issue:46178", "issue:46701", + "issue:46821", + "issue:46829", "issue:46846", "issue:47000", "issue:47013", @@ -8190,231 +8307,244 @@ "issue:47404" ], "soft_pairs": [ + "issue:43452|issue:44843", + "issue:44821|issue:46821", + "issue:43697|issue:46829", "issue:43720|issue:44898", - "issue:44913|issue:46121", "issue:44756|issue:47404", + "issue:45663|issue:46846", + "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:43653|issue:44361", - "issue:38175|issue:43295", "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:45357|issue:45920", "issue:44361|issue:44442", "issue:46846|issue:47404", - "issue:45357|issue:45920", - "issue:44756|issue:47332", "issue:43697|issue:45216", + "issue:44756|issue:47332", "issue:43688|issue:43749", - "issue:40444|issue:44811", "issue:44843|issue:44991", + "issue:40444|issue:44811", "issue:45372|issue:46170", - "issue:44857|issue:47000", "issue:43572|issue:43643", + "issue:44857|issue:47000", "issue:43761|issue:47013", - "issue:43688|issue:45701", - "issue:43646|issue:43749", "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:43688|issue:45701", "issue:43688|issue:45704", - "issue:33666|issue:36010", - "issue:43653|issue:43927", "issue:43525|issue:46701", - "issue:44464|issue:44743", - "issue:43295|issue:45356" + "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "4debb8988f96b05c3ebf50a74ef4f54855fae271fa1c000089f4ac644a6be5e5", + "prepared_review_unit_hash": "4dc0ab76db6a978404290dd40c0a0bae0da5a1afddd792f6500b3f28245b6980", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36434, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 29, + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers bug reports, with a loose subtheme around v5 tokenizer/config regressions and model-loading edge cases. I don\u2019t see any soft-edge pair that is clearly the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45920 is the broadest, most representative report in the set: it describes a multi-model v5 tokenizer regression and can serve as the best umbrella issue for the tokenizer-related subtheme.", + "summary": "All 30 soft pairs look like false positives: they share broad themes like tokenizer loading, config regressions, or OOMs, but the concrete bugs, models, and code paths differ.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the best umbrella issue here because it is a concrete, multi-model v5 tokenizer regression with clear user impact and a broader scope than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 has the widest impact and clearest generality compared with the mostly model-specific or narrowly scoped reports, so it is the best single issue to keep as the representative case.", + "best_issue_reason": "issue:45920 is the strongest standalone issue: it is specific enough to reproduce, affects multiple model families, and reflects a real cross-model regression rather than a one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Different subsystems and failure modes: BitNet loading/unpacking vs Perceiver interpolation on image classification." + "reason": "Both involve AutoTokenizer loading, but one is about gguf_file breaking model/tokenizer loading while the other is an offline model_info() call in _patch_mistral_regex." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Both concern config/rope parameters, but one is silent reload fallback and the other is a TypeError in validation; not the same bug." + "reason": "Different failures: URL loading of AutoImageProcessor versus a TimesFM 2.5 window_size AttributeError." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and code paths: RTDetrV2 output divergence versus VideoPrism hidden_states being misassigned in ImageClassifierOutput." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated bugs, despite both being model inference issues." }, { "left": "issue:44756", "right": "issue:47404", "accept": false, - "reason": "Both mention loading OOMs, but the causes differ: mmap on Strix Halo vs transient GPU allocations during conversion." + "reason": "Both mention OOM, but the causes differ: mmap on Strix Halo versus unbudgeted contiguous() transients during device_map conversion." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different architectures and bugs: Gemma-4 FSDP2 shared_kv_states reconstruction versus Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is rotary_pct not persisting on reload; the other is a TypeError converting rope params from a JSON-loaded list." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: XLNet positional encoding device placement vs flash_attention handling of s_aux=None." + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated implementation defects." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer issues, but they affect different tokenizers and different concrete failures." + "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is an MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq save/load breakage are different regression patterns and not the same underlying bug." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different problems: zero probabilities in a SigLIP model vs processor/tokenizer API regression for custom model code." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-to-tokenizer regression are separate multimodal issues." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "One is an unexpected key warning across many models; the other is save/load breakage for sinq-quantized models." + "reason": "Both concern Qwen3.5 / tokenization-related regressions, but one is incorrect visual encoder keys in save_pretrained while the other is wrong token IDs across several models." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Distinct tokenizer failures for different models; no shared underlying code-path is evident." + "reason": "Two different tokenizer failures: MLukeTokenizer task AttributeError versus AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:46846", "right": "issue:47404", "accept": false, - "reason": "Both mention OOM/shape issues, but one is tensor-parallel plan metadata and the other is loading-time conversion transients." + "reason": "Both can lead to OOM, but one is a tensor-parallel planning issue and the other is transient GPU memory from conversion ops during loading." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Qwen3.5 visual encoder key serialization is a different save_pretrained bug from broad tokenizer ID regressions." + "reason": "Different model families and failure modes: RTDetrV2 output mismatch versus Qwen3.5 incorrect checkpoint save_pretrained behavior." }, { "left": "issue:44756", "right": "issue:47332", "accept": false, - "reason": "Different offloading/loading problems: disabling mmap to avoid OOM vs inability to save a disk-offloaded model." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "Different regression targets: RTDetrV2 forward-output changes vs Qwen3.5 checkpoint save_pretrained corruption." + "reason": "Both are memory/offloading related, but disable mmap for Strix Halo is not the same as failing to save a disk-offloaded Qwen3-VL model." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU-efficient loading are unrelated bugs." + "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Different pipelines and failures: multi-image finetuning with IterableDataset vs Whisper batch_decode skip_special_tokens handling." + "reason": "Both are tokenizer loading regressions, but the offline model_info() patch issue is distinct from EMBEDDIA/est-roberta failing on transformers >=5.0.0." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer loading regressions, but one is offline model_info behavior and the other is model-specific tokenizer loading failure." + "reason": "Different subsystems: Qwen2.5-VL multi-image finetuning with IterableDataset versus Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Unrelated dependency/import issues: mistral_common ReasoningEffort vs Windows/ROCm torch.distributed dependency handling." + "reason": "One is a mistral_common import regression affecting Gemma 4 processors; the other is a Windows ROCm torch.distributed dependency problem." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43572", + "right": "issue:43643", "accept": false, - "reason": "Both are loss-related crashes, but they are different losses and different numerical failures." + "reason": "Both mention missing config fields, but one is StableLmConfig pad_token_idx after 5.0 and the other is a generic trust_remote_code AutoConfig field-loss bug." }, { - "left": "issue:43572", - "right": "issue:43643", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Missing pad_token_id in a specific config is not the same as generic missing fields from trust_remote_code loading." + "reason": "Different detection losses and errors: float16 AMP crash in LwDetrImageLoss versus infeasible cost matrix in RTDetrLoss." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different model behaviors and code paths: CLIPVision hidden_states regression vs xLSTM state unpacking crash." + "reason": "CLIPVisionModel hidden_states being None and xLSTM returning a bare tensor instead of a tuple are different forward-contract bugs." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "One is an auxiliary-loss normalization bug; the other is a broad report that tokenization changes across versions." + "reason": "Both are backend-registration issues, but tensorboard-without-TensorFlow and tensorflow_text missing from BACKENDS_MAPPING are distinct failures." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate regressions." + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are unrelated issues." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both involve backend detection, but one is TensorBoard/TensorFlow ambiguity and the other is tensorflow_text backend mapping." + "reason": "Auxiliary-loss normalization is unrelated to tokenization changing across transformers versions." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Unrelated: auxiliary-loss normalization vs T5 silently using a leaking apex RMSNorm implementation." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Different tokenizer/config bugs: special-token registration vs custom token IDs lost after save/load." + "reason": "Different concerns entirely: loss normalization versus T5 silently using apex.FusedRMSNorm and leaking memory." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Different failures: missing pad_token_id in Llama4Config vs a pipeline/output mismatch for DiffusionGemmaGenerationOutput." + "reason": "Llama4Config pad_token_id missing is a config attribute bug; DiffusionGemmaGenerationOutput pipeline failure is a different multimodal generation issue." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both affect generation/statefulness, but the concrete bugs and models differ; not mergeable as one PR." + "reason": "The offline model_info() regression and est-roberta tokenizer loading failure are not the same code-path problem." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Different regressions: processor/tokenizer API breakage vs Kimi-K2.5 codec handling and warning behavior." + "reason": "BigBird special-token decode failure and DiaConfig losing custom token IDs after save/load are different tokenization/config persistence bugs." } ] }, @@ -8436,16 +8566,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28370", "issue:32090", "issue:33666", "issue:34567", + "issue:36010", "issue:36331", "issue:41720", "issue:42898", "issue:43278", + "issue:43295", "issue:43452", "issue:43504", "issue:43525", @@ -8457,7 +8589,6 @@ "issue:43653", "issue:43688", "issue:43720", - "issue:43756", "issue:43761", "issue:43782", "issue:43927", @@ -8471,13 +8602,12 @@ "issue:44610", "issue:44625", "issue:44734", - "issue:44964", + "issue:44743", "issue:44977", + "issue:45356", "issue:45405", "issue:45440", - "issue:45823", "issue:46050", - "issue:46402", "issue:46491", "issue:46612", "issue:46693", @@ -8488,247 +8618,259 @@ "issue:47276" ], "soft_pairs": [ + "issue:33666|issue:36010", + "issue:43295|issue:45356", "issue:44479|issue:44625", + "issue:44464|issue:44743", "issue:46832|issue:46932", - "issue:43756|issue:46402", "issue:43550|issue:44361", - "issue:43761|issue:46829", "issue:43653|issue:44568", + "issue:43761|issue:46829", "issue:41720|issue:44464", - "issue:33666|issue:36331", "issue:43452|issue:43577", - "issue:28370|issue:34567", + "issue:33666|issue:36331", "issue:44977|issue:46693", + "issue:28370|issue:34567", "issue:44466|issue:46050", - "issue:44464|issue:44977", - "issue:32090|issue:33666", "issue:43504|issue:43550", + "issue:44464|issue:44977", "issue:42898|issue:46491", - "issue:45405|issue:47254", + "issue:32090|issue:33666", "issue:43782|issue:46693", - "issue:43606|issue:43927", + "issue:45405|issue:47254", "issue:43504|issue:43720", + "issue:43606|issue:43927", "issue:43720|issue:43927", - "issue:43278|issue:43688", "issue:43643|issue:44561", - "issue:44625|issue:47276", + "issue:43278|issue:43688", "issue:43688|issue:45440", "issue:43504|issue:44610", + "issue:44625|issue:47276", "issue:43720|issue:44361", "issue:44734|issue:46612", "issue:43577|issue:44554", - "issue:43525|issue:43572", - "issue:44964|issue:45405", - "issue:45823|issue:46050" + "issue:43525|issue:43572" ], - "prepared_review_unit_hash": "16e952b4a7efa0f1aacfe1a9450d82a40419ccc1bb0391feba36b29184eeb9c5", + "prepared_review_unit_hash": "ec140a9cbe911ccd55f351838beaba2ac63060477bf60f68a607f8c1614ea4fb", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37483, - "estimated_input_tokens": 9371, - "estimated_eval_tokens": 18998 + "serialized_chars": 37571, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; I don\u2019t see any soft pair that looks like the same underlying bug or a mergeable duplicate PR. Most items are isolated regressions across unrelated models, configs, trainers, and generation paths. If a representative issue is needed, the broadest one is the trust_remote_code/v5 regression item, but it does not actually unify the rest.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44561 is the broadest, most general regression in the set (v5/trust_remote_code breakage) and is the closest thing to a representative theme, but the cluster is not a true duplicate family.", + "summary": "This cluster does not form a true duplicate set: it mixes unrelated tokenizer, training, generation, config, and model-loading bugs. All soft links are only superficial topical similarity, so none should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items are heterogeneous and do not describe the same underlying bug or change; they only share broad Transformers-related vocabulary.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44561 is the best single representative only because it has the widest scope and clearest regression framing; it is not a good duplicate hub for the other issues.", + "best_issue_reason": "If one issue must be used as the anchor, issue:43295 is the strongest standalone report: it names a concrete regression, a specific version, and a reproducible failure mode in custom model code.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: multi-GPU Qwen2-VL training vs a GenerationMixin import error. No shared code-path or fix." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but they affect different tokenizer/model paths and different failure modes." + }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Different Qwen problems: video-input regression in multiple VL models vs num_labels propagation in Qwen3.5 config." + "reason": "Same family (Qwen3.5) but unrelated bugs: video input regression vs config field propagation." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "RT-DETR forward shape/type error and Gemma4 quantized embedder dtype casting are unrelated bugs." + "reason": "Both involve generation/caching, but the concrete bugs and model code paths are different." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weights not loading are separate model-specific loading issues." + "reason": "RT-DETR feature-level handling and Gemma4 quantized dtype casting are unrelated issues." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA crash and MLukeTokenizer AttributeError are different code paths and symptoms." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both touch hidden_states, but one returns None in CLIPVisionModel while the other mispopulates ImageClassifierOutput for VideoPrism; not the same bug." + "reason": "These are unrelated: torch.compile/SDPA on Bamba vs a tokenizer AttributeError on tasks." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizer special tokens, but they affect different tokenizers with different failure modes and fixes." + "reason": "Both concern special tokens, but the model-specific failures and root causes differ." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Qwen3 auto-device-mapping assert and chunked-generation compiled-forward inconsistency are unrelated generation/device issues." + "reason": "Both touch output_hidden_states, but they are different model implementations and opposite output-shape issues." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Multi-GPU training failure and CustomTrainer compute_loss signature breakage are different trainer/distributed problems." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF from_pretrained breakage and BLIP2 dtype not propagating are unrelated loading bugs." + "reason": "Tokenizer/model loading via gguf_file is unrelated to Blip2 dtype preservation." }, { - "left": "issue:28370", - "right": "issue:34567", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Missing vocab_file for custom SentencePiece and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "Multi-GPU training failure and CustomTrainer.compute_loss signature mismatch are separate trainer bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are different failure modes, not one concrete bug." + "reason": "Both mention FA2, but one is a Qwen3.5 correctness bug and the other is a performance regression." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:28370", + "right": "issue:34567", "accept": false, - "reason": "Device-dependent lm_head serialization and sinq save/load breakage are distinct persistence issues." + "reason": "SentencePiece vocab_file loading and TrainerState token counting are unrelated." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is separate from the Qwen3.5 flash-attention generation bug." + "reason": "Both involve save/load serialization, but the tied-weight/device issue is not the same as quantized sinq persistence." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are different distributed-training failures." + "reason": "Legacy BEiT field loading and Bamba compile/SDPA are different code paths with no common fix." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Legacy-field pretrained-load failure in Beit is unrelated to Bamba's torch.compile SDPA crash." + "reason": "Both are generation regressions, but one is compiled-forward chunking and the other is FA2 behavior on Qwen3.5." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer cleanup/regression flavored, but the former is a global v5 behavior change while the latter is a CodeLlama round-trip spacing bug." + "reason": "General v5 tokenization-space behavior change is not the same as the CodeLlama leading-space regression." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "PEFT version pin/release problem and ZeRO-3 checkpoint error are not the same underlying bug." + "reason": "Both are training-related, but one is a NoneType broadcast error and the other is a Qwen2-VL multi-GPU issue." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load failure and FA2 performance regression are unrelated." + "reason": "Weight_only loading for Qwen3VL is unrelated to the FA2 long-context performance regression." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig custom token ID loss after save/load are separate issues." + "reason": "Dependency version pinning and a PEFT/DeepSpeed checkpointing error are different problems." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are different model-loading bugs." + "reason": "Different model families and failures: BEiT legacy field loading vs BitNet packed-weight loading." }, { - "left": "issue:43720", + "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Packed-weight handling in accelerate loading and DiaConfig token-ID persistence are unrelated." + "reason": "CPU offload device mismatch and DiaConfig token-ID loss are unrelated." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Embedding dtype drift in evaluation and auxiliary-loss normalization are unrelated training/eval bugs." + "reason": "BitNet packed-weight handling and DiaConfig save/load field loss do not share the same fix." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing config fields while the other is an API removal breakage; different root causes." + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." }, { - "left": "issue:44625", - "right": "issue:47276", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Qwen3.5 num_labels propagation and a misleading synced_gpus warning are unrelated." + "reason": "Embedding dtype drift and auxiliary-loss normalization are unrelated model bugs." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization and DeepSeekV3 implementation divergence are not the same bug." + "reason": "Both touch MoE models, but the bugs are different: loss normalization vs native/remote implementation divergence." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field load failure and OmDet-Turbo image-size mismatch are unrelated." + "reason": "Legacy preset loading for BEiT and OmDet-Turbo processor resolution are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a misleading synced_gpus warning are different issues." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError do not share a code path." + "reason": "BitNet accelerated loading and MLukeTokenizer task-time AttributeError are unrelated." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Serve KV-cache continuation indexing and beam-search cache reorder skipping are different generation internals." + "reason": "Serve KV-cache continuation indexing and beam-search cache reorder skipping are different generation paths." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." + "reason": "Blip2 dtype loading and MPS attention correctness are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing padding-token-related config fields after v5, but they affect different model configs and are not clearly the same concrete bug." + "reason": "Both are missing config token fields, but they affect different models and different attributes." } ] }, @@ -8750,7 +8892,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28218", "issue:29925", @@ -8768,7 +8910,6 @@ "issue:43646", "issue:43701", "issue:43825", - "issue:43873", "issue:43927", "issue:43994", "issue:44291", @@ -8782,12 +8923,14 @@ "issue:44568", "issue:44704", "issue:44843", + "issue:44964", "issue:44977", "issue:45290", "issue:45405", "issue:45491", "issue:45759", "issue:45812", + "issue:45823", "issue:46002", "issue:46050", "issue:46192", @@ -8801,224 +8944,231 @@ "issue:47448" ], "soft_pairs": [ - "issue:43611|issue:46846", + "issue:44964|issue:45405", + "issue:45823|issue:46050", + "issue:44514|issue:45290", "issue:44484|issue:44704", - "issue:28218|issue:33357", "issue:43334|issue:45759", - "issue:44514|issue:45290", + "issue:43611|issue:46846", + "issue:28218|issue:33357", "issue:39692|issue:43295", "issue:43334|issue:43572", - "issue:45405|issue:47332", "issue:44977|issue:46209", "issue:44488|issue:44843", + "issue:45405|issue:47332", "issue:43994|issue:46192", "issue:43257|issue:47404", - "issue:43493|issue:43825", "issue:42796|issue:44977", + "issue:43493|issue:43825", + "issue:45491|issue:46002", + "issue:43927|issue:44361", "issue:43531|issue:47436", + "issue:44554|issue:46365", "issue:43646|issue:44466", - "issue:43927|issue:44361", "issue:43572|issue:44291", - "issue:45491|issue:46002", - "issue:44554|issue:46365", - "issue:28218|issue:29925", - "issue:43278|issue:43701", - "issue:46050|issue:47448", "issue:44568|issue:45812", "issue:44568|issue:46489", + "issue:46050|issue:47448", + "issue:43278|issue:43701", "issue:44493|issue:47448", - "issue:43873|issue:47404" + "issue:28218|issue:29925" ], - "prepared_review_unit_hash": "654209b8c546366a3e849cf1387b99520b92d1e7f832abf8c8f6dfe8a05c2bf9", + "prepared_review_unit_hash": "b243b2d77fd5c78fa19ccdbb725d2cacd740fa4d983da1bd097da4b46b0fa83e", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35345, - "estimated_input_tokens": 8837, - "estimated_eval_tokens": 17930 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers issues across tokenizers, processors, config attrs, loading/offloading, quantization, and documentation. I do not see any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected. If forced to name a representative issue, 43646 is the broadest v5 regression report, but it still does not cover the rest of the cluster.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue cleanly represents this cluster; 43646 is only the broadest v5 model-init regression, while the rest span unrelated tokenizer, processor, config, and offloading bugs.", + "summary": "This cluster is not a duplicate set: it mixes many unrelated Transformer issues across tokenizers, multimodal processors, model loading, config regressions, and attention/offloading bugs. None of the soft pairs look like the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43646 is the closest thing to an umbrella issue because it is broad and regression-oriented, but it is still too narrow to serve as a true canonical for the mixed cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Different bugs: base_model_prefix loading regression vs Qwen3.5 tensor-parallel plan omission." + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency version bump for PEFT. Different problem, different fix." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Unrelated: save_pretrained shard size question vs AutoProcessor kwargs forwarding bug." + "reason": "Gemma4 device-mismatch during forward is unrelated to broken quantized save/load behavior. Same broad area, but different code paths." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different symptoms and subsystems: added-token spacing vs MacOS bus error on a CLIP model." + "reason": "Both involve chat template/processor flows, but one is batching with padding=False and the other is assistant tool-call messages with no content. Distinct failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Max shard size question is unrelated to AutoProcessor kwargs not reaching cached_file." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is missing pad_token_id and the other is text_config unwrapping; not the same concrete bug." + "reason": "Qwen3-VL pad_token_id AttributeError is a config attribute bug; the other is AutoModelForCausalLM not unwrapping text_config for composite multimodal configs. Different issue." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3.5/model loading behavior, but one is a base_model_prefix regression and the other is missing linear_attn TP plan entries causing OOM/shape errors. Not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both hit apply_chat_template, but on different inputs and failure modes; not the same bug." + "reason": "Tokenizer extra-space insertion is unrelated to a MacOS bus error on a community CLIP model." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example problems vs a processor/tokenizer regression are different issues." + "reason": "SigLIP2 example/doc errors are unrelated to a regression in processor.tokenizer access and image passing." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different config attributes on different model families: pad_token_id vs pad_token_idx." - }, - { - "left": "issue:45405", - "right": "issue:47332", - "accept": false, - "reason": "Unreleased dependency bump vs inability to save a disk-offloaded model; unrelated." + "reason": "Both are config-attribute errors, but for different missing fields and different models (pad_token_id vs pad_token_idx)." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different inference failures: flash-attention generation vs FP8 on B200." + "reason": "Qwen3.5 flash-attention generation failure is unrelated to FP8 inference failing on B200." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Different root causes: model loading failure vs offline hub lookup in tokenizer patching." + "reason": "Model loading failure for cjvt/sleng-bert is unrelated to offline-mode breakage from an unconditional model_info() call." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "PEFT version bump and inability to save a disk-offloaded model are different problems with no shared code path." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs vs ignored return_tensors when text_kwargs is passed; unrelated API bugs." + "reason": "Granite tokenizer wrong IDs is a tokenizer logic regression; return_tensors being ignored with text_kwargs is a different API behavior issue." }, { "left": "issue:43257", "right": "issue:47404", "accept": false, - "reason": "Both touch loading/offloading, but one is MOE weight conversion and the other is transient OOM from conversion ops." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline translation error-message regression; different changes." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to device_map loading OOM from transient contiguous() allocations." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation are unrelated." + "reason": "Ministral tokenizer BPE marker handling and Qwen3.5 flash-attention generation are separate bugs in different components." }, { - "left": "issue:43531", - "right": "issue:47436", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Different model/config regressions: sliding_window behavior vs missing max_position_embeddings." + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to a pipeline error message incorrectly suggesting translation tasks in v5." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Both are v5-related, but one is custom model init and the other is tied-weight serialization; not the same bug." + "reason": "Gemma3 NaNs from sliding-window/all-padding attention are unrelated to classification heads producing NaNs after checkout+init." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config classes and different failures; not duplicates." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Separate compatibility regressions: missing pad_token_idx vs unexpected _is_hf_initialized arg." + "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43531", + "right": "issue:47436", "accept": false, - "reason": "Both mention NaNs, but in different components and scenarios; not the same underlying issue." + "reason": "Qwen3-MoE sliding_window issue is not the same as Qwen2_5OmniConfig missing max_position_embeddings." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness bug vs Trainer import conflict with datasets; unrelated." - }, - { - "left": "issue:28218", - "right": "issue:29925", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to enforcing use_fast=True." + "reason": "MPS attention correctness bug has nothing to do with importing Trainer conflicting with datasets." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Embedding dtype drift vs checkpoint key mismatch are distinct problems." + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are different regression classes." }, { - "left": "issue:46050", - "right": "issue:47448", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Quantized save/load breakage vs unrecognized architecture; unrelated." + "reason": "Missing pad_token_idx after 5.0 update and unexpected _is_hf_initialized argument with init_empty_weights are separate config/init issues." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and code paths; not safely mergeable." + "reason": "MDeBERTa special-token handling and Granite AutoTokenizer wrong IDs are both tokenizer bugs, but not the same model or failure mode." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Same broad tokenizer area, but distinct model-specific regressions and fixes." + "reason": "MDeBERTa BOS/EOS omission is unrelated to DeepSeek-Coder v1 incorrect output and a gap in a prior tokenizer fix." + }, + { + "left": "issue:46050", + "right": "issue:47448", + "accept": false, + "reason": "Quantized model save/load breakage is unrelated to Gemma4 architecture not being recognized." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44493", "right": "issue:47448", "accept": false, - "reason": "Unexpected position-id keys vs unknown Gemma4 architecture are different issues." + "reason": "Unexpected position-id keys and Gemma4 arch recognition are distinct model/config loading problems." }, { - "left": "issue:43873", - "right": "issue:47404", + "left": "issue:28218", + "right": "issue:29925", "accept": false, - "reason": "Both concern offloading/loading memory behavior, but one is quantization offloading and the other is device_map conversion transients; not the same bug." + "reason": "Additional space after added token and SigLIP tokenizer not enforcing use_fast=True are different tokenizer issues with different symptoms and fixes." } ] }, @@ -9040,14 +9190,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:15354", "issue:28218", "issue:34567", "issue:37428", "issue:38175", - "issue:41720", "issue:42490", "issue:42947", "issue:43278", @@ -9089,165 +9238,166 @@ "issue:46832", "issue:47013", "issue:47254", + "issue:47404", "issue:47436" ], "soft_pairs": [ - "issue:43504|issue:43606", - "issue:43493|issue:43844", + "issue:43873|issue:47404", "issue:43278|issue:43844", - "issue:44589|issue:45520", - "issue:46821|issue:46832", + "issue:43493|issue:43844", + "issue:43504|issue:43606", "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44589|issue:45520", "issue:46209|issue:46710", "issue:42490|issue:43696", - "issue:43606|issue:44112", "issue:43504|issue:43653", - "issue:43994|issue:44493", + "issue:43606|issue:44112", "issue:44493|issue:46285", + "issue:43994|issue:44493", "issue:45072|issue:46832", - "issue:43572|issue:47436", - "issue:44464|issue:45584", "issue:43873|issue:46050", + "issue:44464|issue:45584", "issue:15354|issue:38175", + "issue:43572|issue:47436", "issue:45245|issue:46710", - "issue:44849|issue:45357", "issue:47013|issue:47254", + "issue:44849|issue:45357", "issue:45084|issue:45520", - "issue:42947|issue:43381", "issue:44423|issue:44734", - "issue:44849|issue:46209", + "issue:42947|issue:43381", "issue:45229|issue:45823", - "issue:28218|issue:34567", "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44849|issue:46209", "issue:45200|issue:45229", "issue:37428|issue:43957", - "issue:43493|issue:43701", - "issue:41720|issue:46710" + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "72f2d25be0ce9e98fa8eebfc329a2021cdbb6dbd5a4b678c77c51cdd1e536b60", + "prepared_review_unit_hash": "4b143798ddc1f8741a883777d42684933ec23f09a3d07797dbf64054c9783792", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37075, - "estimated_input_tokens": 9269, - "estimated_eval_tokens": 18794 + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issues across tokenization, model loading, training, serving, quantization, and config regressions. I do not see a true duplicate set or a single canonical bug/change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues; the soft links are too weak to treat any pair as duplicates. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits well because the items span unrelated bugs across loading, tokenization, training, inference, and CI.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the closest thing to a discussion-heavy item is 43873, but it is still too generic and unrelated to most other items.", + "best_issue_reason": "Issue 43957 is the broadest standalone report: it describes a concrete model-loading regression affecting multiple models under Transformers 5.x.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43873", + "right": "issue:47404", "accept": false, - "reason": "Different models and failures: legacy preset loading vs CPU offload device mismatch." + "reason": "Both mention offloading/memory, but one is about quantization offload behavior and the other about transient OOMs during device-map loading; not the same bug." }, { - "left": "issue:43493", + "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 output discrepancy is unrelated to a ZeRO-3 gradient anomaly." + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to the ZeRO-3 gradient growth problem." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "BF16-to-FP32 eval dtype change is a different bug from exploding gradients under DeepSpeed." + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model fidelity issue, not the same as a DeepSpeed gradient anomaly." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in Beit and CPU offload device mismatch in Bark are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "FP8 storage lookup error is unrelated to the Python 3.13 flash_attn import KeyError." + "reason": "Importing a missing Qwen VL class is unrelated to the Float8 storage lookup failure." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are different code paths." + "reason": "Different models and different failures: TimesFM attribute error vs RT-DETR feature-level mismatch." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Importing a Qwen VL class is unrelated to a storage backend/type error." + "reason": "Float8 storage resolution and flash_attn import-key handling are distinct low-level import/runtime issues." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and an accuracy regression in DeepSeek are different problems." + "reason": "FP8 inference on B200 hardware and an accuracy regression after upgrade are not the same concrete bug." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Trailing-slash import warning is unrelated to a GPT-oss CUDA OOM." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "Both mention devices, but one is Bark CPU offload and the other is a GraniteSpeech CI test issue." + "reason": "Path-trailing-slash import warning is unrelated to a CUDA OOM on GPT-oss-20b." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "Beit pretrained-load legacy-field handling is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "SigLIP2 nonsense outputs and unexpected position-id keys are different model behaviors." + "reason": "Both involve device issues, but the Bark CPU-offload mismatch and GraniteSpeech CI stale override are different failures." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys do not match the CLIP text-model structure change." + "reason": "Unexpected position-id keys across models is not the same bug as the CLIP text-model structure change." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected key warnings have different symptoms and likely different causes." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Bfloat16 dtype mismatches in inference are unrelated to RT-DETR backbone/feature-level shape issues." + "reason": "BF16 dtype mismatches in inference are unrelated to RT-DETR's feature-level indexing error." }, { - "left": "issue:43572", - "right": "issue:47436", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Missing pad_token_idx and missing max_position_embeddings are different config fields on different models." + "reason": "Quantization offloading problems and save/load breakage after sinq quantization are separate issues." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling." - }, - { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Offloading with quantization and save/load breakage after sinq quantization are not the same bug." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are distinct generation bugs." }, { "left": "issue:15354", @@ -9256,88 +9406,88 @@ "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43572", + "right": "issue:47436", "accept": false, - "reason": "Category cardinality overflow and an accuracy regression are unrelated failure modes." + "reason": "Both are missing config fields, but for different models and different attributes; not a duplicate." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "output_hidden_states behavior in Qwen3.5 is unrelated to bad visual-encoder save_pretrained keys." + "reason": "Category-count runtime error and an accuracy regression are unrelated." }, { "left": "issue:47013", "right": "issue:47254", "accept": false, - "reason": "xLSTM return_last_states unpacking and PEFT+ZeRO-3 checkpoint errors are different issues." + "reason": "xLSTM unpacking crash and PEFT+DeepSpeed checkpoint errors are different training-time failures." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Template-node compilation failure is unrelated to the flash_attn import KeyError." + "reason": "Qwen3.5 output_hidden_states behavior and incorrect save_pretrained visual keys are separate bugs." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Gradient checkpointing ineffectiveness in LoRA training is not the same as being disallowed in eval mode." + "reason": "Template-node compilation errors are unrelated to flash_attn import key errors." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both affect serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve-path bugs." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA effectiveness and eval-mode prohibition are related only broadly, not the same defect." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM on multi-GPU and Gemma4 PLE device mismatch are distinct inference bugs." + "reason": "Gemma4 OOM during multi-GPU inference and Gemma4 PLE device mismatch are different runtime issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient instability is unrelated to loading Phi-4-multimodal-instruct." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token counting." + "reason": "Tokenizer spacing after added tokens and TrainerState token counting are unrelated subsystems." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "ZeRO-3 gradient instability is unrelated to meta-device loading failures." + "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated problems." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and multi-GPU OOM are different Gemma4 problems." + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different issues." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import error is unrelated to meta-device model loading breakage." + "reason": "Flash-attention import failure and meta-device model loading breakage are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "Qwen3 device-map CUDA assert and a DeepSeek accuracy regression are different issues." + "reason": "SigLIP2 implementation mismatch and resume-from-checkpoint key mismatch are unrelated." } ] }, @@ -9359,7 +9509,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:27957", "issue:28370", @@ -9367,6 +9517,7 @@ "issue:30333", "issue:34689", "issue:37428", + "issue:41720", "issue:42915", "issue:43065", "issue:43295", @@ -9410,231 +9561,238 @@ "issue:47404" ], "soft_pairs": [ - "issue:44849|issue:47145", + "issue:41720|issue:46710", "issue:43937|issue:46701", + "issue:44849|issue:47145", "issue:47332|issue:47404", - "issue:43295|issue:43450", - "issue:43065|issue:46369", "issue:44977|issue:46701", + "issue:43065|issue:46369", + "issue:43295|issue:43450", "issue:44554|issue:45446", + "issue:43404|issue:46710", "issue:45072|issue:45198", "issue:45588|issue:45759", - "issue:43404|issue:46710", "issue:44869|issue:46752", "issue:43295|issue:43873", "issue:43572|issue:46821", "issue:29942|issue:30333", - "issue:28370|issue:34689", "issue:43540|issue:45200", + "issue:28370|issue:34689", + "issue:45406|issue:46121", "issue:43295|issue:44610", "issue:45823|issue:46192", - "issue:45406|issue:46121", - "issue:43450|issue:43575", "issue:44186|issue:46192", + "issue:43450|issue:43575", "issue:37428|issue:43824", "issue:43550|issue:43844", "issue:45200|issue:45823", "issue:45520|issue:46178", "issue:43334|issue:43525", - "issue:27957|issue:28370", - "issue:42915|issue:43824" + "issue:42915|issue:43824", + "issue:27957|issue:28370" ], - "prepared_review_unit_hash": "a79e4b5461bab5c375cf3f3d1f5ab8e1bd4956083839b10abf9d39befe8b2f83", + "prepared_review_unit_hash": "8d6e7052d980c0fbafd75c3d5c2efc07645a85200f50aa439a7c6bd0ad6f9c42", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35529, - "estimated_input_tokens": 8883, - "estimated_eval_tokens": 18022 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad surface areas like Flash Attention, multimodal processors, or config attributes. None of the soft pairs look like the same concrete bug/change, so all candidate duplicate links should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "No true duplicate subgroup stands out; if one issue must act as the cluster anchor, issue:43873 is the most central because it has the highest activity and the broadest cross-cutting offloading/quantization scope.", + "summary": "This cluster is mostly a loose similarity group of unrelated Transformers issues across model loading, processor/tokenizer handling, flash-attention, offloading, and config regressions. None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43295 is the broadest and most central regression here: it describes a framework-level processor/tokenizer break that is closest to several other multimodal input-handling issues in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best general representative for the cluster because it is active, open, and phrased broadly enough to serve as the least-specific anchor among otherwise disparate reports.", + "best_issue_reason": "43295 is the best anchor issue for the cluster because it is a clear cross-cutting regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Both mention model/attention behavior, but one is a hidden-states regression and the other is an FP8 checkpoint loading issue; different bug paths." + "reason": "Both mention Qwen models, but one is a cudaErrorAssert during auto device mapping and the other is an accuracy regression after an upgrade; different bugs and code paths." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to DiffusionGemma image-text pipeline failure." + "reason": "GLM-5 invalid GenerationConfig and DiffusionGemma pipeline failure are unrelated model families and unrelated failure modes." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and FP8 frozen-checkpoint weight_scale loading bug are different mechanisms with no shared concrete code path." }, { "left": "issue:47332", "right": "issue:47404", "accept": false, - "reason": "Both involve offloading/loading, but one is about saving a disk-offloaded model and the other about transient OOM during device_map conversion; not the same bug." + "reason": "Both involve offloading/loading, but one is a save failure and the other is an OOM during device_map conversion; not the same underlying bug." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Processor/tokenizer regression and batched video shape bug are different code paths and different symptoms." + "reason": "Flash-attention generation issues in Qwen3.5 and a DiffusionGemma image-text pipeline failure are not the same problem." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is a model architecture issue; the sam3-litetext memory overflow is a runtime/memory problem." + "reason": "Both are Sam3-related, but one is a dummy Conv2d architectural issue and the other is a memory overflow when calling the model." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Flash-attention generation failure in Qwen3.5 is unrelated to the DiffusionGemma pipeline breakage." + "reason": "Processor/tokenizer regression and batched video shape mismatch are different processor bugs with different affected paths." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness when value head dim differs is unrelated to the flex_attention import version check." + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Mistral3 lm_head weight tying and DeepSeek accuracy regression are different models and different failure classes." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatches in inference do not match Wav2Vec2 save/tokenization failures." + "reason": "Bfloat16 dtype mismatches in CI and Wav2Vec2 save_pretrained/tokenization failures do not share a concrete bug." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "One is a sink-less flash_attention crash on s_aux=None; the other is a composite config unwrapping issue for AutoModelForCausalLM.from_config." - }, - { - "left": "issue:43404", - "right": "issue:46710", - "accept": false, - "reason": "Missing lm_head tying in Mistral3 is not the same as an accuracy regression in DeepSeek after upgrading Transformers." + "reason": "One is a flash_attention sink-less crash on s_aux=None; the other is AutoModelForCausalLM.from_config not unwrapping text_config. Similar area, but not the same bug." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Word timestamp decoding with trailing replacement characters is a different failure mode from apply_chat_template on empty input." + "reason": "Whisper timestamp decoding on a trailing replacement character and apply_chat_template on an empty list are separate tokenizer edge cases." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + "reason": "Processor/tokenizer regression and quantization offloading not working are different subsystems and failure modes." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size attribute errors are distinct model/config bugs." + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are separate config/attribute bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing Flash Attention 2 tests and MLflow reporting on failed jobs are unrelated." + "reason": "Failing Flash Attention 2 tests and an MLFlow reporting issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma 4 mm_token_type_ids defaults are both multimodal, but they are not the same underlying defect." }, { "left": "issue:28370", "right": "issue:34689", "accept": false, - "reason": "Custom SentencePiece vocab_file handling and Llama 3.2 Vision model loading are different loading regressions." + "reason": "Custom SentencePiece vocab_file handling and Llama 3.2 Vision model loading regression are different model-loading bugs." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is not the same as Gemma 4 mm_token_type_ids defaulting behavior." + "reason": "Gemma4Processor missing _tokenizer and rope-param list TypeError are unrelated code paths." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer access regression and OmDet-Turbo 640px-vs-224px preprocessing mismatch are different bugs." + "reason": "Both involve processors, but one is a tokenizer/processor regression and the other is an image-size mismatch for OmDet-Turbo." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device placement mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Gemma4 PLE device mismatch with device_map='auto' and return_tensors being ignored are different bugs." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation TypeError are separate issues." + "reason": "LayoutLMv2Tokenizer crashing on NER/batched padding and return_tensors being ignored are separate tokenizer behaviors." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape output and Qwen2-57B tensor-parallel OOM do not share the same underlying defect." - }, - { - "left": "issue:44186", - "right": "issue:46192", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to return_tensors precedence." + "reason": "Video processor shape issues and Qwen2-57B-A14B load OOM are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Missing flash-support helper import and missing Qwen2.5-VL export are separate import errors." + "reason": "Both are import errors, but they involve different missing symbols and different modules/models." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure in Bamba-9B-v2 is not the same as the ZeRO-3 gradient growth issue." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and a ZeRO-3 gradient explosion issue are different training/runtime bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and PLE device mismatch are different bugs in Gemma4." + "reason": "Same Gemma 4 family, but one is a missing default input field and the other is a device placement mismatch; not the same fix." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn key error on Python 3.13 and tensorflow_text backend mapping are unrelated import/registry problems." + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping failure are unrelated import/configuration problems." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both involve missing pad_token_id, but they affect different models/config classes and are not clearly the same code-path fix." + "reason": "Both mention missing pad_token_id, but they affect different model configs and different loading paths; too broad to be one duplicate." }, { - "left": "issue:27957", - "right": "issue:28370", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and custom SentencePiece vocab_file handling are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and a Qwen2.5-VL import error are unrelated." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:27957", + "right": "issue:28370", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import export failure are different issues." + "reason": "XLMRoberta Flash Attention 2 and custom SentencePiece vocab_file handling are completely different issues." } ] }, @@ -9656,7 +9814,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28218", "issue:29870", @@ -9707,47 +9865,47 @@ "issue:47448" ], "soft_pairs": [ - "issue:42490|issue:43493", "issue:29870|issue:29942", - "issue:43295|issue:43493", + "issue:42490|issue:43493", "issue:39692|issue:46192", + "issue:43295|issue:43493", "issue:43824|issue:43975", "issue:43278|issue:43856", - "issue:43262|issue:43450", + "issue:44521|issue:45290", "issue:46192|issue:47448", + "issue:43262|issue:43450", "issue:43975|issue:45520", "issue:28218|issue:35141", - "issue:44521|issue:45290", "issue:43653|issue:44112", "issue:43950|issue:46285", "issue:44737|issue:46894", "issue:43452|issue:46512", - "issue:44442|issue:45198", - "issue:44466|issue:45127", "issue:44561|issue:46234", + "issue:45200|issue:45325", + "issue:44466|issue:45127", "issue:43819|issue:44112", + "issue:44442|issue:45198", "issue:43335|issue:43550", - "issue:45200|issue:45325", "issue:45381|issue:46209", "issue:43611|issue:47405", "issue:44898|issue:45412", "issue:45200|issue:46899", "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "1744505859031b5085484c6ce3cbea300f97c016ea13dcd40e1435f0e17c84f6", + "prepared_review_unit_hash": "d04466aa362f3f2c302d41f97a60b8a9e79d7f58dd8fa51a2c75858f8ce2cd44", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35424, + "serialized_chars": 35421, "estimated_input_tokens": 8856, "estimated_eval_tokens": 17968 }, @@ -9756,168 +9914,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges look like false positives: the paired issues are about different models, different APIs, or different failure modes. No PRs are present, and there is no single coherent duplicate cluster to canonicalize.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated bugs across tokenization, loading, multimodal chat templating, model config, and numerical/training behavior.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues across tokenizers, processors, model loading, and modality-specific bugs. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the soft links reflect topical similarity, not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because there is no true duplicate group here; the closest-looking pairs still describe distinct code paths or symptoms.", + "best_issue_reason": "issue:44521 is the broadest user-facing representative of the multimodal/chat-template regressions, but it is not a duplicate anchor for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Local-path trailing-slash import warning and SigLIP2 model/processor discrepancy are unrelated bugs." - }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() decoder_attention_mask initialization bug is unrelated to Flash Attention 2 test failures." + "reason": "Both involve generation/testing failures, but one is a Bart decoder attention mask bug and the other is Flash Attention 2 test failures; different code paths and fixes." }, { - "left": "issue:43295", + "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Processor.tokenizer regression with image passing is not the same as the SigLIP2 HF-vs-JAX discrepancy." + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated problems." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/model mismatch and a return_tensors/text_kwargs precedence bug are different issues." + "reason": "Docs/example errors and a return_tensors/text_kwargs API bug are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression versus SigLIP2 model parity issue; not the same bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Qwen import failure and DeepSeek detokenization regression affect different components and symptoms." + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are distinct model-specific failures." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE memory usage during training." + "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory usage are unrelated." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Audio chat template sampling-rate default and batched video output shape are different processor bugs." + "reason": "Both touch chat templating, but one is assistant-mask generation for multimodal inputs and the other is a crash on tool-call messages with no content; not the same concrete defect." }, { "left": "issue:46192", "right": "issue:47448", "accept": false, - "reason": "Return_tensors/text_kwargs precedence is unrelated to Gemma4 architecture recognition." + "reason": "A tokenizer-kwargs bug and a Gemma4 architecture recognition issue are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug; different modalities and code paths." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization corruption and Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Incorrect detokenization and a Python 3.13 import_utils KeyError are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space handling and embedding reinitialization on resize are different code paths." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and crashes on tool-call assistant messages are distinct apply_chat_template bugs." + "reason": "Extra spacing after an added token and output embedding reinitialization after resizing are different tokenizer/model-weight issues." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI device-override test failure are unrelated." + "reason": "BigBirdTokenizer special-token decode bug versus an unrelated GraniteSpeech CI test failure." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structure inconsistency are different regressions." + "reason": "Non-persistent buffer corruption in from_pretrained is a different bug from CLIP text model structural inconsistency." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU allocation bug and CohereASR training-loss double-shift bug do not share the same underlying defect." + "reason": "XLNet CPU device placement bug and CohereASR training-loss shift bug do not share the same code path." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failure and stale config.dtype after from_config(dtype=...) are unrelated initialization/loading issues." + "reason": "gguf_file loading failure and stale config.dtype after from_config are separate loading/configuration issues." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "FastSpeech2ConformerTokenizer AutoTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different problems." + "reason": "Both are missing import_utils helpers, but they are different flags with different breakages; not a duplicate fix." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Device-dependent lm_head serialization and LoRA merge collapse with extended vocab are not the same bug." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope/position-id scaling are different multimodal bugs." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Missing is_torch_fx_available breakage and missing is_falcon_mamba_ssm_available export are different import_utils symbol regressions." + "reason": "Serialization of lm_head.weight by device and LoRA merge collapse with extended vocab are related only at a high level, not the same defect." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC.from_latents mismatch and GraniteSpeech CI flake are unrelated." + "reason": "DAC latent mismatch and GraniteSpeech CI flake are unrelated." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Sparse-layer creation with zero sparse layers and Bamba torch.compile SDPA failure are different model/runtime issues." + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different speech-model issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position-id issue and FP8 inference failure on B200 are unrelated." + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are different problems." }, { "left": "issue:43611", "right": "issue:47405", "accept": false, - "reason": "base_model_prefix loading regression and silent model_type mismatch conversion skip are both loading-related but distinct failure modes." + "reason": "base_model_prefix loading regression and silent model_type mismatch conversion skip are separate model-loading bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release problems are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory leak are entirely different issues." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "mm_token_type_ids defaults and unsafe dtype casting in multimodal embedders are different Gemma4 issues." + "reason": "Gemma4 token-type defaults versus Gemma4 4-bit dtype cast corruption are both multimodal, but they affect different tensors and fixes." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are distinct vision issues." + "reason": "Processor output-size mismatch and AMP float16 crash in LwDetrImageLoss are unrelated." } ] }, @@ -9939,7 +10097,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28282", "issue:29942", @@ -9993,228 +10151,221 @@ "issue:37428|issue:43425", "issue:45200|issue:46932", "issue:44843|issue:47427", - "issue:43335|issue:43653", "issue:43819|issue:45083", + "issue:43335|issue:43653", "issue:43606|issue:45083", "issue:41720|issue:46209", + "issue:44792|issue:45563", "issue:44857|issue:45593", "issue:43525|issue:47436", - "issue:44792|issue:45563", - "issue:28282|issue:33357", "issue:43335|issue:43504", + "issue:28282|issue:33357", "issue:46512|issue:46821", "issue:43550|issue:44112", "issue:45923|issue:47405", "issue:38175|issue:45412", "issue:45759|issue:46285", "issue:44206|issue:45584", - "issue:29942|issue:32090", "issue:43827|issue:43901", + "issue:29942|issue:32090", "issue:46431|issue:46566", "issue:44855|issue:45083", "issue:43335|issue:43606", "issue:43335|issue:44112", - "issue:42490|issue:43854", - "issue:44617|issue:46697", "issue:46424|issue:46858", - "issue:43335|issue:45083" + "issue:42490|issue:43854", + "issue:44617|issue:46697" ], - "prepared_review_unit_hash": "76ef279b0d7c5f7f40873c466d704749e90ad42dcead50919c6543c8fc8e2dee", + "prepared_review_unit_hash": "ef2e05f3d2d1d614a04d8ca5c940e2ef87264fdb18bcc4d47b223cd6ff7d3725", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35849, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "soft_pair_count": 27, + "serialized_chars": 35544, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the issues span unrelated models, APIs, regressions, and environments. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is appropriate; the items are heterogeneous and do not share one underlying defect.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue #44843 is the most self-contained and broadly actionable report in the set, but it is still not a duplicate target for the others.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: the paired items share at most broad topical words, but not the same underlying bug or change. I would not collapse any of the proposed soft edges, and there is no strong single canonical artifact for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures across model loading, generation, docs, device/runtime backends, and model-specific regressions.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "None of the issues cleanly represents the whole cluster; if a representative must be chosen, it would still be misleading because the cluster is not a single defect family.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Different problem areas: flash-attention import internals vs Torch version compatibility." + "reason": "Both relate to Torch/import compatibility, but one is a missing flash-attn helper import and the other is a Torch 2.10 incompatibility; different failures and fixes." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults while the other is quantized embedder dtype casting." + "reason": "Both mention Gemma 4 dtype-related behavior, but one is about missing mm_token_type_ids defaults and the other is quantized vision/audio embedder casting; not the same bug." }, { "left": "issue:44843", "right": "issue:47427", "accept": false, - "reason": "Offline tokenizer patching bug vs redundant initialization skipping on non-CUDA hardware are unrelated." + "reason": "Both concern initialization/model loading internals, but one is HF Hub offline behavior from an unconditional model_info() call and the other is redundant init skipping on non-CUDA hardware." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config construction bug vs BigBirdTokenizer special-token registration bug." + "reason": "Different code paths and symptoms: DAC latent reconstruction mismatch vs a qwen3_omni_moe helper length calculation behavior." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length arithmetic." + "reason": "Both involve tokenizer/config registration issues, but one is sparse-layer construction in SwitchTransformersConfig and the other is BigBirdTokenizer special-token registration/decoding." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe length helper behavior are different bugs." + "reason": "Different subsystems: CPU offload device mismatch in a model vs a feature-extraction length helper behavior." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are hardware/runtime failures, but on different models and different accelerators with different root causes." + "reason": "Both are device/backend failures, but the concrete problems differ: auto device mapping on A800 vs FP8 inference on B200." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "One is a janus image-generation test failure, the other is a stale generate() warning for paged generation; unrelated defects." + }, + { + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Different models and causes: LwDetr AMP/CUDA crash vs D-FINE skipping auxiliary losses when denoising is off." }, { "left": "issue:43525", "right": "issue:47436", "accept": false, - "reason": "Different missing config attributes on different model configs." + "reason": "Both are missing-config-attribute errors, but the missing attributes and affected model families differ (Llama4 pad_token_id vs Qwen2_5Omni max_position_embeddings)." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Janus image-generation test failure is unrelated to paged generate warning behavior." + "reason": "Both are config/model preset bugs, but one is sparse-layer creation and the other is a legacy field preventing pretrained BeitForSemanticSegmentation load." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing ImportError vs MacOS bus error in a CLIP community model are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:43504", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is not the same as Beit legacy-field loading failure." + "reason": "One is a PyTorch-not-installed ImportError for AutoModel; the other is a MacOS bus error on a specific CLIP community model." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale dtype metadata after from_config is unrelated to TimesFM window_size attribute errors." + "reason": "Both concern API/config behavior, but one is stale config.dtype after from_config(dtype=...) and the other is a window_size attribute error in TimesFM 2.5." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile+SDPA model failure and GraniteSpeech CI device-override test failure do not share a concrete code path." + "reason": "Both are CI/runtime regressions, but one is torch.compile with SDPA on Bamba-9B-v2 and the other is a stale device override test in GraniteSpeech." }, { "left": "issue:45923", "right": "issue:47405", "accept": false, - "reason": "Missing gradient_checkpointing flag and silent wrong-Auto-class conversion skip are different loading/model-metadata issues." + "reason": "One is a missing gradient_checkpointing flag on a trust_remote_code variant; the other is silent conversion skip when loading a checkpoint through the wrong Auto class." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Zero probabilities in SigLIP2 and RT-DETR memory not freeing are unrelated." + "reason": "Different problems: SigLIP2 zero probabilities vs RT-DETR memory not being released on deletion." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen text_config unwrapping bug is not the same as CLIP class structure divergence." + "reason": "One is AutoModelForCausalLM.from_config failing to unwrap text_config for multimodal Qwen configs; the other is a structural inconsistency between CLIP text model classes." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to Whisper empty-transcription generation failure." + "reason": "Both are generation/processing regressions, but one is an unsupported center arg in LasrFeatureExtractor and the other is Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate issues." + "reason": "Both are docs-related, but they target different APIs and mismatches: pipeline() removal docs vs return_all_scores docs." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Both are docs issues, but they target different APIs and different outdated references." + "reason": "Different failures in different paths: Flash Attention 2 test failures vs a NoneType broadcast error in Trainer." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template on a processor is unrelated to DiffusionGemma staying on meta device." + "reason": "Different features: processor chat template validation vs DiffusionGemma weights staying on meta with device_map='auto'." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to qwen3_omni_moe length helper behavior." + "reason": "One is a Python 3.13 import/parsing issue with torch.jit.script decorators; the other is a qwen3_omni_moe helper length bug." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "Config layer-count bug vs CPU offload device mismatch are different subsystems and failure modes." + "reason": "Sparse-layer config construction and CPU offload device mismatch are unrelated bugs." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to GraniteSpeech CI stale test failure." + "reason": "Sparse-layer config creation and a stale GraniteSpeech CI device override test are not the same underlying issue." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache length behavior, but one is max_cache_length only affecting quantized cache while the other is get_seq_length() returning a device tensor that breaks static-cache arithmetic." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash local path import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + "reason": "Both are loading-related, but one is an import warning for trailing-slash local paths and the other is a unit-test failure loading a specific GLM-4.7-Flash model." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." - }, - { - "left": "issue:46424", - "right": "issue:46858", - "accept": false, - "reason": "Quantized-cache max length handling and static-cache seq-length tensor arithmetic are different cache bugs." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to qwen3_omni_moe helper arithmetic." + "reason": "Different model families and symptoms: CUDA OOM for Sam3Video vs image over-padding in Swin2SR." } ] }, @@ -10236,12 +10387,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:10000", "issue:15354", "issue:25251", - "issue:27957", "issue:29127", "issue:29942", "issue:32090", @@ -10253,7 +10403,7 @@ "issue:42175", "issue:42490", "issue:43278", - "issue:43329", + "issue:43335", "issue:43388", "issue:43526", "issue:43550", @@ -10289,16 +10439,17 @@ ], "soft_pairs": [ "issue:43388|issue:43526", + "issue:43335|issue:45083", "issue:44292|issue:45520", - "issue:45588|issue:45859", "issue:43819|issue:44493", - "issue:37428|issue:44351", + "issue:45588|issue:45859", "issue:43606|issue:44857", "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:45290|issue:46326", "issue:39692|issue:44493", - "issue:44448|issue:44743", "issue:39692|issue:43526", - "issue:45290|issue:46326", + "issue:44448|issue:44743", "issue:10000|issue:15354", "issue:34689|issue:35141", "issue:44514|issue:44521", @@ -10307,232 +10458,224 @@ "issue:43701|issue:45083", "issue:29127|issue:32090", "issue:44448|issue:44779", - "issue:32090|issue:33357", "issue:43550|issue:45083", + "issue:32090|issue:33357", "issue:42490|issue:43575", - "issue:37428|issue:42175", "issue:43278|issue:43825", + "issue:37428|issue:42175", "issue:45310|issue:45478", - "issue:25251|issue:32090", - "issue:27957|issue:34689", "issue:29942|issue:35141", - "issue:43278|issue:43329", + "issue:25251|issue:32090", "issue:45593|issue:47000" ], - "prepared_review_unit_hash": "a8285c1dce8bbfcf2fb04e88866c28db21898a746a4d46f57f7e9c756f49e9a3", + "prepared_review_unit_hash": "56c55d89c9800b2c81d7bb48f8cc02fc28b514a98467c5ff7630d7572691b0c9", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35893, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports spanning chat templates, flash-attention, device/dtype mismatches, model loading, and tokenizer/processor regressions. The only clear duplicate pair is the two identical Qwen3.5 MoE `from_pretrained` error issues.", + "summary": "This set is mostly heterogeneous and does not form one duplicate cluster. The only clear duplicate pair is issue:45310 and issue:45478, which report the same Qwen3.5 MoE `from_pretrained` failure. All other soft pairs look like separate bugs/regressions or different code paths.", "confidence": 0.94, - "canonical_issue_reason": "Issue 45310 is the earlier, better-connected report for the Qwen3.5 MoE `from_pretrained` regression, and 45478 is an exact-title duplicate of the same problem.", + "canonical_issue_reason": "Use issue:45310 as the canonical issue for the only true duplicate pair: it is the earlier report, has slightly richer discussion, and its title/body already capture the Qwen3.5 MoE `from_pretrained` error; issue:45478 is effectively the duplicate follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best representative because it is the first report of the exact same bug as 45478 and has slightly more context/traffic.", + "best_issue_reason": "Issue:45310 is the best issue to keep as the representative report because it is the earliest and most developed description of the duplicated Qwen3.5 MoE loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Related label-handling symptoms, but different code paths and components (`gather_for_metrics` vs `BeitImageProcessorFast.reduce_labels`)." + "reason": "Both mention label handling, but one is about `gather_for_metrics` dropping tuple labels in the last batch and the other is `BeitImageProcessorFast.reduce_labels` returning only one label; different subsystems and failure modes." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both mention failures, but one is a Qwen NVFP4 runtime issue and the other is a Python 3.13 flash-attn import KeyError; not the same bug." + "reason": "A SwitchTransformers config construction bug is unrelated to a Qwen3 Omni helper function length calculation issue." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Different failures in different areas: flash-attention integration on `s_aux=None` vs CPU-offload incompatibility in `Qwen3_5MoeTextRotaryEmbedding`." + "reason": "These are different problems: a Qwen-3-8B-NVFP4 runtime error versus a Python 3.13 `flash_attn` import-utils KeyError." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to the unexpected position-id key warnings." + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated bugs with different code paths." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Both are import-related, but they concern different symbols and subsystems (`_flash_supports_window_size` vs `HybridCache`)." + "reason": "Both touch flash-attention/MoE areas, but one is an `s_aux=None` crash in sink-less models and the other is a CPU-offload incompatibility in a rotary embedding; not the same underlying fix." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device mismatch under CPU offload is unrelated to the AMP/CUDA loss crash." + "reason": "A CPU-offload device mismatch in Bark is not the same as a float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "A feature-extractor argument crash is not the same underlying bug as a Gemma4 PLE device-map mismatch." + "reason": "Unsupported `center` arg handling in a feature extractor is unrelated to Gemma4 PLE forward device-mapping mismatch." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Doc/example errors for SigLIP2 do not match the position-id key regression." + "reason": "Both are import errors, but they reference different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and different breakages." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant messages with tool calls and no content, while the other concerns `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different model/regression targets: Pegasus output drift vs Qwen3.5 recurrent-state reset." + "reason": "A broken documentation example is not the same as a widespread unexpected key warning on position ids." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "One is SigLIP2 docs/example breakage; the other is BEiT label reduction behavior." + "reason": "These are unrelated: a SigLIP2 docs/quantization example issue versus a BEiT fast processor label-reduction bug." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Both involve chat templating, but one crashes on tool-call messages and the other on `continue_final_message` for `mistral_common`; not the same defect." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 recurrent-state reset are different model behaviors and different code paths." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Completely different legacy issues: German DistilBertModel vs torch.jit.script generator expression support." + "reason": "The titles point to different models and unrelated issues: German DistilBertModel versus TorchScript generator-expression export problems in ViT." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model loading regression for Llama 3.2 Vision is unrelated to embedding reinitialization after resizing." + "reason": "Model loading regression for Llama 3.2 90B Vision is not the same bug as output embeddings being reinitialized after resizing token embeddings." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both concern `apply_chat_template`, but one is a batched-input crash and the other is incorrect assistant mask generation." + "reason": "Both are `apply_chat_template` problems, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks for multimodal inputs; separate symptoms and likely separate fixes." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading failure and a stale CI device-override test are not the same underlying bug." + "reason": "Packed weights not being unpacked during accelerate loading is unrelated to a stale device-override CI test failure." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype-related failures in different models and code paths." + "reason": "These are different dtype-related issues in different models: a float16 AMP crash versus bfloat16 inference mismatches." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the feature-extraction output-length helper behavior." + "reason": "A resume-from-checkpoint key mismatch is not the same as the Qwen3 Omni feature-length helper bug." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `_gpu_broadcast_one` NoneType crash." + "reason": "LayoutLMv3 error-message clarity and a Trainer `_gpu_broadcast_one` NoneType failure are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output differences are not the same as DeepSeek tokenizer regressions." + "reason": "Both are v5 regressions, but one is Pegasus output differences and the other is Deepseek tokenizer correctness; different components and likely different fixes." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Trainer broadcast failure and MacOS CLIP bus error are unrelated." + "reason": "A torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni helper-function behavior." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni MoE helper issue." + "reason": "Trainer broadcast of `NoneType` and a MacOS bus error in a community CLIP model are separate failures." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2-57B-A14B OOM on tensor parallel load are different problems." + "reason": "A local-path import warning and an OOM when loading Qwen2-57B-A14B-Instruct with tensor parallelism are not the same issue." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Flash-attention import symbol removal is unrelated to missing TensorFlow in the `.[torch]` install extra." + "reason": "Embedding dtype drift during evaluation is unrelated to a misleading `pipeline()` translation-task message." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to the pipeline translation-task warning." + "reason": "An import error for a flash-attention helper and TensorFlow not being included in the `.[torch]` backend are unrelated packaging/runtime issues." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same title and same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure; clear duplicate reports of one bug." - }, - { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline `top_k` nesting behavior is unrelated to the Trainer broadcast TypeError." - }, - { - "left": "issue:27957", - "right": "issue:34689", - "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 Vision model-loading regression are different issues." + "reason": "These are effectively the same report: identical title, same Qwen3.5 MoE `from_pretrained` error, and no distinguishing evidence beyond being duplicate submissions." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests do not match the embedding reinitialization bug." + "reason": "Failing Flash Attention 2 tests and token-embedding resize reinitialization are different problems." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Embedding dtype drift is unrelated to the multimodal token-count helper using undefined video-branch variables." + "reason": "Pipeline `top_k` output nesting and Trainer broadcast failures are unrelated." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." + "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost matrix errors are separate model/loss bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only positive duplicate callout (45310/45478) is supported by the identical title and matching version context. The soft-edge rejections are conservative and appropriately distinguish different subsystems or failure modes." + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted duplicate pair is issue:45310 / issue:45478, which share the same title and bug description. The remaining pairwise rejections are reasonably justified by differing model/component/failure-mode cues." }, "evaluator_used": true, "retried": false, @@ -10551,9 +10694,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:26413", + "issue:27957", "issue:29870", "issue:29925", "issue:29942", @@ -10569,6 +10713,7 @@ "issue:43257", "issue:43278", "issue:43299", + "issue:43329", "issue:43381", "issue:43526", "issue:43873", @@ -10590,9 +10735,7 @@ "issue:45290", "issue:45381", "issue:45459", - "issue:45588", "issue:45698", - "issue:45823", "issue:45920", "issue:46192", "issue:46234", @@ -10604,230 +10747,237 @@ ], "soft_pairs": [ "issue:45459|issue:46234", + "issue:43278|issue:43329", + "issue:27957|issue:34689", "issue:26413|issue:31501", "issue:45127|issue:45245", - "issue:29870|issue:32090", "issue:44360|issue:44561", "issue:45290|issue:45381", - "issue:44448|issue:44977", + "issue:29870|issue:32090", "issue:40444|issue:43526", - "issue:32090|issue:33290", "issue:44464|issue:46424", - "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:32090|issue:33290", "issue:44530|issue:47276", - "issue:44589|issue:47436", - "issue:43278|issue:43381", + "issue:29870|issue:33290", "issue:44855|issue:46399", - "issue:29925|issue:34689", + "issue:43278|issue:43381", + "issue:44589|issue:47436", "issue:42490|issue:43873", - "issue:43257|issue:43299", + "issue:45290|issue:46655", "issue:44977|issue:45229", + "issue:43257|issue:43299", + "issue:29925|issue:34689", "issue:43927|issue:45698", "issue:45920|issue:46192", - "issue:45290|issue:46655", "issue:29942|issue:30064", "issue:44561|issue:44779", - "issue:33357|issue:39692", - "issue:44186|issue:45198", "issue:43873|issue:45229", - "issue:45588|issue:45823" + "issue:33357|issue:39692", + "issue:44186|issue:45198" ], - "prepared_review_unit_hash": "5af8a4e3c028f56d19c2b143b91bc66adb198e311f5237ffcbdaed0b45ec27fd", + "prepared_review_unit_hash": "1c11a2485efe71ba8df0e190596144d45bf1fcdaed42a80e8548250da5faac83", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36149, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "soft_pair_count": 29, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad themes (training, tokenization, generation, serialization, or version regressions) but not the same concrete bug or code path. I would keep these issues separate and not merge any of the proposed soft edges.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of unrelated issues; none of the soft pairs look like true duplicates. The broadest representative issue is the v5 tokenizer regression affecting many models (#45920), but it is not a strong canonical for the whole set.", + "confidence": 0.79, + "canonical_issue_reason": "#45920 is the broadest, highest-impact issue in the set and has the strongest cross-model signal, so it is the best representative issue even though the cluster is not a tight duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most active and best-documented item in the set (open, many discussion entries, inbound refs), but it is only a representative of its own quantization/offloading bug and not a duplicate anchor for the whole cluster.", + "best_issue_reason": "#45920 best represents the cluster because it describes a wide regression affecting multiple model families, unlike the other items which are narrower and mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Different missing-symbol problems in different import paths: tokenizer protobuf error handling vs a missing import_utils helper." + "reason": "Tokenizer/protobuf error handling vs a missing import_utils helper are unrelated bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval-time dtype drift and multimodal video token counting are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to Llama 3.2 Vision model loading." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both concern training startup, but one is a checkpoint/resume iterator failure and the other is a separate FineWeb training start issue." + "reason": "Checkpoint resume epoch_iterator failure and FineWeb training startup are not the same bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Unrelated failures: LoRA merge with extended vocab/tied embeddings versus a category-cardinality runtime limit." - }, - { - "left": "issue:29870", - "right": "issue:32090", - "accept": false, - "reason": "Different trainer/eval failures with different stack traces and causes; not the same bug." + "reason": "LoRA merge/extended-vocab collapse is unrelated to category-count limits." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "One is about a missing ReLU in DSA indexing logic; the other is a v5 compatibility break from removing a utility function." + "reason": "DSA indexer activation issue and removal of an import helper break different subsystems." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different multimodal generation bugs: chat template handling of tool-call assistant messages vs video vision position ids." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position ids are distinct multimodal bugs." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Both are v5 model regressions, but they affect different models and different components (seq2seq output vs tokenizer behavior)." + "reason": "Bart generate() decoder mask bug and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different processor/tokenization issues in unrelated model families; no shared code path." + "reason": "IterableDataset multi-image finetuning and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Different DeepSpeed/trainer problems: None broadcast type error versus OOM with Adafactor." + "reason": "Compiled forward chunked generation mismatch and quantized-cache length handling differ materially." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is distinct from cache max-length handling in quantized cache." + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:29870", + "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Bart generation mask bug and DeepSpeed OOM are unrelated." + "reason": "NoneType broadcast failure and Adafactor/DeepSpeed OOM are different training issues." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "PagedAttentionCache crash and a misleading continuous-batching warning are not the same underlying defect." + "reason": "PagedAttentionCache group-type crash and synced_gpus warning text are unrelated." }, { - "left": "issue:44589", - "right": "issue:47436", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Completely different problems: float8 storage lookup failure versus missing config attribute." + "reason": "Bart generation masking and DeepSpeed Adafactor OOM are not the same underlying bug." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are related only by eval mode, not by root cause." + "reason": "Python 3.13 TorchScript parsing failure and missing decorator registration are different import/runtime problems." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Both are import/registration-time failures, but they arise from different models, decorators, and parser/registration paths." + "reason": "Evaluation dtype change and gradient checkpointing in eval mode are unrelated behaviors." }, { - "left": "issue:29925", - "right": "issue:34689", + "left": "issue:44589", + "right": "issue:47436", "accept": false, - "reason": "Tokenizer fast-mode enforcement and Llama model loading are unrelated." + "reason": "Float8 storage lookup error and missing max_position_embeddings on Qwen2_5OmniConfig are unrelated." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A trailing-slash model-path warning is unrelated to quantization offloading behavior." + "reason": "Trailing-slash model path warning and quantization offloading behavior are different issues." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a v5 model-loading regression for Qwen3VL." + "reason": "Assistant-tool-call chat template crash and SmolVLM video padding bug are separate multimodal paths." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different model-specific failures: generation/flash-attn behavior versus multi-GPU CUDA OOM." + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate/DeepSpeed MoE conversion failure and v5 Qwen3VL MoE loading regression are similar in theme but not the same concrete bug." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "SigLIP fast tokenizer enforcement and Llama 3.2 Vision loading are unrelated." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load flows, but one loses custom token IDs while the other loads the wrong custom module." + "reason": "Custom token IDs being lost and loading the wrong custom module after save are different serialization bugs." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer wrong IDs and ignored return_tensors are separate tokenizer API bugs." - }, - { - "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Chat-template tool-call handling and video padding calculation are different code paths." + "reason": "Wrong token IDs regression and return_tensors being ignored are separate tokenizer API issues." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Flash Attention test failures and void segmentation map processing are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "One is a removed-utility compatibility break; the other is tokenizer output regression for DeepSeek." + "reason": "Removed helper breakage for trust_remote_code models and DeepSeek tokenizer regression are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU memory exhaustion are different problems." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on a community CLIP model is not the same as SigLIP2 docs/example errors." + "reason": "MacOS bus error on CLIP loading and SigLIP2 documentation example errors are not the same bug." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/processor failures for different model families and inputs." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization offloading behavior and multi-GPU OOM are distinct performance/resource issues." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 device-mapping mismatch are separate forward-pass bugs." + "reason": "LayoutLMv2 tokenization/padding crash and Wav2Vec2 save/tokenization failure are unrelated." } ] }, @@ -10849,12 +10999,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:23647", "issue:29127", "issue:29870", - "issue:33357", "issue:34567", "issue:34689", "issue:41720", @@ -10895,58 +11044,59 @@ "issue:45563", "issue:45588", "issue:45803", + "issue:45823", "issue:46121", "issue:46421", "issue:46858", "issue:47276" ], "soft_pairs": [ + "issue:45588|issue:45823", "issue:44448|issue:44466", "issue:23647|issue:29870", - "issue:43381|issue:43701", "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:46421|issue:46858", "issue:44361|issue:45198", - "issue:43278|issue:43575", "issue:29127|issue:34567", - "issue:46421|issue:46858", "issue:44206|issue:44479", + "issue:43278|issue:43575", "issue:41720|issue:45229", "issue:43412|issue:45588", "issue:44265|issue:45198", - "issue:43611|issue:46121", "issue:43976|issue:45440", + "issue:43611|issue:46121", + "issue:44977|issue:45563", "issue:43653|issue:44442", - "issue:29870|issue:34689", "issue:45198|issue:45803", - "issue:44977|issue:45563", + "issue:29870|issue:34689", + "issue:42915|issue:42994", "issue:44077|issue:47276", "issue:43334|issue:43531", "issue:43653|issue:44743", - "issue:42915|issue:42994", - "issue:43756|issue:45440", "issue:43065|issue:43994", - "issue:43575|issue:43701", + "issue:43756|issue:45440", "issue:44568|issue:45491", + "issue:43575|issue:43701", "issue:43575|issue:44387", - "issue:42490|issue:43381", - "issue:29127|issue:33357", "issue:43994|issue:45412", - "issue:43065|issue:45412" + "issue:43065|issue:45412", + "issue:42490|issue:43381" ], - "prepared_review_unit_hash": "fc8e6831acc9811fbcb2e000f3c169cfe59e2238770394dc7ec4e477c0a2720b", + "prepared_review_unit_hash": "4d06f086d57302c2a7e7b12c914c6c97d7bcf893360411696144e4b7f2ba2c6b", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37134, + "serialized_chars": 37133, "estimated_input_tokens": 9284, "estimated_eval_tokens": 18824 }, @@ -10955,198 +11105,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues cover unrelated models, tokenizers, cache/compile paths, quantization, and loading regressions. No soft pair looks like the same underlying bug, and there are no PRs in the set.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Loose, heterogeneous cluster of unrelated issue reports across many subsystems (tokenizers, generation, cache/compile, quantization, vision, training state). None of the soft-similarity pairs look like the same underlying bug, so no duplicates should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are not one duplicate set, but a grab-bag of unrelated bugs and regressions.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because the reports do not share one concrete failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: flash_attention crashes on s_aux=None, while the other is a Gemma4 device-mapping mismatch." + }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are output/serialization regressions, but they affect different models and code paths; not the same bug." + "reason": "One reports output differences between v4/v5; the other is inconsistent lm_head.weight serialization by device." }, { "left": "issue:23647", "right": "issue:29870", "accept": false, - "reason": "Unrelated topics: W&B sweeps custom objective vs BART generate() decoder_attention_mask error." + "reason": "W&B sweeps custom objective and BART generate decoder_attention_mask crash are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are distinct issues." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different failures." + "reason": "Gradient checkpointing not allowed in eval mode is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "EOS-token config mismatch is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Both involve cache/prefill, but one is lazy-init recompilation and the other is a device-tensor arithmetic bug." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer issues." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to Qwen2-57B tensor-parallel OOM." + "reason": "Different tokenizers/models and different failure paths; not the same underlying bug." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error clarity and TrainerState token counting are unrelated." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Both involve cache/compile behavior, but one is recompilation from lazy init and the other is device-tensor seq length arithmetic." + "reason": "Unsupported center arg in an audio feature extractor is not the same as the Qwen VL video regression." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Unsupported center arg in feature extraction is unrelated to Qwen video-input regression." + "reason": "Eval dtype drift and tensor-parallel OOM are different problems." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are OOM/assertion reports, but they involve different models, hardware, and root causes." + "reason": "Both are multi-GPU/memory related, but the models and concrete failures differ (assert vs OOM)." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export guard/erfinv failure is unrelated to flash_attention.py crashing on sink-less models." + "reason": "ExecuTorch export/self-training-guard failure is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is a different subsystem from Wav2Vec2 save/tokenization." + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and JSON-loaded rope validation list TypeError are unrelated." + "reason": "base_model_prefix loading regression and rope param dict TypeError are different code paths." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Qwen3.5 flash-attention generation bug and stale paged-generate warning are not the same issue." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration bug and FastSpeech2ConformerTokenizer load failure are distinct." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "BART generate() decoder mask bug and Llama 3.2 vision model loading regression are unrelated." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except problem in FuyuBatchFeature." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except KeyboardInterrupt swallowing bug." + "reason": "BART decoder mask generate crash and Llama 3.2 Vision model-loading regression are unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression and stale paged-generate warning are different issues." + "reason": "Both touch quantization, but one is FineGrainedFP8Config failure and the other is quantized-model saving failure." }, { "left": "issue:44077", "right": "issue:47276", "accept": false, - "reason": "patchtsmixer post_init policy and synced_gpus warning text do not share the same underlying bug." + "reason": "PatchTSMixer post_init policy and synced_gpus warning wording are unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are separate model bugs." + "reason": "Qwen3-VL pad_token_id load error and Qwen3-MoE sliding_window issue are different bugs." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Tokenizer special-token decode bug and recurrent-state reset in Qwen3.5 cache are unrelated." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Qwen3Moe FP8Config failure and quantized model saving failure are different quantization problems." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are unrelated model architecture issues." + "reason": "Different models and failure modes: Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output corruption." + "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings with sliding window are not the same bug." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are not the same failure mode." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "mDeBERTa special-token addition and Gemma3 NaN embeddings are different tokenizer vs attention bugs." + "reason": "Tensor-parallel load OOM is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/OOM, but one is TP loading OOM and the other is int4 reserved-memory growth in 5.x." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Trailing-slash import warning and gradient checkpointing eval-mode restriction are unrelated." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error clarity and CLIP bus error on macOS are unrelated." + "reason": "Both mention memory, but one is TP load OOM and the other is int4 reserved-memory regression; not the same code-path problem." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory not released are different bugs." + "reason": "SigLIP2 wrong outputs and RT-DETR memory not released are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and RT-DETR GC memory leak are unrelated." + "reason": "Dummy layer in Sam3PixelDecoder is unrelated to an RT-DETR memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." } ] }, @@ -11168,7 +11318,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:23647", "issue:27957", @@ -11177,6 +11327,7 @@ "issue:29870", "issue:29925", "issue:33290", + "issue:33357", "issue:34689", "issue:35141", "issue:42915", @@ -11192,7 +11343,6 @@ "issue:44279", "issue:44442", "issue:44462", - "issue:44514", "issue:44625", "issue:44857", "issue:44898", @@ -11200,7 +11350,6 @@ "issue:45245", "issue:45250", "issue:45372", - "issue:45381", "issue:45406", "issue:45412", "issue:45440", @@ -11220,259 +11369,259 @@ "issue:47217" ], "soft_pairs": [ + "issue:29127|issue:33357", "issue:45491|issue:46693", - "issue:44442|issue:45072", "issue:45372|issue:45588", - "issue:43526|issue:47217", + "issue:44442|issue:45072", "issue:45406|issue:46701", + "issue:43526|issue:47217", "issue:44625|issue:45584", - "issue:29127|issue:35141", "issue:45440|issue:45593", - "issue:43421|issue:45491", + "issue:29127|issue:35141", "issue:45459|issue:45712", + "issue:43421|issue:45491", "issue:43526|issue:45834", "issue:45250|issue:46640", "issue:45412|issue:46369", "issue:45372|issue:45406", "issue:45245|issue:45563", - "issue:33290|issue:34689", - "issue:33290|issue:35141", - "issue:43381|issue:43873", - "issue:27957|issue:33290", - "issue:43824|issue:44279", "issue:45372|issue:45459", - "issue:43526|issue:44186", + "issue:43824|issue:44279", "issue:43994|issue:46369", - "issue:23647|issue:28282", + "issue:43526|issue:44186", + "issue:43381|issue:43873", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:27957|issue:33290", "issue:42915|issue:43931", - "issue:44857|issue:45588", "issue:43066|issue:44462", - "issue:29870|issue:29925", + "issue:23647|issue:28282", + "issue:44857|issue:45588", "issue:45588|issue:46821", + "issue:29870|issue:29925", "issue:27957|issue:29127", - "issue:44442|issue:44898", - "issue:44514|issue:45381" + "issue:44442|issue:44898" ], - "prepared_review_unit_hash": "18a4c140834584458c0cdae5476f9a035065356006053ddabfb058a0483ccb31", + "prepared_review_unit_hash": "6477fa142a0402259441aeb89d458ee67fa6c53da0d56b055405c81567ff2360", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37094, - "estimated_input_tokens": 9274, - "estimated_eval_tokens": 18804 + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad semantic false-positive set: the issues span many unrelated bugs (tokenizers, model loading, attention, quantization, memory, config, and processors). None of the soft pairs look like the same underlying fix, so there is no clear canonical issue or PR here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the items share broad Transformers-adjacent themes (tokenizers, model loading, attention, generation), but none of the soft pairs look like the same underlying bug/change. I would not merge any of the proposed issue pairs.", + "confidence": 0.11, + "canonical_issue_reason": "No true canonical issue emerges because the cluster is not a duplicate set; if a representative is needed, issue 45372 is the clearest concrete regression report, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45372 is the strongest representative only in the sense that it has a specific, reproducible failure mode and clear user impact; it is not a duplicate of the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Both mention Flash Attention, but one is Gemma3 NaN embeddings with mixed-length batching and all-padding windows; the other is a long-context FA2 performance regression. Different failure modes and fixes." + "reason": "Different subsystems and failures: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to dtype mismatch failures in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Both involve FA2/long-context language models, but one is NaN embeddings and the other is a performance regression." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma processor loading/import failure from mistral_common is unrelated to a flash_attention.py crash on s_aux=None." + "reason": "Distinct bugs: Gemma 4 processor import/load failure vs flash_attention.py crashing on sink-less models." }, { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to VL image-placeholder handling in user text." + "reason": "Different code paths and symptoms: AutoTokenizer loading failure vs bfloat16 dtype mismatch in inference." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is a processor attribute issue; DiffusionGemmaGenerationOutput pipeline failure is a different path and bug." + "reason": "Gemma4Processor serve crash is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated model-specific bugs." + "reason": "BEiT fast image-processor label handling is unrelated to VL image-placeholder failures in user text." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to token embedding resizing reinitializing output embeddings." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are separate bugs." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "DeepseekV3MoE divergence from remote impl is not the same as D-FINE losing auxiliary losses." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "TokenizerBackend post-processor updates for modified special tokens do not match Gemma3 NaN embedding failures." + "reason": "One is LayoutLMv3 error messaging; the other is embedding reinitialization after resizing token embeddings." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "A broad tokenizer error-handling bug is unrelated to leftover dummy classes leaking into dir(transformers) and failing check_repo." + "reason": "Tokenizer error masking without protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different defects." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input index errors are different components and failures." + "reason": "BEiT label reduction bug does not match Kosmos2.5 long-OCR index errors." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are flash-attention titled issues, but one is a generic placeholder and the other is a specific FA2 issue; no evidence they are the same concrete bug." + "reason": "Both mention Flash Attention 2, but the issues are too vague and do not clearly describe the same bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory not being freed is unrelated to sam3-litetext memory overflow on model call." + "reason": "RT-DETR memory leak on deletion is different from SAM3 LiteText memory overflow during call." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma processor import dependency failure and Gemma4Processor missing _tokenizer are different code paths and symptoms." + "reason": "Both involve Gemma 4, but one is an import dependency failure and the other is a missing _tokenizer attribute at serve time." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow in preprocessing is unrelated to a stale warning in paged generate()." + "reason": "Category-count RuntimeError and stale generate() warning are unrelated." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "AdaFactor/deepspeed OOM is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are separate problems." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import is not the same as a generic transformers dependency issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "OOM with deepspeed/Adafactor is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "SigLIP2 nonsensical outputs and SAM3 LiteText memory overflow are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs affecting different tasks and failure modes." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval-mode and offloading with quantization are separate behaviors and not the same bug." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and deepspeed OOM with Adafactor are unrelated." + "reason": "Adafactor+DeepSpeed OOM is unrelated to post_init reinitializing resized embeddings." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Qwen2_5_VL import failure is not the same as a generic dependency issue with transformers." + "reason": "Different model/runtime failures: optimizer OOM versus Llama 3.2 Vision model loading breakage." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Gemma processor import error from mistral_common is unrelated to tokenizer error masking when protobuf is absent." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are unrelated issues." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crash on NER/padding are different tokenizer/image-processor issues." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model-specific bugs." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline are unrelated to sam3-litetext memory overflow." + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:23647", "right": "issue:28282", "accept": false, - "reason": "Wandb sweeps custom objective integration is unrelated to AutoModel failing when PyTorch is missing." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different models and different load-time problems." + "reason": "Wandb sweeps custom objective integration and missing PyTorch ImportError are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss float16/CUDA crash is unrelated to the flash_attention.py s_aux=None crash." + "reason": "LwDetrImageLoss AMP/CUDA crash is a different failure than flash_attention.py's s_aux=None AttributeError." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer decoder-type regression in Transformers v5 is unrelated to AutoTokenizer ignoring tokenizer.json." + "reason": "Flash-attention sink-less-model crash and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:29870", "right": "issue:29925", "accept": false, - "reason": "BART generate decoder_attention_mask initialization and SigLIP use_fast enforcement are unrelated." - }, - { - "left": "issue:45588", - "right": "issue:46821", - "accept": false, - "reason": "flash_attention.py sink-less model crash and TimesFM window_size AttributeError are unrelated." + "reason": "BART generate() decoder_attention_mask bug and SigLIP tokenizer fast-mode enforcement are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error-message clarity are different problems." + "reason": "XLMRoberta Flash Attention 2 support is unrelated to LayoutLMv3 error-message clarity." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver non-default resolution failure." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Qwen2_5_VLProcessor batched apply_chat_template padding crash and Qwen2.5-VL video vision_position_ids issue are related to the same family but different concrete code paths and fixes." + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer and Perceiver non-default resolution failures are different bugs." } ] }, @@ -11494,7 +11643,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:25251", "issue:27957", @@ -11509,12 +11658,10 @@ "issue:43525", "issue:43550", "issue:43575", - "issue:43606", "issue:43643", "issue:43646", "issue:43701", "issue:43720", - "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -11524,6 +11671,7 @@ "issue:44206", "issue:44442", "issue:44479", + "issue:44514", "issue:44743", "issue:44811", "issue:44871", @@ -11532,6 +11680,7 @@ "issue:44977", "issue:44987", "issue:45245", + "issue:45381", "issue:45440", "issue:45759", "issue:45859", @@ -11546,224 +11695,217 @@ "issue:47448" ], "soft_pairs": [ - "issue:43646|issue:44077", + "issue:44514|issue:45381", "issue:46121|issue:46399", - "issue:43316|issue:47312", + "issue:43262|issue:44206", "issue:43761|issue:45859", + "issue:43316|issue:47312", + "issue:43646|issue:44077", "issue:46821|issue:47436", - "issue:43262|issue:44206", - "issue:25251|issue:28282", "issue:43720|issue:44442", + "issue:25251|issue:28282", "issue:44743|issue:44811", - "issue:42175|issue:46234", "issue:44977|issue:45245", + "issue:42175|issue:46234", "issue:44077|issue:44479", "issue:43873|issue:44871", - "issue:42490|issue:44743", "issue:43316|issue:45759", + "issue:42490|issue:44743", "issue:43493|issue:43827", "issue:47276|issue:47448", "issue:43749|issue:43931", - "issue:42617|issue:43575", "issue:43643|issue:44913", + "issue:42617|issue:43575", "issue:44987|issue:46178", "issue:43316|issue:43525", "issue:43550|issue:43701", - "issue:27957|issue:29870", "issue:44964|issue:45440", - "issue:43575|issue:43742", - "issue:43606|issue:43701" + "issue:27957|issue:29870" ], - "prepared_review_unit_hash": "c24e549d501e34d52e1aaa759c237b3af887ae87f6116acb08cc1d043c217b82", + "prepared_review_unit_hash": "dfd46f2806bbb399919900bbedb164f4f9f6d7389bb6ca7995e7b75f45dc68ea", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35681, - "estimated_input_tokens": 8921, - "estimated_eval_tokens": 18098 + "soft_pair_count": 26, + "serialized_chars": 35437, + "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 highly heterogeneous: most items are distinct Transformers bugs around different models, configs, loaders, and regressions rather than true duplicates. I found no soft pair that looks like the same underlying issue with a plausible shared fix path.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43646 is the broadest and most central regression-style report in this noisy set, with a clear core symptom and likely wider impact than the model-specific edge cases; it is the best stand-in only because the cluster does not contain a strong true duplicate set.", + "summary": "This cluster is largely heterogeneous: most items are distinct regressions or model-specific bugs, not duplicates. I would not merge any of the soft-edge pairs.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated bugs across loading, configs, processors, models, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best global issue candidate because it is concrete, high-signal, and broadly framed compared with the many narrow, model-specific reports in the cluster.", + "best_issue_reason": "No issue cleanly subsumes the whole set. If a placeholder representative is needed, 43749 is the closest because it is the most discussed broad runtime/loading regression, but it still does not represent the rest well.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Both involve model initialization behavior, but one is a generic v5 custom-init regression and the other is a patchtsmixer-specific post_init constraint; different underlying bug/fix." + "reason": "Both involve Qwen2.5-VL video input, but one is a batching/padding crash and the other is a vision_position_ids correctness bug; not the same fix." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both mention rotary/rope code, but one is a validation TypeError on JSON-loaded lists and the other is a kernel registration/decorator crash; not the same failure path." + "reason": "Rope-parameter JSON typing and kernel registration/decorator failure are different code paths and different failure modes." }, { - "left": "issue:43316", - "right": "issue:47312", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Different subsystems and symptoms: Gemma3TextConfig API mismatch versus a kernels 0.16 compatibility issue." + "reason": "Audio chat-template sampling-rate default vs feature-extractor center-arg crash are unrelated bugs." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "One is a CLIP vision forward regression, the other is Qwen rotary embedding CPU-offload behavior; unrelated code paths." + "reason": "CLIPVision hidden_states regression and Qwen3.5 MoE CPU-offload incompatibility are unrelated model-specific issues." }, { - "left": "issue:46821", - "right": "issue:47436", + "left": "issue:43316", + "right": "issue:47312", "accept": false, - "reason": "Both are missing-attribute style config issues, but they affect different models and different fields, so they are not the same bug." + "reason": "Gemma3TextConfig API mismatch and kernels 0.16 incompatibility are not the same underlying bug." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both are audio-related regressions, but one is a chat-template sampling-rate default and the other is an unsupported feature-extractor argument; different fixes." + "reason": "Broad custom-model-init breakage and patchtsmixer post_init policy are different problems, even if both touch initialization." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:46821", + "right": "issue:47436", "accept": false, - "reason": "Completely unrelated: pipeline output shape change versus missing PyTorch installation detection." + "reason": "TimesFM window_size attribute handling and Qwen2_5OmniConfig missing max_position_embeddings are unrelated config errors." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Different loading failures in different components: packed-weight handling for BitNet versus tokenizer class loading for FastSpeech2Conformer." + "reason": "BitNet accelerated-loading packed-weight failure and tokenizer load failure are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Different model families and bugs: Qwen recurrent state reset versus Whisper batch_decode skipping special tokens." + "reason": "Pipeline top_k output nesting and missing PyTorch import are completely different issues." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "One is packaging/backend dependency coverage, the other is a missing import_utils helper; same area only at a very broad level." + "reason": "Recurrent-state reset in modular_qwen3_5 and Whisper batch_decode skip_special_tokens are unrelated behaviors." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different runtime errors with no shared code path: flash-attention generation bug versus category-cardinality limit." + "reason": "Qwen3.5 flash-attention generation bug and category-cardinality limit error do not share a concrete code path." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen VL video-input regression are unrelated model-specific issues." + "reason": "Packaging/backend dependency mismatch and missing import_utils helper are different issues." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token configuration mismatch are different problems." + "reason": "A model-level post_init restriction is not the same as the Qwen video-input regression." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Local-path import warning versus Qwen recurrent state reset; no shared underlying defect." + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both touch config objects, but they concern different multimodal API gaps and different model families." + "reason": "Both are config-related, but one is a Gemma API discrepancy and the other is AutoModelForCausalLM unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning and recurrent-state reset are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation divergence is unrelated to documentation still referencing pipeline()." + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are not the same bug." }, { "left": "issue:47276", "right": "issue:47448", "accept": false, - "reason": "A warning-message issue is not the same as an unrecognized Gemma4 architecture bug." + "reason": "A misleading warning message and Gemma4 architecture recognition are unrelated." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different loading failures: FSDP CPU-efficient loading regression versus Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "Both involve large-model execution, but one is a script/runtime failure and the other is tensor-parallel OOM; not the same bug." + "reason": "Both are loading problems, but FSDP CPU-efficient loading and Qwen3-VL weight-shape mismatch are different failures." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "One is trust_remote_code dropping fields on AutoConfig return, the other is rotary_pct not persisting on reload; similar theme, different defect." + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reload behavior are different config-loading issues." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "A model-loading regression for one repo/model is unrelated to a backend mapping error for tensorflow_text." + "reason": "3d_parallel.py execution failure and tensor-parallel OOM are not the same underlying bug." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Different missing-field issues for different configs and models; not a single code-path bug." + "reason": "Transformers>=5.1.0 loading failure for one model and tensorflow_text backend mapping error are unrelated." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:27957", - "right": "issue:29870", - "accept": false, - "reason": "XLMRoberta Flash Attention 2 and BART generate() UnboundLocalError are distinct model/runtime bugs." + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are different code paths." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading regression and DeepseekV3MoE implementation divergence do not share a concrete fix path." + "reason": "Phi-4 multimodal load failure and DeepseekV3MoE divergence are unrelated model-specific regressions." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "OOM during tensor-parallel loading versus a key error on a different model load; separate failure modes." + "reason": "Both are config attribute issues, but Gemma3TextConfig API discrepancy and Llama4Config pad_token_id missing are not the same bug." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key normalization." + "reason": "Flash Attention 2 support for XLMRoberta and BART generate UnboundLocalError are unrelated." } ] }, @@ -11785,12 +11927,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:16998", "issue:22355", "issue:23647", - "issue:25251", "issue:27957", "issue:28218", "issue:32090", @@ -11799,9 +11940,12 @@ "issue:43316", "issue:43388", "issue:43452", + "issue:43575", + "issue:43606", "issue:43646", "issue:43701", "issue:43716", + "issue:43742", "issue:43761", "issue:43825", "issue:43931", @@ -11812,7 +11956,6 @@ "issue:44188", "issue:44190", "issue:44442", - "issue:44464", "issue:44496", "issue:44521", "issue:44534", @@ -11827,7 +11970,6 @@ "issue:46050", "issue:46234", "issue:46291", - "issue:46421", "issue:46506", "issue:46829", "issue:46932", @@ -11837,216 +11979,210 @@ ], "soft_pairs": [ "issue:43825|issue:47448", - "issue:44062|issue:45907", + "issue:43606|issue:43701", + "issue:43575|issue:43742", "issue:43950|issue:47427", + "issue:44062|issue:45907", "issue:43761|issue:44079", "issue:44855|issue:45137", "issue:43701|issue:46506", "issue:44190|issue:44496", - "issue:43931|issue:45216", "issue:43316|issue:43716", "issue:46829|issue:46932", - "issue:27957|issue:32090", "issue:44442|issue:45803", - "issue:43295|issue:44871", + "issue:43931|issue:45216", + "issue:27957|issue:32090", "issue:23647|issue:28218", + "issue:43295|issue:44871", "issue:44871|issue:45584", - "issue:16998|issue:22355", "issue:43761|issue:44188", - "issue:46234|issue:46291", "issue:43232|issue:43388", + "issue:16998|issue:22355", "issue:44521|issue:47217", - "issue:43452|issue:44496", + "issue:46234|issue:46291", "issue:44077|issue:44534", + "issue:43452|issue:44496", "issue:43646|issue:44913", - "issue:44871|issue:46050", - "issue:25251|issue:27957", - "issue:44464|issue:46421" + "issue:44871|issue:46050" ], - "prepared_review_unit_hash": "3a51e321c2819b753a123fd5df4f680dde1fce98e47ed23f54e5b896712bc19e", + "prepared_review_unit_hash": "e922f05cba9c2bb296d2f1367b09db512f5665f3d099cfede976a5629dea9b08", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34981, - "estimated_input_tokens": 8746, - "estimated_eval_tokens": 17748 + "serialized_chars": 34924, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad themes at best but do not look like the same underlying bug/change, so I would reject all soft edges. No single issue stands out as a true canonical duplicate target.", - "confidence": 0.62, - "canonical_issue_reason": null, + "summary": "These items do not form a true duplicate cluster: they span unrelated loading, tokenization, generation, config, and training issues. I rejected all soft edges and found no single canonical duplicate hub.", + "confidence": 0.79, + "canonical_issue_reason": "No strong canonical issue: the cluster is too heterogeneous for a single shared bug. If forced to pick a representative, issue 44521 is the closest hub only because it is open and has the most inbound references/discussion, not because it duplicates the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone representative in this noisy cluster: it is current, concrete, externally referenced, and has the richest discussion activity, even though the cluster itself is not a clean duplicate set.", + "best_issue_reason": "Issue 44521 is the best representative of the set only in the weak sense that it is active, open, and most discussed; however, it should not be treated as the canonical duplicate target for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43825", "right": "issue:47448", "accept": false, - "reason": "Translation-task messaging in pipeline() is unrelated to Gemma4 model-arch recognition; different code paths and symptoms." + "reason": "Translation-task error messaging and Gemma4 architecture recognition are unrelated bugs in different code paths." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different training/runtime failures." + }, + { + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." + "reason": "Tensor-parallel OOM on Qwen2-57B and a key error loading MobileLLM are distinct load-time problems." }, { "left": "issue:43950", "right": "issue:47427", "accept": false, - "reason": "Both touch model init/load behavior, but one is non-persistent buffer corruption on from_pretrained while the other is redundant init skipping on non-CUDA hardware." + "reason": "Both touch initialization/loading, but one corrupts non-persistent buffers while the other skips redundant init checks; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated issues." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states not being returned is not the same bug as ModelOutput key assignment after a prior None value." + "reason": "A CLIPVisionModel hidden_states regression and a generic ModelOutput None-key assignment bug are different code paths." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import error and DeepSpeed ZeRO3 deque pop failure are unrelated." + "reason": "Python 3.13 import-time IndentationError in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch on resume and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + "reason": "Checkpoint resume key mismatch and CPU/CUDA output divergence are not the same underlying defect." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script and model config recognition/loading errors are not the same issue." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a load-time model mismatch; Qwen3.5 save_pretrained corruption is a serialization bug." + "reason": "Local dataset loading in a training script and unrecognized-model config loading are separate problems." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are unrelated." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output field mix-up and Gemma4 quantized embedder dtype casting are different bugs." + "reason": "VideoPrism hidden_states misassignment and Gemma4 quantized-embedder dtype casting are different bugs." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Flash Attention 2 support in XLMRoberta and a Trainer NoneType broadcast error are unrelated." + "reason": "AutoTokenizer loading failure and a bare-except tensor conversion bug do not describe the same issue." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer loading failure and a bare-except swallowing errors in FuyuBatchFeature are different code paths." + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3.5 checkpoint corruption on save are related only by model family, not by the same bug." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Processor/tokenizer regression in v5 and Gemma-3 eos_token_id inconsistency are not the same bug." + "reason": "Flash Attention support for XLMRoberta and a Trainer NoneType broadcast error are unrelated." }, { "left": "issue:23647", "right": "issue:28218", "accept": false, - "reason": "Wandb sweep custom objective support and tokenizer extra-space behavior are unrelated." + "reason": "Wandb sweeps custom objective support and tokenizer spacing after added tokens are unrelated features/bugs." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Both involve special-token handling, but one is an eos_token_id config mismatch and the other is Whisper empty-transcription generation failure after align_special_tokens." + "reason": "Processor/tokenizer access regression and Gemma3 eos_token_id inconsistency are different model/config issues." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 and missing transformers.onnx module are unrelated." + "reason": "Gemma3 eos_token_id mismatch and Whisper empty-transcription generation failure are not the same bug." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden-states output regression and attention-kernel divergence under torch.compile are different problems." + "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence are separate defects." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Missing import_utils helper and kernels v0.15 version/revision import failure are separate dependency/import issues." + "reason": "Generation kwargs sync issue and gather_for_metrics tuple-label truncation are unrelated distributed-training bugs." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Generation kwarg syncing and gather_for_metrics dropping tuple labels are unrelated training/runtime bugs." + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx import are unrelated." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal/template-related, but one is assistant_mask generation and the other is handling an image placeholder in user text; not the same underlying bug." + "reason": "Both are multimodal/chat-template adjacent, but zeroed assistant masks and failure when the image placeholder appears in user text are different underlying problems." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "gguf_file handling for AutoTokenizer/AutoModel and unrecognized-model config loading are different loader failures." + "reason": "Missing import_utils availability helper and pipelines import failing on kernels version/revision requirements are distinct dependency issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init restriction in patchtsmixer and non-persistent buffers being filled with junk are both v5-related but not the same change or defect." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Custom model initialization breakage in v5 and GPTNeoXConfig rotary_pct not persisting are unrelated configuration/loading issues." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and quantized-model save/load breakage are different regressions." + "reason": "PatchTSMixer post_init policy and non-persistent buffer corruption in v5 are unrelated regressions." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Pipeline output shape change for top_k and XLMRoberta Flash Attention support are unrelated." + "reason": "gguf_file breaking from_pretrained and unrecognized-model config.json errors are different loading paths and failure modes." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are related broadly to generation performance but not the same concrete bug." + "reason": "A broad Transformers 5 custom initialization regression and GPTNeoXConfig rotary_pct reload defaulting are not the same code-path bug." } ] }, @@ -12068,9 +12204,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:23647", + "issue:25251", "issue:27957", "issue:29925", "issue:35141", @@ -12084,18 +12221,16 @@ "issue:43525", "issue:43531", "issue:43540", - "issue:43673", "issue:43931", "issue:44060", "issue:44162", + "issue:44464", "issue:44479", "issue:44514", "issue:44534", "issue:44610", "issue:44617", - "issue:44743", "issue:44792", - "issue:44855", "issue:44913", "issue:44977", "issue:45127", @@ -12113,6 +12248,7 @@ "issue:46291", "issue:46365", "issue:46369", + "issue:46421", "issue:46424", "issue:46640", "issue:46693", @@ -12120,159 +12256,165 @@ "issue:47217" ], "soft_pairs": [ - "issue:43065|issue:44617", + "issue:44464|issue:46421", + "issue:25251|issue:27957", "issue:43404|issue:43441", + "issue:43065|issue:44617", "issue:42907|issue:45698", "issue:43352|issue:46640", "issue:44162|issue:44792", - "issue:46178|issue:46291", "issue:43540|issue:44514", + "issue:46178|issue:46291", "issue:44792|issue:44977", - "issue:44479|issue:47217", "issue:44610|issue:46369", + "issue:44479|issue:47217", "issue:45803|issue:46365", "issue:45381|issue:47217", - "issue:44534|issue:44913", "issue:45542|issue:46234", + "issue:44534|issue:44913", "issue:44792|issue:45600", - "issue:27957|issue:29925", "issue:43525|issue:43531", "issue:43504|issue:45698", - "issue:23647|issue:27957", - "issue:35141|issue:42490", + "issue:27957|issue:29925", "issue:46693|issue:47217", - "issue:43931|issue:44060", "issue:45803|issue:46170", + "issue:23647|issue:27957", + "issue:35141|issue:42490", "issue:45632|issue:46424", + "issue:43931|issue:44060", "issue:45127|issue:45200", - "issue:45588|issue:47013", - "issue:44855|issue:45588", - "issue:43673|issue:44743" + "issue:45588|issue:47013" ], - "prepared_review_unit_hash": "0baf6f891632756670c55e0bd06c2165ce1273c13e97f64b471a141f5db7cb8f", + "prepared_review_unit_hash": "70277ec307d1c8ac970272f7530507c8922be8037d88077f12beabe60f425bf0", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36065, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "serialized_chars": 35992, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated transformer bug reports. A few items are loosely FlashAttention- or multimodal-related, but none of the soft pairs look like true duplicates of the same concrete bug/change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:46693 is the most concrete, high-signal report in the repeated FlashAttention theme, with substantial discussion and a specific regression description; the other issues are too heterogeneous to serve as a better anchor.", + "summary": "This cluster is mostly noise: the issues span many unrelated models and subsystems (Flash Attention, tokenization, cache, multimodal processors, config/loading bugs, etc.), so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items are disparate and describe different underlying bugs rather than one repeated defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone issue here: it has a clear repro class, a concrete regression window, and enough discussion to look triage-worthy even though it is not a duplicate of the other candidates.", + "best_issue_reason": "No clear best issue either, because the cluster is not centered on one concrete problem. If forced, none of these is representative of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/cache behavior, but one is about inconsistent outputs with compiled forward and the other about spurious recompilation from cache lazy init; different bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Both mention Sam3/video memory pain, but one is about a dummy Conv2d placeholder and the other is an OOM report; different bugs and likely different fixes." + "reason": "Top-k pipeline nesting and XLM-RoBERTa Flash Attention 2 are unrelated features and failure modes." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral/Mistral3, but one is a weight-tying bug and the other is a FlashAttention support failure; not the same code-path problem." + "reason": "One is a tied-weights bug in Mistral3ForConditionalGeneration; the other is a Flash Attention support error for Ministral-3. Same family, different defects." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same underlying problem as Sam3Video OOM." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Save/load issues in the same general ecosystem, but one is dequantized model saving and the other is custom-module loading after save_pretrained; distinct failures." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load issues." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "These are both FlashAttention-related, but one is an explicit unsupported-model error and the other is an unspecified FA2 issue; too vague to treat as the same bug." + "reason": "A model-specific FA2 unsupported error is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and a Janus test failure are unrelated model-specific problems." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { - "left": "issue:46178", - "right": "issue:46291", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "One is a missing backend registration for tensorflow_text, the other is a kernels version/revision import failure; different dependency issues." + "reason": "Both are Qwen multimodal bugs, but one is video-input processing in Qwen3OmniMoe and the other is batched chat-template padding behavior in Qwen2_5_VLProcessor." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:46178", + "right": "issue:46291", "accept": false, - "reason": "Qwen3OmniMoe video processing and Qwen2.5-VL batched chat-template padding behavior are different failure modes." + "reason": "Backend mapping for tensorflow_text and kernels import-version requirements are different import-time dependency problems." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A Janus generate-images test failure is not the same concrete bug as Qwen3.5 FlashAttention generation breakage." + "reason": "Janus generation test failure and Qwen3.5 flash-attention generation issues are not the same defect." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Both are VL-related, but one is a video-input regression across several Qwen variants and the other is a placeholder-placement bug in user text." + "reason": "Processor image size mismatch and Sam3-lite text memory overflow are separate problems." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Processor output-size mismatch and Sam3-LiteText memory overflow are separate model/processor issues." + "reason": "A video-input regression in Qwen VL models is not the same as image-placeholder handling in user text." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu batching is unrelated to Trainer import failing because of datasets on the environment." + "reason": "Bare except swallowing errors in Fuyu tensors conversion is unrelated to Trainer import failure from datasets." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Qwen2.5-VL video position IDs and image-placeholder-in-text are different multimodal input bugs." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer initialization corruption and GPTNeoX config reload dropping rotary_pct are unrelated state/config persistence bugs." + "reason": "Both involve VL prompting, but wrong vision_position_ids for video input is different from failure when the image placeholder appears in user text." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Tensorboard/TensorFlow backend detection and a missing import_utils symbol are separate dependency/import problems." + "reason": "Tensorboard-without-TensorFlow backend errors and a missing import_utils helper are unrelated." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Janus test failure and stale auto_mappings references to removed Sam3LiteText configs are not the same bug." + "reason": "Non-persistent buffer initialization junk in v5 is not the same as GPTNeoXConfig rotary_pct not persisting on reload." }, { - "left": "issue:27957", - "right": "issue:29925", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "XLMRoberta FlashAttention support and SigLIP tokenizer use_fast enforcement are different model-setup issues." + "reason": "A janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are different issues." }, { "left": "issue:43525", @@ -12284,67 +12426,61 @@ "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "A legacy-field load failure in Beit semantic segmentation is not the same as wrong custom-module loading after save_pretrained." + "reason": "Legacy-field loading failure in BEiT segmentation and wrong custom-module loading after save_pretrained are different load-path bugs." }, { - "left": "issue:23647", - "right": "issue:27957", + "left": "issue:27957", + "right": "issue:29925", "accept": false, - "reason": "Wandb sweeps custom objective integration and XLMRoberta FlashAttention are completely unrelated." + "reason": "Flash Attention 2 support for XLM-RoBERTa and SigLIP fast-tokenizer enforcement are unrelated." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash import warnings are different model-loading behaviors." + "reason": "FA2 long-context performance regression is not the same as VL image-placeholder placement failure." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "FA2 long-context performance regression and VL placeholder handling are different bugs with different triggers and fixes." + "reason": "Fuyu tensor conversion error handling and Windows ROCm/torch.distributed import issues are unrelated." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:23647", + "right": "issue:27957", "accept": false, - "reason": "Weight-shape mismatch when loading Qwen3-VL-30B and an incorrect tied-weights warning in Qwen3-Next are not the same defect." + "reason": "Wandb sweep custom objective integration has nothing to do with XLM-RoBERTa Flash Attention 2." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "KeyboardInterrupt swallowing in Fuyu tensors and Windows ROCm import/type errors are unrelated." + "reason": "Embedding reinitialization on resize and local-path trailing-slash import warnings are different loading/configuration problems." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache path collisions and max_cache_length only applying to quantized cache are distinct caching issues." + "reason": "Cache-path collisions for remote code and max_cache_length handling in quantized cache are separate cache issues." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and Gemma 4 mm_token_type_ids defaulting are different model-training bugs." + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "A flash_attention crash on sink-less models and xLSTM train-mode unpacking are unrelated failures." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "A Python 3.13 JIT parsing/indentation import error is not the same as a FlashAttention AttributeError." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Chunked-prefill cache missing in v5.0.0 and xLSTM recurrent-state reset with cache are different cache semantics bugs." + "reason": "Flash-attention sink-less model crash and xLSTM train-mode unpacking failure are different code paths." } ] }, @@ -12366,7 +12502,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:23647", "issue:25251", @@ -12376,23 +12512,22 @@ "issue:39692", "issue:41720", "issue:41950", - "issue:43065", "issue:43335", "issue:43388", "issue:43475", "issue:43550", "issue:43644", "issue:43650", + "issue:43673", "issue:43688", "issue:43827", "issue:43854", "issue:43994", "issue:44190", "issue:44242", - "issue:44479", - "issue:44610", "issue:44617", "issue:44734", + "issue:44743", "issue:44792", "issue:44855", "issue:44869", @@ -12405,6 +12540,7 @@ "issue:45406", "issue:45563", "issue:45584", + "issue:45588", "issue:46082", "issue:46202", "issue:46369", @@ -12418,232 +12554,231 @@ "issue:47321" ], "soft_pairs": [ + "issue:43673|issue:44743", + "issue:44855|issue:45588", + "issue:43650|issue:46202", + "issue:41950|issue:43475", "issue:44242|issue:46894", "issue:46082|issue:46697", - "issue:41950|issue:43475", - "issue:43650|issue:46202", "issue:44792|issue:45405", "issue:44190|issue:44964", + "issue:43388|issue:43688", "issue:43827|issue:43994", - "issue:25251|issue:29870", "issue:44617|issue:45584", - "issue:43388|issue:43688", - "issue:29870|issue:35141", "issue:45245|issue:46858", + "issue:25251|issue:29870", "issue:45072|issue:46932", + "issue:29870|issue:35141", "issue:43644|issue:44913", "issue:44734|issue:45406", "issue:44869|issue:46832", - "issue:46399|issue:47312", "issue:43335|issue:44855", + "issue:46399|issue:47312", "issue:23647|issue:29127", "issue:43854|issue:44792", "issue:45381|issue:46369", - "issue:39692|issue:47321", "issue:41720|issue:45245", + "issue:39692|issue:47321", "issue:43550|issue:44190", - "issue:43827|issue:47321", "issue:45563|issue:45584", - "issue:44617|issue:46369", - "issue:43065|issue:44610", - "issue:44479|issue:44734" + "issue:43827|issue:47321" ], - "prepared_review_unit_hash": "b681d88f4d9f3536b1a53eb464f995990b6d88d9843e8dc532c756027ff53fb5", + "prepared_review_unit_hash": "820e82093f12f73dbf701215ce43582afddd74db1aed8a56ca0cf0423f0deeb4", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36504, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "soft_pair_count": 28, + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated bugs, docs issues, model-loading failures, and config regressions. None of the soft pairs look like the same underlying bug/change, so there is no real duplicate core here.", - "confidence": 0.96, - "canonical_issue_reason": "No meaningful canonical issue: the cluster is not a duplicate set, and the soft-paired issues do not share a single concrete code-path bug.", + "summary": "This cluster is very heterogeneous: most items are unrelated bugs across different models, pipelines, and internals. No soft pair looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "No true duplicate cluster is evident; issue #43644 is the broadest, most central core-regression report among the set, so it is the best placeholder canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43854 is the most concrete, self-contained bug report in the set, but it is only a loose representative and not a true canonical duplicate target.", + "best_issue_reason": "#43644 is the strongest representative because it describes a general runtime regression in core Transformers behavior and has more cluster significance than the narrowly scoped model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Both mention loss, but they concern different models and different loss behaviors; not the same code-path bug." + "reason": "Both involve cache/state behavior in generation, but one is a v5 chunked_prefill cache issue and the other is recurrent-state reset in modular Qwen3.5; different code paths and fixes." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Config validation for head_dim vs image pre-padding are unrelated problems." + "reason": "'ADD THE DATA' is unrelated to Gemma pipeline roundtrip failures on the underscore token." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor lookup and missing Sam3 vision output attribute are different failures." + "reason": "Both are vision-related, but one is a pipeline processor lookup bug and the other is a missing attribute in Sam3 vision encoder output." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training losses, but they are different bugs in different model families and loss computations; not the same concrete fix." + }, + { + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "A vague title is not a bug match for a Gemma tokenizer roundtrip failure." + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and PEFT version pinning are unrelated." + "reason": "A failed Janus image generation test is unrelated to a PEFT minimum-version bump issue." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are load failures, but for different loading paths and models; not the same defect." + "reason": "Dataset loading in a trainer script and Phi-4 multimodal model loading are different failure modes." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Docs cleanup for removed pipeline APIs does not match a SigLIP2 runtime/pipeline bug." + "reason": "Metric gathering label truncation and auxiliary-loss normalization are unrelated internals." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Nested-list output shape bug and BART generate UnboundLocalError are different issues." + "reason": "Docs still referencing pipeline() is not the same as a SigLIP2 model/pipeline correctness problem." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription decode failure." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription decoding failure." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Metric gathering tuple truncation and auxiliary-loss normalization are different training/eval bugs." + "reason": "Category-count limit and static-cache device-tensor arithmetic are distinct bugs." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "BART generation crash vs embedding reinitialization on resize are separate code paths." + "reason": "Pipeline output shape regression and BART generate() unbound local error are different code paths." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Category-count overflow and cache length tensor arithmetic are unrelated runtime errors." + "reason": "Both mention dtype/casting, but one is bfloat16 inference mismatches and the other is quantized embedders in Gemma4; not mergeable into one fix." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Both involve dtype handling, but in different models and different quantization/precision paths." + "reason": "BART generate() decoder_attention_mask bug is unrelated to output-embedding reinitialization after resizing token embeddings." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and GPTNeoX config reload persistence are not the same bug." + "reason": "A general non-persistent-buffer initialization issue is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache tensor indexing crash and missing Gemma4Processor attribute are unrelated serve failures." + "reason": "Both affect transformers serve, but one is KV-cache continuation indexing and the other is a missing processor attribute; different bugs." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decode crash and RT-DETR forward TypeError have no shared underlying fix." + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated." }, { - "left": "issue:46399", - "right": "issue:47312", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "A missing decorator on apply_rotary_pos_emb registration is not the same as kernel version incompatibility." + "reason": "SwitchTransformers sparse-layer construction and a DebertaV2 import syntax issue have nothing in common beyond being bugs." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:46399", + "right": "issue:47312", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Python 3.13 IndentationError are unrelated." + "reason": "Kernel registration decorator failure in Qwen3.5 is not clearly the same as a vague incompatibility with kernels 0.16." }, { "left": "issue:23647", "right": "issue:29127", "accept": false, - "reason": "W&B sweeps custom objective and LayoutLMv3 error messaging are different concerns." + "reason": "Wandb sweeps custom objective integration and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Model-loading unit test failure and Janus image generation test failure are separate failures." + "reason": "GLM-4.7-Flash unit-test loading issues do not match a Janus image-generation test failure." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and SAM3 litetext memory overflow are different bugs." - }, - { - "left": "issue:39692", - "right": "issue:47321", - "accept": false, - "reason": "SigLIP2 docs/example problems and AMD quark class update are unrelated." + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model/runtime problems." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert on auto device mapping and category-count overflow are different runtime errors." + "reason": "Auto device mapping cuda assert and category-count overflow are unrelated." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:39692", + "right": "issue:47321", "accept": false, - "reason": "torch.compile SDPA failure and local dataset loading failure do not share a fix." + "reason": "SigLIP2 docs/model-processor issues are unrelated to AMD quark class updates." }, { - "left": "issue:43827", - "right": "issue:47321", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Pipeline-removal docs cleanup has nothing to do with AMD quark class updates." + "reason": "torch.compile SDPA failure in Bamba is unrelated to local dataset loading in an image-classification script." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning and a decode crash are different symptoms and code paths." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video input regression across Qwen variants and KV-cache continuation crash are unrelated." + "reason": "A stale generate() warning and Whisper empty-transcription failure are different severity and code paths." }, { - "left": "issue:44610", - "right": "issue:43065", + "left": "issue:43827", + "right": "issue:47321", "accept": false, - "reason": "Processor size mismatch and a dummy Conv2d in Sam3PixelDecoder are not the same issue." + "reason": "Pipeline documentation cleanup has no relation to AMD quark class updates." } ] }, @@ -12665,12 +12800,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:27957", - "issue:35141", "issue:39692", - "issue:42175", + "issue:43065", "issue:43295", "issue:43317", "issue:43335", @@ -12685,15 +12818,16 @@ "issue:44112", "issue:44190", "issue:44242", - "issue:44246", "issue:44279", + "issue:44479", "issue:44496", "issue:44521", + "issue:44610", + "issue:44617", "issue:44734", "issue:44779", "issue:44933", "issue:44964", - "issue:45003", "issue:45127", "issue:45276", "issue:45357", @@ -12705,6 +12839,7 @@ "issue:45600", "issue:45632", "issue:46170", + "issue:46369", "issue:46421", "issue:46489", "issue:46617", @@ -12717,245 +12852,248 @@ "issue:47448" ], "soft_pairs": [ + "issue:43065|issue:44610", + "issue:44617|issue:46369", "issue:45381|issue:46655", + "issue:44479|issue:44734", "issue:43526|issue:46697", "issue:45632|issue:46617", - "issue:43295|issue:45276", - "issue:43335|issue:44190", "issue:43643|issue:45375", + "issue:43335|issue:44190", "issue:39692|issue:44190", - "issue:44933|issue:45362", + "issue:43295|issue:45276", "issue:44779|issue:46489", + "issue:44933|issue:45362", "issue:43540|issue:44734", "issue:43854|issue:44964", "issue:45276|issue:45584", "issue:43673|issue:46421", "issue:44242|issue:46897", "issue:43994|issue:47321", - "issue:47145|issue:47321", "issue:45127|issue:45357", - "issue:43643|issue:44496", + "issue:47145|issue:47321", "issue:45520|issue:46170", - "issue:43317|issue:47312", + "issue:43643|issue:44496", "issue:44521|issue:45381", - "issue:43611|issue:47321", + "issue:43317|issue:47312", "issue:44112|issue:45600", "issue:44279|issue:47448", - "issue:44112|issue:44964", - "issue:44246|issue:45003", - "issue:42175|issue:44279", + "issue:43611|issue:47321", "issue:44016|issue:47448", - "issue:27957|issue:35141" + "issue:44112|issue:44964" ], - "prepared_review_unit_hash": "3cef3800953d03bec69620bbacb8815519cda25a72e5147746bde3b74d5ab97e", + "prepared_review_unit_hash": "cf5b30e7fcef22db5c50c5640dd830dd3cd9828235cf01b8e851f25876d48ccd", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36379, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "serialized_chars": 36352, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; the soft pairs are broad similarity matches across different models, processors, cache paths, and configs rather than true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items span many distinct code paths and model families, so picking one as the representative duplicate target would be misleading.", + "summary": "Mostly a heterogeneous set of unrelated model, processor, cache, and CI issues. The only plausible duplicate pair is the DeepSeek tokenizer regression (44779/46489); the rest differ by model, code path, or symptom.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44779 is the clearest and broadest statement of the likely duplicate DeepSeek tokenizer regression, while 46489 reads as a narrower follow-up/gap in the same fix.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the cluster; the highest-activity items are still separate bugs on different subsystems.", + "best_issue_reason": "issue:44779 best represents the shared DeepSeek tokenizer regression because it describes the core v5-vs-v4 incorrect-output bug without the narrower PR-gap framing.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different SAM/OmDet topics and different failures: dummy Conv2d in a decoder vs processor/model input-size mismatch." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they concern different SAM3 variants and different symptoms (OOM vs memory overflow), so not the same bug." + }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video/multimodal bugs, but they hit different models and different processing failures." + "reason": "Both involve video processing, but they are different models and likely different preprocessing bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a multimodal video-input regression, the other is a serve-time KV-cache tensor indexing crash; different code paths." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different image processor bugs: one is label reduction, the other is over-padding." + "reason": "Unrelated image-processing bugs: BEiT reduce_labels vs Swin2SR over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code cache handling, but the failure modes and triggers differ." + "reason": "Both touch trust_remote_code/cache loading, but one is a leaf-dir collision and the other is a FileNotFoundError from cache loading; not clearly the same underlying defect." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Unrelated regressions: processor/tokenizer access versus resize_token_embeddings propagation." + "reason": "Both are config-field issues, but one is a generic AutoConfig/trust_remote_code problem and the other is a specific Qwen vision config field dropped by @strict." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Different subsystems and symptoms; SwitchTransformers config is unrelated to dataset loading." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Both mention missing config fields, but one is AutoConfig/trust_remote_code and the other is a specific vision config serialization issue." + "reason": "Completely different areas: SwitchTransformers config creation vs local dataset loading in an example script." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Completely different bugs: SigLIP2 docs/example issues versus local dataset loading." + "reason": "SigLIP2 doc errors are unrelated to dataset loading in the image-classification example." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "No shared code-path problem; one is a bad import, the other is a model chat crash." + "reason": "Different regressions: processor.tokenizer breakage vs resize_token_embeddings not propagating to Gemma4 embeddings." }, { "left": "issue:44779", "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+; 46489 looks like a narrower follow-up to the incorrect-output bug described in 44779." + }, + { + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Related DeepSeek tokenizer regressions, but the reports target different model scopes and specific failures." + "reason": "Nonexistent image_utils import and Qwen chat crash are unrelated." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different multimodal/serving failures with unrelated stack traces and code paths." + "reason": "Different problems: Qwen3OmniMoe video-input validation vs transformers serve KV-cache indexing." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Distinct model-loading problems for different models; not the same underlying bug." + "reason": "Both are model-loading failures, but for different models and different root causes; too broad to merge." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings propagation and Whisper empty-transcription generation are unrelated." + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked prefill/cache, but one is a missing cache object and the other is recompilation behavior." + "reason": "Both mention chunked prefill/cache, but one is missing GenerationMixin cache in v5 and the other is lazy-init causing recompilation; not the same concrete bug." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Different training-loss bugs in different model families; not mergeable into one fix." + "reason": "Different training-loss bugs in different models; only a vague pattern overlap." }, { "left": "issue:43994", "right": "issue:47321", "accept": false, - "reason": "A bad model output issue versus an AMD quark class update issue; unrelated." - }, - { - "left": "issue:47145", - "right": "issue:47321", - "accept": false, - "reason": "FP8 weight_scale loading corruption is unrelated to the AMD quark class update report." + "reason": "SigLIP2 wrong outputs and AMD quark class update are unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different save/load regressions in separate model features: LoRA vocab merging versus visual encoder key saving." + "reason": "LoRA/tied-embedding collapse and Qwen3.5 visual encoder save_pretrained keys are different subsystems." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "One is missing fields from trust_remote_code configs; the other is an unrecognized model_type error." + "reason": "FP8 checkpoint weight_scale corruption is unrelated to AMD quark class updates." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/import failures with no shared underlying code path." + "reason": "Different platform-specific import failures: flash_attn on Python 3.13 vs torch.distributed dependency on Windows/ROCm." }, { - "left": "issue:43317", - "right": "issue:47312", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Dequantized device_map offload failure is unrelated to kernel compatibility." + "reason": "Both are config-related, but one is missing fields from trust_remote_code AutoConfig and the other is an unrecognized model_type in config.json." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are different bugs." + "reason": "Assistant-mask generation for multimodal templates is different from a Qwen video position-id regression." }, { - "left": "issue:43611", - "right": "issue:47321", + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "Base_model_prefix loading regression and AMD quark updates are unrelated." + "reason": "Dequantized-model offload loading and kernel-version incompatibility are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures, but they arise from different tests and different root causes." + "reason": "Both are CI failures, but caused by different code and different regressions." }, { "left": "issue:44279", "right": "issue:47448", "accept": false, - "reason": "Generic dependency complaint versus a specific Gemma4 architecture recognition bug." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "Unrelated CI test flake versus a specific model-loading regression." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are different issues, not one concrete bug." + "reason": "Generic dependency issue vs Gemma4 architecture recognition problem; no shared bug." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43611", + "right": "issue:47321", "accept": false, - "reason": "Different dependency concerns; no shared failing code path is evident." + "reason": "Base-model-prefix loading regression and AMD quark class updates are unrelated." }, { "left": "issue:44016", "right": "issue:47448", "accept": false, - "reason": "Notebook syntax error and model architecture recognition are unrelated." + "reason": "Notebook syntax error and Gemma4 arch recognition are unrelated." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "XLMRoberta Flash Attention support and embedding reinitialization are separate bugs." + "reason": "GraniteSpeech CI flake and Phi-4 multimodal model loading failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The only accepted pair, issue:44779 with issue:46489, is well supported by the titles as the same DeepSeek tokenizer regression plus a narrower follow-up gap in the earlier fix. The other rejections stay within the evidence available from the packet and avoid overclaiming. " + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12970,18 +13108,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:25251", + "issue:27957", "issue:29925", "issue:32090", - "issue:33290", "issue:35141", "issue:36246", "issue:38617", "issue:39692", "issue:41628", "issue:41950", + "issue:42175", "issue:42796", "issue:43295", "issue:43335", @@ -12990,20 +13129,20 @@ "issue:43673", "issue:43976", "issue:44016", + "issue:44246", + "issue:44279", "issue:44462", "issue:44496", "issue:44521", - "issue:44683", "issue:44737", "issue:44938", "issue:44964", - "issue:44987", + "issue:45003", "issue:45042", "issue:45083", "issue:45216", "issue:45290", "issue:45335", - "issue:45446", "issue:45542", "issue:45593", "issue:45600", @@ -13022,12 +13161,15 @@ ], "soft_pairs": [ "issue:43673|issue:46858", + "issue:42175|issue:44279", + "issue:44246|issue:45003", "issue:44462|issue:45907", - "issue:32090|issue:35141", + "issue:27957|issue:35141", "issue:44964|issue:45600", - "issue:43404|issue:45216", + "issue:32090|issue:35141", "issue:42796|issue:44521", "issue:44737|issue:45803", + "issue:43404|issue:45216", "issue:43531|issue:45600", "issue:43335|issue:45593", "issue:44496|issue:47217", @@ -13035,210 +13177,207 @@ "issue:45632|issue:46234", "issue:44496|issue:45042", "issue:44938|issue:45542", - "issue:25251|issue:29925", "issue:36246|issue:38617", "issue:36246|issue:41628", "issue:43976|issue:47448", + "issue:25251|issue:29925", "issue:43295|issue:45335", - "issue:44496|issue:45759", "issue:45083|issue:46506", "issue:41950|issue:44016", - "issue:29925|issue:33290", - "issue:43976|issue:44987", - "issue:39692|issue:46932", + "issue:44496|issue:45759", "issue:43673|issue:46424", - "issue:44683|issue:45446" + "issue:39692|issue:46932" ], - "prepared_review_unit_hash": "b69928af2e507974112827c143cf84d79ad99069c2e239371eba59a34f53d860", + "prepared_review_unit_hash": "f9f473886e618a29f3b35c8a0dbaed8e347a682322362655d38b895bd05c6e52", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35434, - "estimated_input_tokens": 8859, - "estimated_eval_tokens": 17974 + "serialized_chars": 35933, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster contains only issues and no pull requests. The soft-linked pairs mostly describe different bugs in different code paths, so there is no strong duplicate group or clear canonical issue/PR.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: it mixes unrelated issues across cache handling, tokenizers, multimodal chat templates, import errors, model config bugs, and docs/CI breakages. None of the proposed soft pairs are strong duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items are not one duplicate set; they span many unrelated subsystems and root causes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue: there isn\u2019t a coherent cluster around one defect, so picking a canonical issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/prefill logic, but one is about missing cache state in chunked_prefill and the other is about seq_length being a device tensor breaking slice arithmetic on non-CUDA backends; different failures and fixes." + "reason": "Both are cache-related, but one is a missing cache in chunked prefill and the other is a device-tensor seq-length bug in static cache arithmetic; different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but one is about TensorFlow not being installed with a torch extra and the other is a generic transformer dependency issue; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are distinct problems; one is performance, the other is correctness/safety." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is list_repo_files not forwarding revision; unrelated components and behaviors." + "reason": "Tokenizer repository selection and list_repo_files revision forwarding are unrelated API issues." }, { - "left": "issue:32090", + "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization in post_init are distinct bugs in different subsystems." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Loading a multimodal model in latest transformers and auto_mappings referencing removed configs are unrelated issues." + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is stale auto_mappings references breaking CI. Different code paths." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different model families and different problems: tied lm_head weights versus incorrect save_pretrained checkpoint contents." + "reason": "Trainer broadcast TypeError and post_init embedding reinitialization are unrelated bugs." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE marker handling is not the same bug as apply_chat_template producing all-zero assistant masks for multimodal inputs." + "reason": "Tokenizer BPE marker handling and apply_chat_template assistant_mask behavior are different tokenizer/chat-template issues." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU allocation each forward pass and FuyuBatchFeature's bare except swallowing errors are separate code paths." + "reason": "CPU-only positional encoding allocation and bare-except swallowing errors in Fuyu conversion are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and Qwen3.5 save_pretrained checkpoint correctness are different model-specific bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and auto_mappings CI breakage are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are different model bugs." + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss handling are separate model behaviors." }, { "left": "issue:44496", "right": "issue:47217", "accept": false, - "reason": "Unrecognized model/config loading and image-placeholder handling in VL models are different classes of failures." + "reason": "Unrecognized model/config model_type and multimodal image-placeholder failures are distinct loading vs input-format issues." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is specifically assistant tool-call messages with no content and the other is an empty-input IndexError; these are different edge cases with likely different fixes." + "reason": "Both hit apply_chat_template, but one is about tool-call assistant messages and the other about an empty list edge case; not the same defect." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A trust_remote_code cache-path collision and a missing import_utils symbol are unrelated." + "reason": "Cache-path collisions for trust_remote_code and a missing availability helper are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend image processors requiring torchvision are unrelated issues." + "reason": "Model-type recognition and PIL image-processor torchvision dependency are different areas." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and the tensorboard-without-TensorFlow backend error are different environment/runtime problems." - }, - { - "left": "issue:25251", - "right": "issue:29925", - "accept": false, - "reason": "top_k pipeline output nesting and SigLIP tokenizer use_fast enforcement are unrelated." + "reason": "Python 3.14 import failure and TensorBoard/TensorFlow backend misconfiguration are unrelated environment issues." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but they concern different missing symbols in different modules and do not indicate the same underlying bug." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation export are separate import errors." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing AutoImageProcessor are separate export/import problems." + "reason": "Both are import errors, but they involve different symbols and different modules." }, { "left": "issue:43976", "right": "issue:47448", "accept": false, - "reason": "A Python version compatibility issue is not the same as Gemma4 architecture recognition." + "reason": "Python version compatibility and Gemma4 architecture recognition are unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:25251", + "right": "issue:29925", "accept": false, - "reason": "One is a regression around processor.tokenizer/images handling, the other is resize_token_embeddings not updating decoder.embed_tokens; different code paths." + "reason": "Pipeline top_k nesting behavior and SigLIP use_fast enforcement do not share the same underlying bug." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Model recognition from config and AutoModelForCausalLM.from_config not unwrapping text_config are distinct multimodal-loading problems." + "reason": "Processor/tokenizer regression and t5gemma decoder.embed_tokens resize mismatch are different model integration bugs." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Helper output-length computation and CPU/CUDA result divergence are not the same underlying bug." + "reason": "qwen3_omni_moe feature-length helper semantics and CPU/CUDA output divergence in PPDocLayoutV3 are different issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline processor selection and a notebook syntax error are unrelated." }, { - "left": "issue:29925", - "right": "issue:33290", - "accept": false, - "reason": "Tokenizer fast-mode enforcement and a deepspeed/Adafactor OOM are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "General Python-version support and a specific model load failure in transformers>=5.1.0 are different issues." - }, - { - "left": "issue:39692", - "right": "issue:46932", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Documentation example errors for SigLIP2 and dtype casting in Gemma4 quantized embedders are different bugs." + "reason": "Missing model_type in config and AutoModelForCausalLM.from_config not unwrapping text_config are different config-resolution bugs." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a missing cache during prefill and the other is max_cache_length only applying to quantized cache; different behaviors." + "reason": "Both involve cache, but one is a missing cache during chunked prefill and the other is max_cache_length being ignored outside quantized cache." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:39692", + "right": "issue:46932", "accept": false, - "reason": "Torch >= 2.9 flex_attention failure and an incorrect version check for AuxRequest import are separate flex_attention issues." + "reason": "Documentation example failures for SigLIP2 and Gemma4 quantized-embedder dtype casting are unrelated." } ] }, @@ -13260,8 +13399,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ + "issue:29925", + "issue:33290", "issue:39692", "issue:41950", "issue:42796", @@ -13271,13 +13412,12 @@ "issue:43299", "issue:43381", "issue:43441", - "issue:43479", "issue:43526", - "issue:43577", "issue:43650", "issue:43673", "issue:43824", "issue:43901", + "issue:43976", "issue:44016", "issue:44062", "issue:44220", @@ -13285,22 +13425,21 @@ "issue:44295", "issue:44327", "issue:44336", - "issue:44466", "issue:44496", + "issue:44683", "issue:44779", "issue:44792", "issue:44933", + "issue:44987", "issue:45020", "issue:45216", - "issue:45276", "issue:45335", - "issue:45375", "issue:45405", + "issue:45446", "issue:45584", "issue:45588", "issue:45593", "issue:45812", - "issue:45823", "issue:46082", "issue:46121", "issue:46424", @@ -13312,233 +13451,238 @@ "issue:47333" ], "soft_pairs": [ + "issue:43976|issue:44987", + "issue:44683|issue:45446", "issue:42994|issue:47333", "issue:43673|issue:44336", + "issue:29925|issue:33290", "issue:44279|issue:46515", - "issue:43526|issue:43901", "issue:43381|issue:45593", "issue:44295|issue:46506", + "issue:43526|issue:43901", "issue:44327|issue:46752", "issue:46082|issue:46121", + "issue:43650|issue:44220", "issue:44016|issue:44220", "issue:42994|issue:47332", - "issue:43650|issue:44220", "issue:44016|issue:44062", "issue:43441|issue:45588", "issue:44792|issue:46424", "issue:42907|issue:43441", + "issue:41950|issue:45020", "issue:45335|issue:45584", "issue:43824|issue:44933", - "issue:41950|issue:45020", "issue:44279|issue:45405", "issue:43901|issue:44496", "issue:43295|issue:44779", "issue:39692|issue:43901", - "issue:43901|issue:47217", "issue:44779|issue:45812", - "issue:43299|issue:45216", + "issue:43901|issue:47217", "issue:42796|issue:43650", - "issue:41950|issue:45823", - "issue:43479|issue:45375", - "issue:43577|issue:45216", - "issue:44466|issue:45276" + "issue:43299|issue:45216" ], - "prepared_review_unit_hash": "c550df92ae65e7105bb9585ffa257590d1ca260f56d2d18de6536b8fa59e2f84", + "prepared_review_unit_hash": "bf3199687d466594432b26142fabd786bfbe83d2126f61ec151dd74cdee50a55", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36607, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "soft_pair_count": 29, + "serialized_chars": 36032, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated one-off bug reports across different models, pipelines, and subsystems. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "This is not a duplicate cluster: it mixes unrelated Transformers issues across tokenizers, model loading/saving, attention backends, pipelines, configs, docs, and environment compatibility. None of the soft pairs look like the same concrete bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole set; the reports are heterogeneous. If a representative is needed, issue:45020 is the broadest version-regression tracker, but it does not subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-like report in the set (recent version regressions with remote_code models), so it is the closest thing to a representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: Python version compatibility vs a specific model-loading regression." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compile failure and the other is a bad version check for AuxRequest import." + }, { "left": "issue:42994", "right": "issue:47333", "accept": false, - "reason": "Both are save failures, but one is about quantized models and the other about disk-offloaded Qwen3 checkpoints; different mechanisms and likely different fixes." + "reason": "Both are save/offload problems, but they involve different model families and different save paths." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked-prefill cache regression and ANSI-color output in loading_report are unrelated subsystems and error modes." + "reason": "Unrelated components: GenerationMixin chunked_prefill cache vs ANSI output in loading_report." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:29925", + "right": "issue:33290", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad and no shared concrete code path." + "reason": "Tokenizer fast-mode enforcement is unrelated to a deepspeed/Adafactor OOM." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and TextClassificationPipeline docs mismatch are different artifacts and not the same bug." + "reason": "Generic dependency complaint vs a specific torch 2.4.1 incompatibility; not the same bug." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Eval-mode gradient checkpointing failure and D-FINE auxiliary-loss behavior are unrelated code paths." + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer read error and CPU/CUDA output differences are distinct bugs." + "reason": "A buffer-reading error for position_ids is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different areas: BeitImageProcessorFast label reduction vs documentation wording for text classification." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top-k bounds crash and empty-list chat template crash are unrelated." + "reason": "Both are edge-case index errors, but they occur in different APIs and code paths." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both involve config validation, but one is Llama head_dim rejection and the other is rope-param list handling; not the same fix." + "reason": "One is LlamaConfig head_dim validation; the other is rope-parameter conversion of a JSON-loaded list." }, { - "left": "issue:44016", + "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features issue are completely different problems." + "reason": "Placeholder title is unrelated to the audio feature extraction issue." }, { - "left": "issue:42994", - "right": "issue:47332", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Both mention saving, but quantized-model saving and disk-offloaded model saving are different failure modes." + "reason": "Notebook syntax error and fbank feature extraction are unrelated." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:42994", + "right": "issue:47332", "accept": false, - "reason": "Placeholder issue title and audio feature extraction bug have no substantive overlap." + "reason": "Both are save/offloading issues, but the reported contexts and model families differ enough that they do not look like one concrete bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument duplication; unrelated." + "reason": "Notebook syntax error is unrelated to the AddedToken special-argument TypeError." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "FlashAttention failures, but for different models and causes (Ministral-3 RC issue vs s_aux=None crash on sink-less models)." + "reason": "Both mention flash_attention, but one is a Ministral model failure and the other is an s_aux=None crash in a different code path." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure and cache max length handling are different subsystems." + "reason": "Janus test failure is unrelated to cache max_length behavior for Quantized Cache." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention runtime failures are unrelated." + "reason": "Saving dequantized models is unrelated to a flash-attention model-loading failure." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is a specific pipeline bug, not the remote_code regression described in 45020." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings not updating decoder embeddings vs Whisper empty-transcription generation bug are different code paths." + "reason": "resize_token_embeddings on t5gemma is unrelated to Whisper generation after align_special_tokens." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols in different modules; not the same artifact." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification processor lookup bug and remote_code breakage are too broad and unrelated." + "reason": "Both are import errors, but they involve different missing symbols in different modules." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "General dependency issue vs PEFT minimum-version bump; no shared underlying bug." + "reason": "Generic dependency issue vs a specific unreleased PEFT version bump; not the same change." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for return_all_scores and unrecognized model config are unrelated." + "reason": "Documentation drift for text-classification is unrelated to an unrecognized model/config loading failure." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and behaviors." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are not the same issue as stale text-classification docs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but Deepseek incorrect results and Granite wrong token IDs are separate model-specific bugs." + "reason": "Different tokenizer regressions for different model families; not one concrete fix." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different operations and failures." + "reason": "Docs mentioning return_all_scores is unrelated to VL placeholder handling in user text." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker bug and placeholder issue have no meaningful overlap." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Pipeline processor lookup and Gemma4 device-mismatch forward bug are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Both are multimodal config issues, but they affect different model configs and fields; not the same bug." + "reason": "Ministral tokenizer BPE-marker handling is unrelated to the placeholder issue." }, { - "left": "issue:43577", + "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug and Qwen3.5 save_pretrained regression are different behaviors." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "lm_head.weight serialization inconsistency and resize_token_embeddings propagation are distinct model-state bugs." + "reason": "One is a model-loading regression, the other is a save_pretrained checkpoint regression; different code paths." } ] }, @@ -13560,41 +13704,42 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:42994", + "issue:41950", "issue:43299", - "issue:43317", "issue:43381", - "issue:43441", + "issue:43479", + "issue:43577", "issue:43644", "issue:43650", "issue:43653", "issue:43854", - "issue:43873", "issue:43931", "issue:43976", "issue:44016", "issue:44075", "issue:44242", "issue:44291", - "issue:44336", "issue:44351", "issue:44368", "issue:44462", + "issue:44466", "issue:44683", "issue:45081", "issue:45103", "issue:45200", + "issue:45216", + "issue:45276", "issue:45278", "issue:45357", "issue:45372", + "issue:45375", "issue:45405", "issue:45542", "issue:45588", "issue:45593", - "issue:45800", - "issue:45834", + "issue:45823", "issue:45859", "issue:45907", "issue:46082", @@ -13611,231 +13756,224 @@ "issue:47405" ], "soft_pairs": [ + "issue:41950|issue:45823", + "issue:43479|issue:45375", "issue:46123|issue:46369", "issue:46614|issue:47085", + "issue:44466|issue:45276", + "issue:43577|issue:45216", "issue:43653|issue:45593", - "issue:47145|issue:47405", "issue:43976|issue:45405", + "issue:47145|issue:47405", "issue:43381|issue:47000", "issue:44462|issue:45081", + "issue:46082|issue:46399", "issue:44075|issue:44368", "issue:43299|issue:45357", + "issue:46082|issue:46512", "issue:43644|issue:47145", - "issue:46082|issue:46399", - "issue:43299|issue:43854", "issue:44242|issue:45200", - "issue:46082|issue:46512", - "issue:43931|issue:47145", + "issue:43299|issue:43854", "issue:44016|issue:44291", + "issue:43931|issue:47145", "issue:44683|issue:45542", + "issue:43650|issue:46209", "issue:45588|issue:47000", "issue:44351|issue:45278", - "issue:43650|issue:46209", - "issue:45081|issue:45907", "issue:45859|issue:46851", - "issue:43873|issue:47145", - "issue:45103|issue:45372", - "issue:42994|issue:43317", - "issue:43441|issue:45834", - "issue:44336|issue:46851", - "issue:45542|issue:45800" + "issue:45081|issue:45907", + "issue:45103|issue:45372" ], - "prepared_review_unit_hash": "24a2e83d52ebe6da86afbdfe240ca31e06b4c0806199cbe06fec04d71b7f8d82", + "prepared_review_unit_hash": "fe4f882ccbf9e926e0b28f8d858acbb9cae6e3ab26864409e22dcba9e2f3a826", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35639, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36195, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct bug reports across different models, utilities, and regression classes. None of the soft pairs look like true duplicates, so all soft edges should be rejected. The most central issue in the set is the active quantization/offloading regression.", - "confidence": 0.38, - "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it targets quantization/offloading behavior, has strong discussion activity and inbound references, and best matches the recurring loading/offload theme across the set.", + "summary": "This is a loose topical cluster of Transformers regressions across unrelated code paths (tokenizers, multimodal configs, loading/saving, losses, offload, and docs). None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest regression report in the set and best captures the cluster\u2019s general theme of version-upgrade breakage, even though the individual items are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single representative because it is an umbrella bug with broad impact rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45278 is the most useful umbrella representative because it is a user-facing upgrade regression and can contextualize the surrounding import/load failures better than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: image-processor lookup in video classification vs a Gemma4 device-mapping mismatch during forward." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different models and different fields/default-initialization paths." + }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Different failures: final-batch masking logic vs a model memory overflow. No shared code-path." + "reason": "MaskGenerationPipeline batch-tracking bug is unrelated to sam3-litetext memory overflow." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Tokenizer phonemizer state bug vs tokenizer thread-safety regression. Related area, but not the same bug." + "reason": "Stale phonemizer backend state and tokenizer thread-safety are different failure modes in different subsystems." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue vs D-FINE auxiliary-loss behavior. Unrelated components." + "reason": "One is serialization of tied lm_head weights; the other is resize_token_embeddings not propagating into Gemma4-specific embeddings." }, { - "left": "issue:47145", - "right": "issue:47405", + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype casting and Qwen3.5 save_pretrained checkpoint corruption are separate model-loading/save regressions." + }, + { + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "One is missing FP8 weight_scale application; the other is loading through the wrong Auto class and skipping conversion. Different root causes." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss gating are unrelated bugs." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python/version compatibility break vs an unreleased dependency version bump. Not the same underlying issue." + "reason": "Python version support breakage is not the same as an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "Missing FP8 weight_scale application is a different bug from silent checkpoint conversion skipping under the wrong Auto class." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetr cost-matrix infeasibility are unrelated." + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated code paths." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer file selection bug vs Mistral regex patch crash. Same subsystem, different code paths and symptoms." + "reason": "Tokenizer.json selection and Mistral regex patching are distinct tokenizer-loading issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration are different model/config bugs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling vs a Qwen3.5 LoRA warning about tie_word_embeddings. Different issues." + "reason": "SGD optimizer args being ignored is unrelated to a tied-word-embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL MoE model loading regression vs Qwen3.5 save_pretrained visual-key regression. Same family, different failure modes." + "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained visual-key regression are different model/version issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation and stale model.config.dtype after from_config are separate configuration bugs." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffer initialization junk vs FP8 weight_scale loading corruption. Different mechanisms." + "reason": "Non-persistent buffers being junk-filled is not the same as FP8 compressed-tensors missing weight_scale on load." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Llama config validation vs Qwen3.5 kernel registration/decorator failure. Not duplicate." + "reason": "Missing load-balancing loss and Gemma 4 mm_token_type_ids defaults are different training-behavior bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and different breakpoints." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "MoE load-balancing loss gating vs Gemma 4 token-type defaulting. Different model logic." + "reason": "These are different model-loading failures for different models and root causes." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Config head_dim validation vs dtype propagation/stale config dtype. Separate config bugs." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." }, { "left": "issue:43931", "right": "issue:47145", "accept": false, - "reason": "Shape mismatch loading Qwen3-VL vs FP8 weight_scale omission. Different load-time defects." + "reason": "Qwen3-VL weight shape mismatch is not the same as FP8 checkpoint loading missing weight_scale." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights unexpected argument TypeError. Unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and the tensorboard-without-TF backend error are unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Torch/flex_attention compatibility vs tensorboard-without-TensorFlow backend error. No overlap in failure path." + "reason": "Placeholder issue title versus an FP8 inference-on-B200 bug; no shared underlying defect." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention aux-arg crash vs RTDetr loss infeasibility. Different subsystems." + "reason": "Flash-attention crash on s_aux=None and RTDetrLoss infeasible cost matrix are different components and failures." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Specific missing HybridCache import vs broad upgrade import breakage. One may be part of the other family, but not clearly the same bug." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "Placeholder issue title vs FP8 inference failure on B200. Clearly unrelated." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patch crash vs Hub list_repo_files revision forwarding. Different code paths." + "reason": "Missing HybridCache import and broad import errors after upgrade are related only at a very high level, not the same bug." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility vs variable-length position_ids bug. Same model family, different concrete defects." + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids handling are different Qwen3.5 issues." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Both involve quantization/offload, but one is general offloading behavior and the other is FP8 checkpoint scaling. Not the same bug." + "reason": "Tokenizer regex patching crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling vs Gemma 4 processor import failure. Unrelated." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Quantized saving failure vs dequantized model loading with device_map=auto. Both touch quantization/loading, but they are different symptoms and code paths." - }, - { - "left": "issue:43441", - "right": "issue:45834", - "accept": false, - "reason": "Ministral FlashAttention regression vs Kosmos2.5 OCR index error. Different models and failures." - }, - { - "left": "issue:44336", - "right": "issue:46851", - "accept": false, - "reason": "ANSI output in loading_report vs Qwen3.5 position_ids handling. No shared bug." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorFlow backend detection issue vs torch/transformers version incompatibility. Different dependency problems." + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor import failure stem from different parts of the stack." } ] }, @@ -13857,24 +13995,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:33290", "issue:42175", "issue:42796", + "issue:42994", + "issue:43317", "issue:43441", "issue:43479", "issue:43525", "issue:43575", "issue:43673", - "issue:43723", "issue:43761", "issue:43784", "issue:43824", + "issue:43873", "issue:43881", "issue:43901", "issue:43976", - "issue:44162", "issue:44186", "issue:44188", "issue:44246", @@ -13888,7 +14027,6 @@ "issue:44671", "issue:44749", "issue:44779", - "issue:45072", "issue:45325", "issue:45362", "issue:45397", @@ -13897,9 +14035,9 @@ "issue:45600", "issue:45656", "issue:45712", - "issue:46291", + "issue:45800", + "issue:45834", "issue:46399", - "issue:46829", "issue:46846", "issue:46851", "issue:47000", @@ -13909,214 +14047,251 @@ "issue:47427" ], "soft_pairs": [ + "issue:43873|issue:47145", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:45542|issue:45800", + "issue:43784|issue:45542", "issue:44671|issue:44779", "issue:44246|issue:47217", - "issue:43784|issue:45542", "issue:44186|issue:47000", "issue:42175|issue:43976", "issue:44623|issue:44749", "issue:45325|issue:46851", "issue:43673|issue:43761", "issue:43479|issue:43525", - "issue:43525|issue:43881", - "issue:43901|issue:44246", "issue:33290|issue:45656", + "issue:43525|issue:43881", "issue:44623|issue:45397", "issue:46399|issue:46846", - "issue:43575|issue:47145", + "issue:43901|issue:44246", "issue:44261|issue:44263", "issue:44589|issue:45362", "issue:42796|issue:43441", + "issue:43575|issue:47145", "issue:44188|issue:44336", "issue:45600|issue:45712", "issue:45588|issue:47427", "issue:45362|issue:47333", "issue:43824|issue:43976", - "issue:44246|issue:44496", "issue:44336|issue:44373", - "issue:43723|issue:44162", - "issue:46291|issue:46399", - "issue:46399|issue:46851", - "issue:45072|issue:46829" + "issue:44246|issue:44496" ], - "prepared_review_unit_hash": "b81b3b1fed9eb8f3110c3524292f6c2c1dd76941817f79927a0dd811a24bb074", + "prepared_review_unit_hash": "117c7e5f1bba778370f85e6c9f5c1c74f108778c3e1151e6952df45ff988f0f0", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36350, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "soft_pair_count": 30, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs share themes or subsystems but not the same concrete bug/change. I would not merge any of the candidate duplicate edges. The only close neighborhood is the deepspeed/optimizer pair, but it still looks like different symptoms rather than one underlying defect.", - "confidence": 0.35, - "canonical_issue_reason": "issue:45656 is the best anchor here: it is open, concrete, and points to a specific deepspeed optimizer-step bug path. Even so, the cluster as a whole does not look like a true duplicate set.", + "summary": "A heterogeneous set of unrelated Transformers issues clustered by broad embedding similarity, not by a shared underlying bug. The soft links mostly reflect the same broad areas (offloading, quantization, model loading, tokenizer/model config, docs), but not mergeable duplicates. No PRs are present in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate hub stands out; issue 43873 is the best representative because it is the only open item and the most discussed/referenced, with a broad offloading+quantization scope closest to the cluster\u2019s general theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45656 is the strongest representative issue because it is the clearest actionable code-path report in the set and the most plausible target for follow-up triage.", + "best_issue_reason": "Issue 43873 is the most suitable anchor for triage because it is active, has the most discussion/inbound references, and is broad enough to represent the cluster even though the cluster is not a real duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Both are v5 incorrect-output reports, but they hit different models and different tokenizer/model paths." + "reason": "Both involve offloading/quantization, but one is about generic offloading behavior and the other is a specific FP8 compressed-tensors weight_scale omission; different code paths and fixes." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Same model family, but one is a FlashAttention regression and the other is a long-ocr index error; unrelated failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantized/dequantized model handling, but saving failure and gpu+cpu offload loading failure are distinct bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Import slowdown and VL placeholder handling are unrelated failures." + "reason": "One is ANSI codes in loading_report, the other is Qwen3.5 variable-length position_ids handling; no shared underlying bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Packaging/backend dependency issue versus a torch/transformers version incompatibility; too broad and unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "One is a missing `nn` import during sentence-transformers import; the other is a TensorFlow/backend dependency issue." + "reason": "Import NameError in sentence-transformers integration is unrelated to TensorBoard/TensorFlow backend installation behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different symptom classes: masked LM correctness vs tokenizer output regression." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Slow import and VL image-placeholder handling are unrelated issues." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "Different model components and different errors: tokenizer batching crash vs RTDetr loss infeasible cost matrix." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging backend omission and Python-version support are different issues." + "reason": "Backend installation confusion versus Python version compatibility; not the same bug." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files from `processor.save_pretrained` and a post-upgrade slowdown are not the same bug." + "reason": "Processor save-pretrained missing files and Chinese performance regression are unrelated." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention `position_ids`, but they affect different Qwen models and different failure modes." + "reason": "Both are Qwen position-id issues, but one is a still-image rope scaling bug in Qwen2.5-VL and the other is variable-length input handling in Qwen3.5; different concrete code paths." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache regression and CLIP hidden_states regression are distinct." + "reason": "Cache missing in generation/chunked prefill is distinct from CLIPVisionModel hidden_states regression." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Config default initialization and missing `pad_token_id` are different config bugs." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "A missing config attribute is not the same as a model loading failure." + "reason": "Multimodal config default initialization and missing pad_token_id are separate config bugs." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Docs mentioning `return_all_scores` vs import slowness are unrelated." + "reason": "Both mention Deepspeed/optimizers, but OOM with Adafactor and double optimizer.step calls are different problems." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Both involve deepspeed/optimizer behavior, but one is OOM with Adafactor while the other is a double-step call; not the same concrete bug." + "reason": "Missing pad_token_id in one config does not match a GLM-4V loading failure." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save/export files and Gemma-4 ZeRO3 loading are separate code paths." + "reason": "Processor save files issue and gemma-4 zero3 from_pretrained failure are not the same underlying bug." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Kernel registration/decorator failure and missing TP-plan entries causing OOM/shape errors are different defects." + "reason": "Kernel registration/decorator error and missing base_model_tp_plan entries causing TP OOM are distinct issues." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "TP loading OOM and FP8 weight_scale omission are not the same underlying problem." + "reason": "Docs mismatch for text classification pipeline is unrelated to intermittent slow imports." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Precision drift from missing `rms_norm_eps` and a `torch.split` return-value issue are unrelated." + "reason": "Precision drift from missing rms_norm_eps and torch.split return-value handling are different code-path bugs." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "A storage-type lookup error is not the same as a chat pipeline crash." + "reason": "Missing Float8 storage object and Qwen3.5 chat crash are unrelated failures." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention failures are different bugs." + "reason": "Tokenizer BPE marker handling and FlashAttention crash in Ministral-3 are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP load OOM and FP8 compressed-tensors save/load corruption are different memory/model-loading problems." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel branching on `torch.compile` is unrelated to ANSI code generation in loading reports." + "reason": "Torch.compile attention-kernel divergence and loading_report ANSI output are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed config references in auto-mappings and leftover dummy classes are both CI cleanup issues, but not the same artifact or bug." + "reason": "Removed auto-mapping configs breaking CI and leftover dummy classes in dummy_pt_objects are separate cleanup/test failures." }, { "left": "issue:45588", "right": "issue:47427", "accept": false, - "reason": "A FlashAttention `s_aux=None` crash is different from redundant init skipping on non-CUDA hardware." + "reason": "FlashAttention sink-less-model crash and redundant initialization skipping on non-CUDA hardware are different code paths." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat crashing and disk-offloaded save failures are unrelated." + "reason": "Qwen3.5 chat crash and disk-offloaded save failure are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing model symbol import and Python 3.9/3.10 compatibility are not duplicates." + "reason": "Missing exported model class and Python version support issue are unrelated." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Kernel registration issues and variable-length `position_ids` handling are different." + "reason": "ANSI color leakage and docstring wording are not the same bug." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model config are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44496", "accept": false, - "reason": "bfloat16 dtype mismatch in CI and VideoPrism output-field mixup are distinct problems." + "reason": "Layernorm precision bug and model config recognition error are unrelated." } ] }, @@ -14138,33 +14313,32 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:36246", "issue:42491", "issue:42915", "issue:43257", - "issue:43295", "issue:43299", - "issue:43352", "issue:43526", "issue:43540", "issue:43550", "issue:43596", + "issue:43723", + "issue:44162", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44479", - "issue:44496", "issue:44779", "issue:44871", "issue:45003", + "issue:45072", "issue:45083", "issue:45103", "issue:45137", - "issue:45250", "issue:45292", "issue:45375", "issue:45397", @@ -14172,8 +14346,8 @@ "issue:45563", "issue:45588", "issue:45593", - "issue:45701", "issue:45759", + "issue:46291", "issue:46399", "issue:46424", "issue:46506", @@ -14183,6 +14357,7 @@ "issue:46726", "issue:46752", "issue:46821", + "issue:46829", "issue:46851", "issue:47176", "issue:47177", @@ -14190,8 +14365,12 @@ "issue:47312" ], "soft_pairs": [ - "issue:46655|issue:46726", + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:46399|issue:46851", "issue:42491|issue:43299", + "issue:46655|issue:46726", + "issue:45072|issue:46829", "issue:45083|issue:46851", "issue:44297|issue:45397", "issue:47176|issue:47177", @@ -14203,232 +14382,228 @@ "issue:44246|issue:44871", "issue:45561|issue:45563", "issue:44336|issue:46424", - "issue:43550|issue:46506", "issue:44295|issue:45397", + "issue:43550|issue:46506", "issue:43540|issue:46752", - "issue:46614|issue:46665", "issue:42915|issue:47312", - "issue:36246|issue:43596", "issue:43540|issue:46655", + "issue:36246|issue:43596", + "issue:46614|issue:46665", "issue:46726|issue:47217", - "issue:43257|issue:45137", "issue:44479|issue:46655", + "issue:43257|issue:45137", "issue:44779|issue:45292", - "issue:44496|issue:45003", "issue:45375|issue:45759", - "issue:45292|issue:45701", - "issue:44242|issue:45593", - "issue:43295|issue:45292", - "issue:43352|issue:45250" + "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "2a032f7ce53dd0cc99ac54e99da62e308e20d16442bd8f5daf70415622cc3ac1", + "prepared_review_unit_hash": "a106c6780339f97280600767ce1229e8cef17d6aae77ffa6b7e4c46e6273099c", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36756, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "serialized_chars": 36819, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions spanning Qwen multimodal/video, tokenizer behavior, DeepSpeed, security, and general modeling utilities. I do not see a true duplicate core, so all soft edges are rejected.", - "confidence": 0.81, - "canonical_issue_reason": "If one issue must represent the cluster, 44479 is the broadest user-facing regression among the Qwen multimodal/video items. That said, the cluster is too mixed for a strong single canonical issue.", + "summary": "This set is mostly heterogeneous transformer bug reports with only superficial lexical similarity. The soft-similarity links do not indicate true duplicates, so none of the candidate pairs should be merged. The only loosely related pocket is Qwen multimodal/video-loading issues, but even there the failure modes and code paths differ.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression in the only loosely related subset (Qwen VL/video handling), so it is the best anchor if one must choose a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "44479 has the widest scope and best matches the most repeated theme in the cluster (Qwen multimodal/video regressions), but it is still only a loose representative, not a true duplicate hub.", + "best_issue_reason": "issue:44479 has the clearest user-facing reproduction and the widest model coverage among the related Qwen multimodal reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure vs ESM2 breakage; different subsystems and symptoms." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipelines import/version check issue vs Qwen3.5 rotary-registration bug; unrelated code paths." + }, + { + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Both involve vision/video processors, but one is a SmolVLM padding bug and the other is an AutoProcessor missing-backend error; different failure modes and fixes." + "reason": "Missing decorator on rotary embedding registration vs variable-length position_ids handling; different bugs." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE/hf5.x regressions, but one is a LoRA compatibility issue and the other is a loading failure in v5.0.dev0; not the same bug." + "reason": "Both involve Qwen3 MoE loading, but one is a hf4.x/hf5.x LoRA compatibility issue and the other is accelerate+deepspeed weight conversion." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation error vs missing-vision-backend processor resolution; different failure layers." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper vs VideoPrism output field mix-up; unrelated." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different models and code paths: a Qwen3 Omni MoE feature-extraction helper bug versus a Qwen3.5 variable-length position_ids issue." + "reason": "Helper output-length computation in qwen3_omni_moe vs position_ids handling in Qwen3.5; not the same bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch and Gemma-4 ZeRO3 loading are unrelated problems." + "reason": "Tokenizer save-pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure; different areas." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Two separate security issues: command-substitution allowlist bypass versus tar/zip slip file-write RCE." + "reason": "Both are security issues, but command-substitution bypass and tar/zip slip are distinct vulnerabilities." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "One is unsafe sys.modules access in modeling_utils; the other is VL image-placeholder handling in user text." + "reason": "Unsafe sys.modules access in modeling_utils vs VL image-placeholder parsing; unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and sys.modules access in modeling_utils are unrelated." + "reason": "BEiT image processor label reduction bug vs modeling_utils module lookup issue; no shared code path." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sink handling and Qwen3.5 variable-length position_ids are different regressions." + "reason": "Flash-attention crash on s_aux=None vs variable-length position_ids bug; unrelated." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Generic sys.modules access issue versus TimesFM window_size attribute error; no shared underlying bug." + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel registration error are different code paths." + "reason": "auto_docstring annotations crash vs Qwen3.5 rotary decorator issue; different functionality." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance problem and Gemma eos_token_id config inconsistency are not duplicates." + "reason": "Import latency report vs Gemma eos_token_id inconsistency; not the same defect." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Pytest-xdist race on captured_info.txt and stale num_return_sequences warning are unrelated testing issues." + "reason": "xdist file race vs stale warning in paged generate; different behavior and scope." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "ANSI code emission in loading_report and cache max length handling are unrelated utility bugs." + "reason": "ANSI output formatting vs cache max length handling; unrelated." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and CPU/CUDA output differences in PPDocLayoutV3 are different problems." + "reason": "position_ids buffer access error vs gemma-4 zero3 loading; different models and code paths." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "position_ids buffer access bug and Gemma-4 Zero3 loading issue are unrelated." + "reason": "torch.compile SDPA failure in Bamba vs CPU/CUDA divergence in PPDocLayoutV3; unrelated." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and empty-chat-template handling are different user flows." + "reason": "Qwen3OmniMoe video ValueError vs empty-list chat template crash; unrelated." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:42915", + "right": "issue:47312", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained-in-class inconsistency are separate issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs kernels 0.16 incompatibility; different causes." }, { - "left": "issue:42915", - "right": "issue:47312", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Qwen3Moe FP8 config failure and kernels version incompatibility are not the same concrete bug." + "reason": "Both are video-related, but one is a Qwen3OmniMoe input validation failure and the other is a SmolVLM padding bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VLImageProcessor import error and DeepSpeed ZeRO3 BertModel index error are unrelated." + "reason": "Qwen2_5_VL import error vs DeepSpeed ZeRO3 BertModel IndexError; unrelated." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Both touch video processing, but they target different models and different root causes (Qwen3OmniMoe input validation vs SmolVLM padding math)." + "reason": "Stale phonemizer backend state vs from_pretrained inconsistency inside classes; different mechanisms." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "AutoProcessor missing-vision-backend error and VL placeholder-in-user-text failure are distinct issues." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Both involve DeepSpeed ZeRO3, but one is Qwen3 MOE weight conversion with accelerate/deepspeed and the other is an empty-deque IndexError." + "reason": "Missing vision backend error vs image-placeholder-in-user-text failure; both VL-adjacent but distinct." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video regressions, but 44479 is a broad Qwen-family issue while 46655 is a SmolVLM-specific padding bug; not mergeable into one PR." + "reason": "Both mention video input, but 44479 is a broad Qwen v5.3.0 regression while 46655 is a specific SmolVLM padding-calculation bug." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Deepseek tokenizer output changes and resize_token_embeddings not updating output embeddings are different tokenizer/model-sync problems." + "reason": "Qwen3 MoE weight conversion issue vs ZeRO3 deque underflow; different subsystems." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Unrecognized model config error and unsafe sys.modules access in modeling_utils are unrelated." + "reason": "Deepseek tokenizer correctness vs resize_token_embeddings not updating output embeddings; unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing strict config field for Qwen3.5MoeVisionConfig and AutoModelForCausalLM not unwrapping text_config are different composite-config bugs." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Embedding resizing bug and version-dependent tokenization changes are not the same issue." + "reason": "Missing config field in Qwen3.5MoeVisionConfig vs composite-config unwrapping in AutoModelForCausalLM.from_config; different bugs." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss when router logits are off and D-FINE auxiliary-loss behavior are unrelated MoE/detection issues." - }, - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Custom processor/tokenizer regression in v4.57.5 and resize_token_embeddings not affecting output_embeddings are different code paths." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Specific NemotronHForCausalLM Flash Attention 2 support error versus a generic Flash Attention 2.0 topic; too broad and not the same bug." + "reason": "Load-balancing loss gating vs D-FINE auxiliary-loss omission; only loosely analogous, not the same change." } ] }, @@ -14450,16 +14625,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ - "issue:29870", - "issue:30333", "issue:36246", "issue:42757", "issue:42886", + "issue:43295", + "issue:43352", "issue:43475", "issue:43540", - "issue:43653", "issue:44038", "issue:44060", "issue:44077", @@ -14467,7 +14641,6 @@ "issue:44242", "issue:44295", "issue:44351", - "issue:44368", "issue:44451", "issue:44466", "issue:44479", @@ -14475,21 +14648,21 @@ "issue:44749", "issue:44857", "issue:44877", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", + "issue:45250", + "issue:45292", "issue:45335", "issue:45375", - "issue:45397", "issue:45459", "issue:45561", "issue:45588", "issue:45600", - "issue:45656", "issue:45685", + "issue:45701", "issue:46132", "issue:46170", "issue:46369", @@ -14498,235 +14671,255 @@ "issue:46726", "issue:46752", "issue:47217", + "issue:47312", "issue:47321", - "issue:47429" + "issue:47429", + "issue:47455" ], "soft_pairs": [ + "issue:45292|issue:45701", + "issue:43352|issue:45250", "issue:44995|issue:45200", + "issue:43295|issue:45292", "issue:36246|issue:44351", "issue:44060|issue:44077", "issue:36246|issue:42757", - "issue:44466|issue:45335", "issue:46170|issue:47321", - "issue:45137|issue:45600", "issue:44162|issue:45200", + "issue:44466|issue:45335", "issue:42886|issue:46132", + "issue:45137|issue:45600", "issue:44995|issue:45588", "issue:44451|issue:46752", "issue:44295|issue:44749", "issue:45685|issue:46431", - "issue:44877|issue:45375", - "issue:44479|issue:46170", "issue:47217|issue:47429", + "issue:44479|issue:46170", + "issue:44877|issue:45375", "issue:43475|issue:46369", "issue:45003|issue:45561", "issue:44877|issue:46170", "issue:44987|issue:45459", + "issue:47312|issue:47455", "issue:44623|issue:46726", "issue:44038|issue:46506", - "issue:29870|issue:30333", - "issue:44242|issue:44857", "issue:43475|issue:43540", - "issue:44368|issue:44977", - "issue:43653|issue:44162", - "issue:45397|issue:45656" + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "c79382a92a5748d5a1718a2e8900f67aed80e1d1131aa495c1beef9fb4997ae1", + "prepared_review_unit_hash": "1a9fb3b62e5eaaaeb034fdfea85ea3a13486e7d78bd24f1b4b1607fc3b2be839", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36097, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs across model families, tokenizer/import failures, config/serialization issues, and runtime/deepspeed/CI problems. The soft pairs mostly share only broad keywords or the same subsystem name, not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a true duplicate set; the items span unrelated failures and code paths.", + "summary": "Mostly unrelated issue set. I found one plausible duplicate pair around `resize_token_embeddings` not updating tied embeddings, but the rest are distinct regressions/import errors/config bugs.", + "confidence": 0.83, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if a representative is needed, 44479 is the broadest concrete regression report (v5.3.0 video-input failures across multiple Qwen VL variants).", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the cluster for the same reason: the paired items do not describe one underlying defect.", + "best_issue_reason": "44479 is the strongest anchor because it describes a widespread, version-specific regression with multiple affected model families and a clear reproducer surface.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "`resize_token_embeddings` vs tokenization/version-dependent tokenization behavior; different failure modes and code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is only a generic Flash Attention 2.0 topic, not the same bug." + }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different failures: stale cache on second forward pass vs missing mm_token_type_ids defaulting in Gemma 4 fine-tuning." + "reason": "Stale cache crash in one MoE model vs missing `mm_token_type_ids` default in Gemma 4; unrelated issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression with images vs embedding resize not updating output embeddings; different concrete bugs." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different code paths." + "reason": "Both are import errors, but for different missing symbols in different modules; not the same underlying breakage." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Unrelated model warnings/config validation issues; not the same bug or fix." + "reason": "Tied-weights warning bug vs `patchtsmixer` post-init policy; no shared code-path problem." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different dependency/import symbols from different packages; only superficially similar." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both involve tied embeddings, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Different missing imports from different packages/modules; too unrelated to be duplicates." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "Different AMD/Windows/ROCm problems with no shared failing code path." + "reason": "Windows/ROCm torch.distributed import issue vs AMD quark class update issue; different subsystems and symptoms." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "ZeRO3 deque underflow and stale auto_mappings entries are unrelated." + "reason": "ESM2 breakage vs Gemma 4 fine-tuning token-type default issue; unrelated model bugs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Different models and symptoms; no common defect." + "reason": "Both mention tied embeddings, but one is device-dependent serialization and the other is resize propagation to decoder embeddings; not the same concrete bug." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline cache loading failure vs attention registration behavior change; unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs stale auto-mapping reference in CI; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Second-forward cache bug is unrelated to flash_attention handling of s_aux=None." + "reason": "MoE stale indexer cache crash vs flash_attention `s_aux=None` attribute error; different code paths." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure vs empty-chat-template IndexError; different paths." + "reason": "Model loading failure vs empty chat-template input crash; unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and data filtering slowdown are unrelated." + "reason": "Position buffer read error vs Chinese report of preprocessing slowdown; no shared bug signal." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram/int issue has nothing to do with chat template availability." + "reason": "MPS histogram kernel limitation vs `apply_chat_template` missing template error; unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:47217", + "right": "issue:47429", "accept": false, - "reason": "Both mention config strictness, but they are different config fields and different models." + "reason": "VL image-placeholder handling bug vs tokenizers dependency upper-bound issue; different layers entirely." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression and Windows ROCm import/dependency issue are unrelated." + "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import failure; unrelated." }, { - "left": "issue:47217", - "right": "issue:47429", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Image-placeholder handling and tokenizers version pinning are unrelated." + "reason": "Both involve strict config handling, but they affect different model configs and failure modes; not the same concrete bug." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Both are SAM3-related, but one is a missing attribute and the other is memory overflow; different bugs." + "reason": "SAM3 video attribute error vs SAM3-litetext memory overflow; different symptoms and likely different fixes." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and xdist race on captured_info.txt are different issues." + "reason": "`sys.modules` access bug vs xdist race on captured file; unrelated testing/runtime issues." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "No shared concrete code path; config loading vs PyTorch/ROCm import dependency." + "reason": "Strict config loading vs Windows/ROCm import dependency issue; unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Different failures: model loading on transformers>=5.1.0 vs protobuf decode-error masking." + "reason": "Model load failure vs tokenizer error masking when protobuf is absent; different problems." + }, + { + "left": "issue:47312", + "right": "issue:47455", + "accept": false, + "reason": "Kernels version compatibility vs incorrect version check; related theme but not the same bug." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "save_pretrained missing files and missing-vision-backend AutoProcessor messaging are different problems." + "reason": "Missing save_pretrained files vs AutoProcessor vision-backend fallback behavior; unrelated." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + "reason": "Qwen3-VL-Moe bug vs CPU/CUDA result divergence in PPDocLayoutV3; unrelated." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Generate-time UnboundLocalError and MLflow status not updated after failed training are unrelated." + "reason": "Different model families and different failure modes (SAM3 video attr error vs Qwen3OmniMoe video processing ValueError)." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss logic and float16 AMP CUDA crash are different code paths." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "Different video-processing failures in different model families; not mergeable as one PR." + "reason": "Load-balancing loss logic vs AMP/CUDA loss crash; no shared code-path problem." }, { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Both mention Qwen3.5, but one is a tie_word_embeddings warning and the other is a flash-attention generation regression." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: both report the resize call failing to propagate to tied/output/decoder embeddings, with 45335 as a model-specific repro." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Model loading failure vs empty-list chat-template crash; unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Gemma-4 zero3 loading and double optimizer.step under deepspeed are not the same defect." + "reason": "xdist race on captured info file vs VL image-placeholder parsing failure; unrelated." } ] }, @@ -14748,15 +14941,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ + "issue:29870", + "issue:30333", "issue:39692", "issue:42199", "issue:42886", - "issue:42994", "issue:43065", "issue:43408", - "issue:43475", + "issue:43653", "issue:43701", "issue:43723", "issue:43784", @@ -14764,15 +14958,16 @@ "issue:43931", "issue:43976", "issue:43994", + "issue:44162", "issue:44188", - "issue:44297", "issue:44361", "issue:44368", "issue:44483", - "issue:44623", "issue:44749", + "issue:44977", "issue:45103", "issue:45229", + "issue:45397", "issue:45412", "issue:45563", "issue:45593", @@ -14789,249 +14984,254 @@ "issue:46710", "issue:46726", "issue:46752", - "issue:46821", "issue:46851", "issue:46858", "issue:47020", "issue:47059", "issue:47068", "issue:47145", - "issue:47312", "issue:47429" ], "soft_pairs": [ + "issue:29870|issue:30333", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", "issue:46305|issue:46315", - "issue:42994|issue:47312", "issue:43723|issue:46710", "issue:43065|issue:43408", "issue:45412|issue:46123", "issue:42886|issue:45229", "issue:47059|issue:47429", - "issue:43931|issue:44368", "issue:43906|issue:46202", "issue:45987|issue:46082", + "issue:43931|issue:44368", "issue:45103|issue:46858", "issue:42199|issue:46851", "issue:44361|issue:44749", - "issue:44368|issue:45563", "issue:43994|issue:46726", + "issue:44368|issue:45563", "issue:46132|issue:47145", - "issue:46752|issue:47020", "issue:44188|issue:46202", + "issue:46752|issue:47020", "issue:45593|issue:47068", - "issue:43976|issue:47429", "issue:44483|issue:46202", - "issue:43784|issue:46399", - "issue:44188|issue:46421", + "issue:43976|issue:47429", "issue:43701|issue:44749", + "issue:44188|issue:46421", + "issue:43784|issue:46399", "issue:44749|issue:45656", "issue:43065|issue:46123", - "issue:39692|issue:46726", - "issue:44297|issue:44623", - "issue:43475|issue:46821" + "issue:39692|issue:46726" ], - "prepared_review_unit_hash": "1e1d893743488ea07b3fe3aacf7da4ae5d1181dbfcd11d55aadfa378eb1954dd", + "prepared_review_unit_hash": "36df1dfce711fc5fd464a97bab0f2fad7ef2b9abc88c0d9db44a1418adf71fd8", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36637, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "soft_pair_count": 30, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the items span unrelated tokenizer, vision, cache, training, and quantization bugs, so there is no convincing duplicate core. I rejected every soft edge as a false match.", - "confidence": 0.18, - "canonical_issue_reason": "There is no true canonical duplicate target in this set; if one issue must stand in as the representative, issue 45229 is the strongest standalone report because it has the deepest discussion and a concrete, high-impact failure mode.", + "summary": "This cluster is heterogeneous: every soft pair appears to be a different bug/regression in a different code path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes, with no single underlying bug tying them together.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best standalone issue here: it is detailed, user-visible, and well-discussed, making it the most suitable reference point despite the cluster not being a real duplicate group.", + "best_issue_reason": "No strong global representative exists; picking any one issue would be arbitrary because the cluster is not a duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Unrelated bugs: sliding-window masking logic vs tokenizer conversion performance regression." + "reason": "Unrelated failures: BART generation hits an UnboundLocalError, while the other is an MLflow job-status reporting issue." }, { - "left": "issue:42994", - "right": "issue:47312", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Quantized model saving failure is unrelated to a kernels-version compatibility complaint." + "reason": "Both mention Qwen3.5, but one is a config warning about tied embeddings and the other is a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different problems: Gemma-4 from_pretrained/ZeRO3 loading versus deepspeed double optimizer stepping." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug versus an ESM2 model regression; no shared code-path." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is a sliding-window mask off-by-one; the other is a tokenizer performance regression." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer-loading regression in v5 is not the same as a DeepSeek accuracy regression." + "reason": "Tokenizer-loading regression in v5 versus an accuracy regression for a specific model after upgrade." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d implementation and a model-type mismatch warning are different SAM3 issues." + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release behavior is unrelated to a mask generation pipeline batching warning." + "reason": "Memory not released on deletion is unrelated to the pipeline batch-finalization bug." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are different code paths and failures." + "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are different failures." }, { "left": "issue:47059", "right": "issue:47429", "accept": false, - "reason": "A CLI break with huggingface_hub is unrelated to a tokenizers upper-bound packaging issue." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning are not the same defect." + "reason": "CLI breakage from a hub API change is unrelated to the tokenizers version upper-bound packaging issue." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not enough to show the same Gemma roundtrip failure." + "reason": "An isolated reproduction of an earlier issue is not the same bug as Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache return-type contract bug versus LlamaConfig validation of explicit head_dim; different paths." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 embedding-tie warning." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring annotation parsing crash and cache seq-length tensor arithmetic are different failures." + "reason": "Auto-docstring annotation handling bug versus cache seq-length/device-tensor arithmetic bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality handling and Qwen3.5 variable-length position-id support are unrelated." + "reason": "DETR cardinality calculation versus Qwen3.5 variable-length position_ids; no common root cause." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task crashes do not match a training-time performance regression." + "reason": "MLLukeTokenizer AttributeError is unrelated to the v4.57.3\u2192v5.3.0 data-filtering slowdown." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "A model-config warning for LoRA fine-tuning is not the same as a paged-generate stale warning." + "reason": "SigLIP2 wrong outputs and AutoProcessor missing-backend error are distinct vision-model issues." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "SigLIP2 nonsensical outputs and missing-vision-backend processor loading are different bugs." + "reason": "Qwen3.5 tie_word_embeddings warning is unrelated to the stale num_return_sequences warning in paged generate()." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior changes are unrelated to FP8 frozen-checkpoint loading without weight_scale." + "reason": "AttentionInterface registration behavior change and FP8 weight_scale loading corruption are different bugs." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Empty-chat-template indexing and XLMRobertaTokenizer Unigram initialization are different tokenizer issues." + "reason": "torch.compile attention-kernel divergence does not match the Gemma \u2581 roundtrip failure." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a Gemma token roundtrip failure." + "reason": "Empty chat-template input crash versus XLMRobertaTokenizer passing a dict to Unigram; unrelated code paths." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Missing auxiliary losses in D-FINE is not the same as a host-synchronization issue in DeepSpeed loss computation." + "reason": "D-FINE auxiliary-loss omission is unrelated to the deepspeed host-synchronization concern." }, { - "left": "issue:43976", - "right": "issue:47429", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Python version compatibility and tokenizers dependency bounds are unrelated packaging problems." + "reason": "Chat-completions API request rejection is not the same as Gemma pipeline token roundtripping." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43976", + "right": "issue:47429", "accept": false, - "reason": "Chat-completions API acceptance failure is not the same as the Gemma roundtrip token issue." + "reason": "Python version compatibility report and tokenizers dependency upper bound are separate packaging issues." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "sentence-transformers import NameError is unrelated to a missing decorator in Qwen3.5 kernel registration." + "reason": "resume_from_checkpoint key mismatch and data-filtering slowdown after upgrade are unrelated." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention compile behavior, but one is kernel divergence while the other is cache lazy-init recompilation; not the same bug." + "reason": "Attention-kernel divergence under torch.compile is different from cache lazy-initialization recompilation." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Checkpoint-key mismatch during resume is unrelated to a throughput regression in data filtering." + "reason": "Import-time NameError in sentence-transformers is unrelated to Qwen3.5 kernel registration failure." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown and double optimizer stepping under DeepSpeed are different training bugs." + "reason": "A slowdown regression in filtering data is not the same as deepspeed calling optimizer.step twice." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy pixel-decoder convolution and a mask pipeline batch flag bug are unrelated." + "reason": "SAM3 pixel decoder dummy Conv2d and mask pipeline final-batch handling are unrelated." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 doc-example errors and missing-vision-backend processor loading are different issues." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Tokenizer save-pretrained metadata mismatch and processor save-pretrained missing files are related only at a broad save API level, not the same concrete bug." - }, - { - "left": "issue:43475", - "right": "issue:46821", - "accept": false, - "reason": "A missing vision-encoder attribute in SAM3 video is unrelated to a TimesFM window_size AttributeError." + "reason": "SigLIP2 doc example errors and AutoProcessor backend-missing handling are different vision/documentation issues." } ] }, @@ -15053,7 +15253,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28282", "issue:30990", @@ -15062,7 +15262,6 @@ "issue:42907", "issue:42994", "issue:43232", - "issue:43278", "issue:43475", "issue:43482", "issue:43643", @@ -15074,6 +15273,7 @@ "issue:44162", "issue:44188", "issue:44279", + "issue:44297", "issue:44373", "issue:44451", "issue:44623", @@ -15095,6 +15295,7 @@ "issue:46132", "issue:46326", "issue:46463", + "issue:46821", "issue:46851", "issue:46877", "issue:47000", @@ -15104,10 +15305,12 @@ "issue:47448" ], "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43475|issue:46821", "issue:42994|issue:43482", - "issue:44964|issue:45137", "issue:43475|issue:43643", "issue:43646|issue:44162", + "issue:44964|issue:45137", "issue:46463|issue:46877", "issue:44373|issue:46851", "issue:42907|issue:47448", @@ -15118,210 +15321,221 @@ "issue:43723|issue:46326", "issue:44188|issue:46851", "issue:45561|issue:47217", - "issue:46877|issue:47000", "issue:43232|issue:43673", "issue:44451|issue:47429", + "issue:46877|issue:47000", "issue:44279|issue:47429", - "issue:44869|issue:45356", "issue:45375|issue:45478", - "issue:44038|issue:44623", "issue:44661|issue:47059", + "issue:44869|issue:45356", + "issue:44038|issue:44623", "issue:36010|issue:41628", "issue:43873|issue:44945", - "issue:41628|issue:44933", "issue:45310|issue:45375", - "issue:43278|issue:45137" + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "ea756adcdac0e13a481e7f911576d5eb262a96d495a5bf3f2920da21f3d0c667", + "prepared_review_unit_hash": "453b97890e57e459c19c1e3a00eabb4190413fdab3daaa86db3c159ec4986def", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34641, - "estimated_input_tokens": 8661, - "estimated_eval_tokens": 17578 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35519, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 }, "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. The soft edges are title-similar but usually point to different failure modes, code paths, or model families, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "If a single issue must represent the cluster, issue 43873 is the best anchor: it is the most active, open, and high-signal report in the set, with inbound references and a concrete bug description. That said, the cluster is heterogeneous and this issue is not a true duplicate of the others.", + "summary": "This cluster is mostly a loose collection of distinct Transformers regressions (imports, loading, saving, generation, quantization, and model-specific failures). The soft pairs share broad wording but do not look like the same underlying bug/change, so I reject all of them.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring v5 regression theme, but the set is still heterogeneous and not a clean duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone triage target because it is active, well-discussed, and describes a specific reproducible bug rather than a vague symptom.", + "best_issue_reason": "issue:43646 is the most generally phrased issue and best fits as a cluster placeholder, though it only loosely represents the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "One is a quantized model save failure; the other is a GGUF load failure for a specific model family. Similar theme, different operation and code path." + "reason": "Both are save/pretrained-related, but one is a tokenizer config mismatch and the other is missing processor files; different components and failure modes." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "These are unrelated model-specific attribute errors in different code paths and different models." + }, + { + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are unrelated failures in different subsystems." + "reason": "One is a quantized model save failure, the other a GGUF load failure on v5; opposite directions and different root problems." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing output attribute on a SAM 3 vision encoder is not the same bug as missing fields in `AutoConfig.from_pretrained` with `trust_remote_code=True`." + "reason": "Both mention missing fields/attributes, but one is a SAM3 model output bug and the other is AutoConfig with trust_remote_code; not the same bug." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A broad custom-model init regression in Transformers 5.0 is not the same concrete bug as ESM2 being broken." + "reason": "Both are broad v5 regressions, but they affect different model families with different symptoms and no clear shared code path." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A model loading regression and a DeepSpeed ZeRO3 IndexError are not the same underlying issue." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 validation messaging and auto_docstring printing diagnostics at import time are unrelated." + "reason": "An error-message bug in T5 validation and import-time docstring diagnostics are unrelated." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring and a runtime failure with variable-length `position_ids` are different issues." + "reason": "One is a docstring typo, the other is a runtime variable-length position_ids bug; same term, different problem." }, { "left": "issue:42907", "right": "issue:47448", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to Gemma4 architecture recognition." + "reason": "Different models and different failures: saving dequantized models versus architecture recognition." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report does not match a specific `gemma-4` ZeRO3 `from_pretrained` failure." + "reason": "The first is too generic to anchor a duplicate, and the second is a specific Gemma-4 Zero3 from_pretrained failure." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files from `processor.save_pretrained(...)` is unrelated to optimizer stepping twice with DeepSpeed." + "reason": "Processor save-pretrained file generation and optimizer stepping under DeepSpeed are unrelated." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-not-found import error and Sentence Transformers hanging on load are different symptoms and code paths." + "reason": "Both are loading-related user reports, but one is a missing PyTorch dependency error and the other is a hang while loading Sentence Transformers." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "An `eos_token_id` config mismatch is not the same as `AttentionInterface.register` changing function behavior." + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior changes are unrelated subsystems." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading failure in v5 and `continue_final_message` on mistral_common tokenizers are different tokenizer bugs." + "reason": "Both involve tokenizers, but one is AutoTokenizer loading in v5 and the other is continue_final_message on mistral_common tokenizers." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to `position_ids` handling in Qwen3.5." + "reason": "Different generation-time bugs: attention kernel divergence under torch.compile versus variable-length position_ids handling." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "A pytest-xdist file race in testing utils is unrelated to VL image-placeholder parsing failures." - }, - { - "left": "issue:46877", - "right": "issue:47000", - "accept": false, - "reason": "Import-time doc-lint output and RTDetr loss infeasibility are not the same bug." + "reason": "A pytest-xdist test-utils race and a VL image-placeholder model bug are unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one is `_update_model_kwargs_for_generation` after `sync_gpus` and the other is missing cache state in chunked prefill; different fixes." + "reason": "Both are generation internals, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache handling." }, { "left": "issue:44451", "right": "issue:47429", "accept": false, - "reason": "A model-loading regression for ScandiBERT is not the same as a packaging upper-bound issue on `tokenizers`." + "reason": "A model load failure and a tokenizers version upper-bound packaging issue are not the same bug." }, { - "left": "issue:44279", - "right": "issue:47429", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "A generic dependency issue is too broad and does not match the specific `tokenizers<=0.23.0` constraint bug." + "reason": "Import-time lint output and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44279", + "right": "issue:47429", "accept": false, - "reason": "Whisper word-timestamp decoding crash and Kimi-K2.5 tokenizer codec-regression are different tokenizer problems." + "reason": "One is a generic dependency complaint; the other is a specific tokenizers pin/release-blocking packaging issue." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "A missing `deepstack_visual_indexes` field being dropped by strict config handling is not the same as a broader Qwen3.5 MoE `from_pretrained` error." + "reason": "Both are Qwen3.5 MoE-related, but one is a missing config field being dropped and the other is a from_pretrained error; not enough evidence they are the same bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Qwen3-VL-Moe breakage in Transformers 5 is unrelated to missing files in `processor.save_pretrained(...)`." + "reason": "A model-registration failure and a CLI completion attribute error are completely separate." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they concern different models and different decoding/configuration paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "A model-registration failure in `add-new-model-like` is unrelated to the Hugging Face CLI completion attribute error." + "reason": "A Qwen3-VL-Moe loading bug and a processor.save_pretrained file issue are different problem classes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "These are both import errors, but for different symbols and modules: `GenerationMixin` versus `AutoImageProcessor`." + "reason": "Both are import errors, but for different symbols and different API surfaces; not the same underlying change." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading failure and incorrect pipeline-parallel LLM output are different code paths and different bugs." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different distributed inference issues." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Top-level `AutoImageProcessor` import failure and a missing `image_utils` import are related only loosely; they are not the same concrete missing-symbol bug." + "reason": "They are related by model family, but one is a general from_pretrained error and the other is a specific config-field omission." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a load error and the other is a strict-config field-drop issue; not enough evidence they are the same bug." + "reason": "Both mention imports from image utilities, but they do not point to the same missing symbol or change." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44933", + "right": "issue:47059", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to a DeepSpeed ZeRO3 deque underflow." + "reason": "A missing image_utils import and a huggingface_hub CLI completion failure are unrelated." } ] }, @@ -15343,7 +15557,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:29925", "issue:30333", @@ -15356,12 +15570,12 @@ "issue:42831", "issue:42898", "issue:43232", + "issue:43278", "issue:43479", "issue:43784", "issue:43824", "issue:43976", "issue:44038", - "issue:44060", "issue:44186", "issue:44222", "issue:44351", @@ -15376,7 +15590,7 @@ "issue:45081", "issue:45092", "issue:45103", - "issue:45125", + "issue:45137", "issue:45310", "issue:45405", "issue:45406", @@ -15395,244 +15609,244 @@ ], "soft_pairs": [ "issue:45081|issue:45103", + "issue:43278|issue:45137", "issue:42371|issue:45092", "issue:29925|issue:30333", - "issue:44857|issue:46877", "issue:45406|issue:46202", "issue:46202|issue:46701", + "issue:44857|issue:46877", "issue:45593|issue:46877", "issue:43232|issue:44792", "issue:43784|issue:43824", "issue:42175|issue:44933", "issue:44038|issue:45310", "issue:41628|issue:44351", - "issue:30333|issue:33290", "issue:44222|issue:45310", "issue:45405|issue:46877", + "issue:30333|issue:33290", "issue:44743|issue:47068", "issue:42898|issue:44568", - "issue:42175|issue:45712", "issue:45561|issue:47059", + "issue:42175|issue:45712", "issue:44945|issue:45753", "issue:42831|issue:44222", "issue:42898|issue:45812", "issue:44496|issue:45561", "issue:30990|issue:35141", - "issue:44568|issue:47085", - "issue:43976|issue:44933", "issue:44843|issue:47085", - "issue:43479|issue:46829", + "issue:44568|issue:47085", "issue:44186|issue:47085", - "issue:44060|issue:45125" + "issue:43976|issue:44933", + "issue:43479|issue:46829" ], - "prepared_review_unit_hash": "5cb9744d660a5c1ca11582e83419ccd5c3061ab9b21fc69f69b67b848de51c97", + "prepared_review_unit_hash": "59cf4122f6de5671c5ebf76f71b2fd1f76758679ab023535f3e110f3dcf2d032", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36220, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-edge pairs look like false positives. The cluster is a grab-bag of unrelated issue reports across tokenizers, model loading, packaging, training, generation, and test infrastructure, with no pair describing the same concrete bug.", + "summary": "The set is highly heterogeneous: most pairs are clearly different bugs or unrelated infrastructure issues, so there is no real duplicate cluster here.", "confidence": 0.95, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:45081 is the strongest single issue in this set: it has a concrete, localized crash in `_patch_mistral_regex`, a clear repro path, and multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the cluster is highly heterogeneous; if forced, the most central-looking item is still not representative of the rest.", + "best_issue_reason": "issue:45081 is the best representative issue overall because it is specific, actionable, and clearly scoped; the other items are not close duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different code paths: Mistral regex/tokenizer patching vs auto-docstring parsing with future annotations." + "reason": "Different subsystems and failures: Mistral regex crash vs auto_docstring annotation handling." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated bugs: dtype mismatch in evaluation vs DeepSpeed ZeRO3 deque error." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Unrelated problems: TF32 settings API vs remote-code meta-init incompatibility for InternVL2." + "reason": "Different problems: TF backend packaging vs meta-init incompatibility for old InternVL2 checkpoints." }, { "left": "issue:29925", "right": "issue:30333", "accept": false, - "reason": "Different domains: tokenizer fast-mode enforcement vs MLflow training-job reporting." - }, - { - "left": "issue:44857", - "right": "issue:46877", - "accept": false, - "reason": "Different failures: float16/CUDA loss crash vs docstring diagnostics printing at import time." + "reason": "Tokenizer fast-mode enforcement is unrelated to MLflow reporting after failed training jobs." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Processor import attribute error vs Gemma token roundtrip behavior; not the same bug." + "reason": "Processor `_tokenizer` attribute crash is not the same as Gemma roundtrip tokenization failure." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma, but one is token roundtrip on \u2581 and the other is an image-text pipeline failure." + "reason": "Both involve Gemma, but one is a token roundtrip issue and the other is an image-text pipeline failure." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA float16 loss crash is unrelated to auto_docstring printing diagnostics at import time." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss logic is unrelated to auto_docstring stdout diagnostics." + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout diagnostics." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwarg sync bug vs Janus image-generation test failure; not the same code-path problem." + "reason": "Generation kwargs sync bug and Janus image-generation test failure are different code paths." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different symbols/models; no shared underlying defect." + "reason": "Sentence-transformers import NameError is not the same as missing Qwen2.5-VL export." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue vs a missing import from image_utils." + "reason": "Packaging backend omission is unrelated to a missing image_utils import." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same model family, but different versions and different failures; not mergeable as one fix." + "reason": "Both mention Qwen Moe models, but they describe different model/version-specific failures." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs HybridCache." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow reporting bug is unrelated to Deepspeed Adafactor OOM." + "reason": "Missing AutoImageProcessor and missing HybridCache are separate export/import regressions." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained behavior is not the same as Qwen3.5 from_pretrained loading failure." + "reason": "FP8 save_pretrained behavior is not the same as Qwen3.5 Moe from_pretrained failure." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Version bump / dependency pinning issue vs docstring import-time logging." + "reason": "PEFT version pinning is unrelated to auto_docstring import-time stderr/stdout output." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting and Adafactor OOM in DeepSpeed are unrelated failures." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug is unrelated to the Deepspeed host-sync concern." + "reason": "Recurrent-state reset in modular Qwen3.5 is different from a host-sync issue in deepspeed_sp_compute_loss." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer regressions, but one is clean-up-space behavior and the other is missing BOS/EOS insertion." + "reason": "Both are tokenizer regressions, but one is about cleanup-space behavior and the other about missing BOS/EOS insertion." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Torch-only install missing TF backend is different from dummy PT object leakage without torch." + "reason": "pytest-xdist file race is unrelated to the huggingface_hub CLI completion API break." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "pytest-xdist file-race bug is unrelated to huggingface_hub CLI compatibility." + "reason": "TF backend installation and leftover dummy PT classes are different maintenance issues." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption vs Qwen3_5 image infinite loop; different failure modes and code paths." + "reason": "Pipeline-parallelism output corruption is unrelated to Qwen3_5 looping on a specific image." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy issue is distinct from FP8 save_pretrained behavior." + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are different FP8-related bugs, not the same change." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: cleanup-spaces semantics vs wrong token IDs for Granite." + "reason": "Different tokenizer regressions affecting different model families and different behaviors." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config import/registration problem vs pytest worker race; unrelated." + "reason": "Model config auto-detection failure is unrelated to a pytest-xdist race condition." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang for sentence-transformers is unrelated to embedding reinitialization in post_init." + "reason": "Loading hang for sentence-transformers and embedding reinitialization in post_init are distinct issues." }, { - "left": "issue:44568", + "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Special-token insertion regression is not the same as tokenizer thread-safety." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version compatibility issue vs missing import from image_utils." + "reason": "Offline model_info call in Mistral regex patch is unrelated to tokenizer thread-safety." }, { - "left": "issue:44843", + "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Offline model_info call in Mistral regex patch is a different bug from tokenizer thread-safety." + "reason": "BOS/EOS token regression is not the same bug as Rust tokenizer thread-safety." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Config initialization bug vs output container field mix-up; unrelated model components." + "reason": "LayoutLMv2Tokenizer padding/NER crashes are different from a general tokenizer thread-safety regression." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to general tokenizer thread-safety." + "reason": "Python version incompatibility in Transformers 5.1.0 is unrelated to a missing image_utils import." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan are different Qwen3-related issues." + "reason": "Phi4 multimodal config defaults and VideoPrism output-field mismatch are unrelated model bugs." } ] }, @@ -15654,7 +15868,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:22355", "issue:28282", @@ -15665,7 +15879,6 @@ "issue:42222", "issue:42673", "issue:42796", - "issue:42831", "issue:42898", "issue:43116", "issue:43295", @@ -15674,6 +15887,7 @@ "issue:43723", "issue:43874", "issue:44016", + "issue:44060", "issue:44079", "issue:44190", "issue:44222", @@ -15687,6 +15901,7 @@ "issue:44869", "issue:45092", "issue:45103", + "issue:45125", "issue:45200", "issue:45310", "issue:45405", @@ -15699,258 +15914,243 @@ "issue:46209", "issue:46231", "issue:46431", - "issue:46665", "issue:46693", "issue:46909", "issue:47059", "issue:47085" ], "soft_pairs": [ + "issue:44060|issue:45125", "issue:42673|issue:46693", "issue:42673|issue:43704", "issue:39692|issue:46909", "issue:44623|issue:45310", "issue:43723|issue:44568", "issue:43479|issue:44079", - "issue:30333|issue:34689", - "issue:30333|issue:36331", "issue:45600|issue:47059", - "issue:42898|issue:43295", + "issue:30333|issue:36331", "issue:42898|issue:44448", + "issue:30333|issue:34689", + "issue:42898|issue:43295", "issue:42673|issue:47085", "issue:42898|issue:44779", "issue:43479|issue:44869", "issue:44016|issue:46231", "issue:46077|issue:46123", - "issue:22355|issue:28282", "issue:42222|issue:45200", + "issue:22355|issue:28282", "issue:46209|issue:46431", - "issue:44734|issue:45103", "issue:44295|issue:45656", + "issue:44734|issue:45103", "issue:42796|issue:43723", "issue:43874|issue:45092", - "issue:43116|issue:44190", "issue:44448|issue:46132", + "issue:43116|issue:44190", "issue:45405|issue:45712", - "issue:43479|issue:46665", - "issue:44222|issue:44297", - "issue:42831|issue:44623", - "issue:44297|issue:45656" + "issue:44222|issue:44297" ], - "prepared_review_unit_hash": "a7977abb003283f5310a8430c173bf6f6701be8cfa94570055a40b1d39f042f3", + "prepared_review_unit_hash": "4385d7da9c8434ad8f12be0991eb1dda2346f638cbeeca227e4edeb391272173", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36832, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "soft_pair_count": 28, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are unrelated issue reports. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports; everything else is similar only at a broad subsystem level, not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the stronger canonical report: it is the original, more discussed Qwen3ForCausalLM VRAM-leak bug with a precise multi-dataloader-thread reproduction, and issue:43704 is the near-exact duplicate.", + "summary": "This cluster is mostly a grab bag of unrelated transformer issues. The only clear duplicate-style match is the repeated Qwen3ForCausalLM VRAM leak report; the other soft pairs share broad themes (tokenizers, docs, multimodal, v5 regressions) but not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more detailed report for the exact Qwen3ForCausalLM VRAM leak and has a direct duplicate-looking follow-up in issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this set because it is a concrete, well-scoped runtime bug with the clearest duplicate relationship and the most discussion/context.", + "best_issue_reason": "issue:42673 is the strongest representative issue overall: it is specific, clearly described, and has the clearest duplicate counterpart in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen/Qwen3-family reports, but one is a tied-weights warning and the other is a missing tensor-parallel plan; different bugs and code paths." + }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Same family (Qwen3/VRAM/perf), but different symptom and code path: a thread-related VRAM leak versus a long-context FA2 performance regression." + "reason": "VRAM leak vs FA2 long-context performance regression; different symptoms and likely different subsystems." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "These are the same Qwen3ForCausalLM VRAM leak report, including the same title and the same multi-dataloader-thread symptom." + "reason": "Same title and same underlying Qwen3ForCausalLM VRAM leak; this looks like a duplicate/re-report of the same bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken documentation examples, but they concern different models and different failures." + "reason": "Both are broken docs examples, but for different models and different failure modes." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different problems: missing processor save files versus a from_pretrained error for Qwen3.5 MoE." + "reason": "Processor save_pretrained missing files vs Qwen3.5-Moe from_pretrained error; unrelated code paths." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related, but one is an AutoTokenizer loading regression and the other is a special-tokens/BOS-EOS behavior bug." + "reason": "Tokenizer loading regression vs special-token insertion regression; both tokenizer-related but not the same concrete issue." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Unrelated core bugs: multimodal config initialization versus ModelOutput key assignment." + "reason": "Multimodal config defaults vs ModelOutput key assignment; unrelated bugs." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to a model-loading regression." + "reason": "auto_mappings CI breakage vs CLI completion API breakage; different areas entirely." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Training-job reporting and Trainer API signature breakage are different bugs." + "reason": "MLflow reporting on failed training vs CustomTrainer compute_loss signature mismatch; not the same problem." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "CI break from removed configs is unrelated to a Hugging Face Hub CLI compatibility failure." + "reason": "General v5 tokenization cleanup behavior change vs Pegasus output difference; related theme, but not clearly the same bug." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both are v5 regressions, but they affect different APIs and behaviors; not the same concrete bug." + "reason": "Training-job reporting issue vs model loading regression for Llama 3.2 vision; unrelated." }, { "left": "issue:42898", - "right": "issue:44448", + "right": "issue:43295", "accept": false, - "reason": "Possible overlap in v4/v5 output differences, but one is specifically about clean_up_tokenization_spaces and the other is a Pegasus output regression; too broad to treat as the same bug." + "reason": "Both are v5 behavior regressions, but one is clean-up spacing semantics and the other is processor/tokenizer access with images." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Both mention tokenizers/threading, but one is a model VRAM leak and the other is a tokenizer thread-safety regression." + "reason": "Both mention threading and tokenizers/models, but one is a specific VRAM leak in Qwen3ForCausalLM and the other is a broad thread-safety regression." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior versus DeepSeek tokenization correctness." + "reason": "Tokenizer cleanup behavior change vs DeepSeek tokenizer correctness regression; different concrete failures." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different components and failures: multimodal config defaults versus Whisper timestamp decoding crash." + "reason": "Multimodal config initialization vs Whisper timestamp decoding crash; unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error is unrelated to a documentation mismatch in set_training()." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; different documentation issues." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention mask construction and partial-batch handling are separate pipeline/model bugs." + "reason": "Bidirectional attention masking bug vs partial-batch pipeline bookkeeping bug; different code paths." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel." + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaulting; different model families and failures." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different multimodal/model issues: broken vitpose models versus Gemma 4 mm_token_type_ids defaults." + "reason": "Different import errors: missing transformers.onnx module vs missing PyTorch dependency." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing processor chat-template support are unrelated." + "reason": "FP8 inference failure vs missing chat template on processor; unrelated." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Serve/KV-cache tensor indexing and auto_docstring annotation handling are unrelated bugs." + "reason": "position_ids buffer/read bug vs deepspeed optimizer double-step; unrelated." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Position_ids buffer access and deepspeed double optimizer stepping are different runtime issues." + "reason": "KV-cache continuation tensor indexing vs auto_docstring future-annotations crash; unrelated." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading in v5 are distinct problems." + "reason": "Tokenizer BPE-marker handling vs AutoTokenizer.from_pretrained loading issue; similar area, but not the same bug." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch helper and remote-code/meta-init incompatibility are different multimodal loading bugs." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Both involve example scripts, but one is a multi-label classification output bug and the other is dataset loading." + "reason": "Image processor method missing vs remote-code checkpoint/meta-init incompatibility; different multimodal issues." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "A v4/v5 Pegasus output regression and AttentionInterface.register behavior changes are not the same code-path bug." + "reason": "Model output differences across v4/v5 vs AttentionInterface.register behavior change; not the same issue." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Unreleased dependency version bump is unrelated to leftover dummy PT classes in the repo." + "reason": "Two example-script failures, but one is multi-label classification output and the other is local dataset loading; not duplicates." }, { - "left": "issue:43479", - "right": "issue:46665", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Multimodal config defaults are unrelated to from_pretrained behavior inside Python classes." + "reason": "PEFT version pin issue vs leftover dummy classes in repo; unrelated." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained/moe behavior and tokenizer_config class mismatch are different serialization bugs." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer serialization mismatch and optimizer double-step behavior are unrelated." + "reason": "FP8 save_pretrained moe vs tokenizer save_pretrained class-name mismatch; different subsystems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: issue:42673 and issue:43704 are the only clear exact-duplicate pair (same title, same bug, earlier/later timestamps, and much higher discussion on 42673). The remaining soft-pair rejections are conservative and consistent with the visible titles and metadata, without overstating overlap." + "feedback": "The summary is well grounded in the packet: issue:42673 and issue:43704 are clearly the same Qwen3ForCausalLM VRAM leak by title and chronology, while the other pairs are conservatively marked non-duplicates based on distinct titles/subsystems. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -15969,24 +16169,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:30990", "issue:38175", "issue:41628", "issue:42757", - "issue:42907", + "issue:42831", "issue:43122", "issue:43232", "issue:43408", "issue:43475", + "issue:43479", "issue:43504", "issue:43723", - "issue:43986", "issue:44075", "issue:44190", "issue:44222", - "issue:44263", "issue:44297", "issue:44327", "issue:44360", @@ -16001,9 +16200,9 @@ "issue:45245", "issue:45310", "issue:45357", + "issue:45656", "issue:45712", "issue:45834", - "issue:46050", "issue:46082", "issue:46132", "issue:46209", @@ -16013,7 +16212,7 @@ "issue:46402", "issue:46424", "issue:46614", - "issue:46726", + "issue:46665", "issue:46762", "issue:46909", "issue:46932", @@ -16021,21 +16220,24 @@ "issue:47276" ], "soft_pairs": [ - "issue:44075|issue:46231", + "issue:43479|issue:46665", + "issue:42831|issue:44623", + "issue:44297|issue:45656", "issue:45245|issue:46132", "issue:44933|issue:45712", "issue:44222|issue:44623", - "issue:43723|issue:44977", + "issue:44075|issue:46231", "issue:44373|issue:44485", + "issue:43723|issue:44977", "issue:43232|issue:47276", "issue:44297|issue:45310", "issue:43504|issue:47059", "issue:44327|issue:47059", "issue:43122|issue:46209", - "issue:46614|issue:46932", "issue:43475|issue:46305", - "issue:41628|issue:42757", + "issue:46614|issue:46932", "issue:43232|issue:45834", + "issue:41628|issue:42757", "issue:45071|issue:46082", "issue:30990|issue:38175", "issue:45092|issue:45357", @@ -16044,201 +16246,198 @@ "issue:43232|issue:46424", "issue:43408|issue:46402", "issue:46369|issue:46909", - "issue:44360|issue:46762", - "issue:42907|issue:46050", - "issue:44263|issue:45092", - "issue:43986|issue:46726" + "issue:44360|issue:46762" ], - "prepared_review_unit_hash": "f1d6be3245c0a00f469b14ee2d81ab11653be11810cd6a2775b1a8c9ddab5186", + "prepared_review_unit_hash": "d3c3203e8544280b0a305b6c308479129a0147e202cc842d0a82201229db9670", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35471, - "estimated_input_tokens": 8868, - "estimated_eval_tokens": 17992 + "serialized_chars": 34871, + "estimated_input_tokens": 8718, + "estimated_eval_tokens": 17692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs across loading, saving, generation, tokenization, quantization, docs, and CLI compatibility. The soft pairs are mostly only loosely similar by subsystem, not the same underlying defect.", - "confidence": 0.93, - "canonical_issue_reason": "No strong canonical issue: the items are not duplicates of one another, and the soft-linked pairs do not share a concrete root cause or fix path.", + "summary": "The cluster is highly heterogeneous: it contains unrelated issues across loading, saving, config validation, generation, tokenizer, FP8, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug or change, so I rejected all of them.", + "confidence": 0.46, + "canonical_issue_reason": "I\u2019d anchor on issue:43479 because it is a concrete, self-contained bug report with a clear failure mode and fix path, making it the most representative standalone issue in this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the cluster, issue #43723 is the broadest user-facing loading regression and is the closest to a reusable triage bucket for nearby model/tokenizer load failures.", + "best_issue_reason": "Issue:43723 is the broadest user-facing loading regression in the set and the best single issue to represent the cluster if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading behavior, but one is Phi4Multimodal config defaults and the other is from_pretrained inside Python classes; different bug paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Different bugs: optimizer arguments being ignored vs a documentation parameter-name mismatch." + "reason": "Tokenizer save metadata mismatch vs optimizer step called twice; no shared code-path bug." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Unrelated: category-limit error in model loading vs AttentionInterface.register behavior change." + "reason": "Category-limit runtime error and AttentionInterface.register behavior change are distinct issues." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both involve imports, but one is a missing image_utils import while the other is leftover dummy PT classes leaking into the namespace." + "reason": "Both touch imports, but one is a missing image_utils import and the other is leftover dummy classes leaking into dir/checks." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Different save_pretrained problems: FP8 MOE saving vs processor.save_pretrained omitting files." + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file output; different artifacts and bugs." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer loading failure vs Qwen3.5 generation with flash-attention are different code paths and symptoms." + "reason": "Optimizer args ignored is a runtime bug; the other is just a doc/parameter-name mismatch." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring wording for position_ids is not the same issue as a GLM-5 RoPE implementation bug." + "reason": "Wrong docstring for position_ids is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Generation internals warning/update handling is distinct from a misleading warning message in continuous batching." + "reason": "One is a generation-state bug after sync_gpus; the other is only a misleading warning message." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer metadata mismatch in save_pretrained is different from a Qwen3.5 MoE from_pretrained regression." + "reason": "Tokenizer_class mismatch on save and Qwen3.5 MoE from_pretrained errors are different issues." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Beit pretrained preset loading with a legacy field is unrelated to a huggingface_hub CLI compatibility break." + "reason": "BEiT legacy-field loading bug and a CLI incompatibility with huggingface_hub are unrelated." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top-k bounds error is unrelated to the CLI _add_completion attribute error." + "reason": "QA decode_spans top-k crash is a model pipeline bug; the hub error is an external CLI/API incompatibility." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior change across versions is not the same as FP8 inference failing on B200 hardware." - }, - { - "left": "issue:46614", - "right": "issue:46932", - "accept": false, - "reason": "Different problems: stale phonemizer language state vs Gemma4 dtype casting for quantized embedders." + "reason": "Tokenizer output changes across versions and FP8 inference failing on B200 are different problems." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 vision encoder attribute missing is unrelated to MoonshineStreaming sliding-window off-by-one logic." + "reason": "SAM3 attribute error and MoonshineStreaming off-by-one mask logic are unrelated." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different dependency breakages." + "reason": "Stale phonemizer language state and Gemma4 dtype casting are different subsystems and failure modes." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling is unrelated to Kosmos2.5 OCR index overflow." + "reason": "Generation kwargs update bug and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols, modules, and root causes." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking break in PretrainedConfig is not the same root cause as LlamaConfig rejecting explicit head_dim." + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config issues." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "SentenceTransformer loading hang and zero probabilities from a SigLIP2 model are distinct model-specific failures." + "reason": "Stuck loading Sentence Transformers and zero probabilities in SigLIP2 are unrelated symptoms." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints is not the same issue as incorrect visual encoder keys on save_pretrained." + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys on save are different Qwen/InternVL multimodal bugs." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading script failure and LlamaConfig head_dim rejection are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained MOE bug is unrelated to the default max_shard_size value question." + "reason": "FP8 MoE save_pretrained and 50GB shard-size default are different save-path concerns." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation bookkeeping after sync_gpus is distinct from cache max_cache_length handling." + "reason": "Generation kwargs handling and cache max_cache_length behavior are separate cache/generation bugs." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Model-type warning mismatch for sam3_tracker vs sam3_video is not the same as Sam3Model text-encoder weights not loading." + "reason": "SAM3 model-type warning and missing text encoder weights are not the same bug." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." + "reason": "Model memory overflow and a broken documentation example are unrelated." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer ReLU discussion is not the same as numerical discrepancies in Minimax MSA attention." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Dequantized model save failure for Ministrals/Devstrals is unrelated to sinq quantized model round-trip breakage." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split return values in a MoE indexer are unrelated to old InternVL2 meta-initialization incompatibility." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": false, - "reason": "AutoProcessor crash without torchvision and unrecognized image processor errors are different missing-backend/error-path issues." + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are different math/code paths." } ] }, @@ -16260,18 +16459,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:22355", "issue:27957", "issue:28218", - "issue:39379", "issue:39401", "issue:41628", "issue:42796", "issue:42831", - "issue:42886", - "issue:43066", + "issue:42907", "issue:43122", "issue:43408", "issue:43540", @@ -16302,248 +16499,256 @@ "issue:45600", "issue:45753", "issue:46002", - "issue:46172", + "issue:46050", "issue:46305", "issue:46328", "issue:46369", "issue:46655", + "issue:46726", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ + "issue:42907|issue:46050", + "issue:44263|issue:45092", "issue:44295|issue:44623", + "issue:43986|issue:46726", "issue:45381|issue:46305", - "issue:44279|issue:46328", "issue:44263|issue:44373", - "issue:22355|issue:27957", + "issue:44279|issue:46328", "issue:46305|issue:46655", + "issue:22355|issue:27957", "issue:43784|issue:45600", "issue:41628|issue:43824", "issue:22355|issue:28218", "issue:44483|issue:45406", "issue:42831|issue:45310", "issue:43576|issue:43784", - "issue:43756|issue:44060", "issue:44964|issue:47059", + "issue:43756|issue:44060", "issue:44261|issue:45092", "issue:44263|issue:44360", "issue:44188|issue:44373", "issue:42831|issue:44038", "issue:44829|issue:46002", "issue:43986|issue:47217", - "issue:43644|issue:46305", "issue:42796|issue:43122", + "issue:43644|issue:46305", "issue:42831|issue:45753", "issue:39401|issue:44568", "issue:43540|issue:46909", "issue:43408|issue:46369", - "issue:45381|issue:46909", - "issue:42886|issue:43066", - "issue:39379|issue:46172" + "issue:45381|issue:46909" ], - "prepared_review_unit_hash": "56989e8bb33b3ba88b95c36a12757f43c91ca14a2a4b5dd70c6797a35bc58f98", + "prepared_review_unit_hash": "84b3ea107489445d9928bc8bb3488b34771d83dc9ea5e0715814680273ea2346", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36096, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35886, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are superficially similar only at the subsystem level (tokenizers, VL models, buffering, API/import regressions) but do not describe the same concrete bug. I would not merge any soft pair as duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43122 is the broadest tokenizer-regression report and the closest fit to the largest repeated theme.", + "summary": "No soft pairs look like true duplicates. The set is a grab bag of unrelated import, tokenizer, model-loading, processor, training, and documentation issues, so there is no clear canonical issue or PR.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the best representative because it describes a general tokenizer behavior change across versions, which is broader than the more model-specific or symptom-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/saving flows: dequantized Ministral/Devstral persistence vs sinq quantized reload behavior." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split semantics vs InternVL2 meta-init compatibility are unrelated bugs." + }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Different bugs: buffer access/read failure vs processor save_pretrained missing files." + "reason": "Buffer read error for position_ids is not the same as processor.save_pretrained() missing files." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Both are sequence/vision masking issues, but they affect different models and different code paths." + "reason": "Both involve processor/backend loading, but one is video AutoProcessor without torchvision and the other is unrecognized image processor handling." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Dependency complaint vs padding performance inefficiency; unrelated failure modes." + "reason": "Different models and mechanisms: Qwen2.5-VL vision_position_ids vs MoonshineStreaming window masking." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Different issue types: DSA indexer return handling vs a wrong docstring for position_ids." + "reason": "Code bug in DSA indexer vs a docstring issue for position_ids." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Completely different topics: missing transformers.onnx module vs Flash Attention 2 support for XLMRoberta." + "reason": "Generic dependency issue is unrelated to a SequenceFeatureExtractor.pad performance optimization." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Different video-processing bugs with different symptoms and code paths." + "reason": "Both are video-processing bugs, but one is a sliding-window off-by-one and the other is padding calculation in a different model." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and Flash Attention 2 support for XLMRoberta are unrelated." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers integration vs auto_mappings referencing removed configs." + "reason": "Import NameError in sentence-transformers does not share a code path with removed Sam3LiteText auto-mapping references." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes." + "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Unrelated: missing onnx module vs tokenizer adds an extra space after an added token." + "reason": "Import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API request rejection in chat/completions vs Gemma4Processor missing _tokenizer attribute." + "reason": "Server request handling crash and missing _tokenizer on Gemma4Processor are different failures." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy problem vs Qwen3.5 MoE from_pretrained error; not the same bug." + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained error are different problem types." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI env command regression vs import-time NameError in a different package path." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Different model-specific mistakes: RoPE layer dropping vs tied-weights warning across Qwen3-Next." + "reason": "Broken transformers env CLI and a missing nn import in sentence-transformers are unrelated." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model loading failure vs huggingface_hub CLI test breakage; unrelated components." + "reason": "Phi-4 multimodal model loading and a huggingface_hub CLI test failure are not the same bug." }, { - "left": "issue:44261", + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Qwen3-Next tied-weights warning are different model-specific regressions." + }, + { + "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layer epsilon precision issue vs remote-code/meta-init incompatibility; different root causes." + "reason": "Missing rms_norm_eps in MLA layernorm is unrelated to InternVL2 meta initialization." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA, but one is torch.split return values and the other is a missing ReLU; not the same fix." + "reason": "Same subsystem name, but torch.split return values and missing ReLU are distinct defects." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention kernel divergence under torch.compile vs docstring error; unrelated." + "reason": "torch.compile attention divergence is unrelated to a wrong docstring." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; different subsystems and symptoms." + "reason": "Different Qwen3 bugs: FineGrainedFP8 accuracy vs Qwen3-VL-Moe from_pretrained error." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 vs NaNs after checkout/init; not the same concrete bug." + "reason": "Training degradation under flash_attention_3 and NaNs after checkout+init are not the same code-path issue." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Missing torchvision crash on load vs VL image-placeholder handling in user text; different code paths." + "reason": "AutoProcessor backend-missing crash differs from VL failure when the image placeholder is in user text." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Non-persistent buffer initialization junk vs sliding-window off-by-one; unrelated behavior." + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different root causes." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Both involve tokenizer behavior, but one is model-specific BPE marker handling and the other is a version-wide tokenization change." + "reason": "Non-persistent buffer initialization junk and sliding-window off-by-one are unrelated bugs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy issue in FP8 vs infinite loop on a specific image; unrelated symptoms." + "reason": "FP8 accuracy regression is unrelated to Qwen3_5 infinite-loop behavior on a specific image." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer correctness bugs, but for different models and different outputs (offset mapping vs special tokens)." + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer issues." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video-input processing error vs broken documentation example; not the same underlying bug." + "reason": "Qwen3OmniMoe video-input ValueError and a broken DIA documentation example are unrelated." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type warning mismatch vs memory overflow in a different SAM3 model." + "reason": "Model-type warning for sam3_tracker and memory overflow in sam3-litetext are different issues." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "VL video position_ids bug vs documentation example issue; unrelated." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Cache/offline loading failure vs wrong tokenizer decoder type in v5; different failure modes." - }, - { - "left": "issue:39379", - "right": "issue:46172", - "accept": false, - "reason": "Incorrect mllama mask handling vs deepseek-v4 tensor transpose issue; different code paths." + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to a broken documentation example." } ] }, @@ -16565,13 +16770,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:22355", "issue:27957", "issue:29159", "issue:30990", "issue:33357", + "issue:39379", "issue:39401", "issue:41628", "issue:42371", @@ -16579,6 +16785,7 @@ "issue:42886", "issue:42907", "issue:42994", + "issue:43066", "issue:43116", "issue:43122", "issue:43329", @@ -16591,7 +16798,6 @@ "issue:43976", "issue:44038", "issue:44117", - "issue:44222", "issue:44263", "issue:44295", "issue:44297", @@ -16605,33 +16811,34 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:44995", "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", "issue:46002", + "issue:46172", "issue:46326", - "issue:46697", "issue:47059" ], "soft_pairs": [ + "issue:42886|issue:43066", "issue:42886|issue:42994", - "issue:42757|issue:45278", "issue:27957|issue:30990", + "issue:42757|issue:45278", "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:43329|issue:47059", "issue:43122|issue:46326", + "issue:39379|issue:46172", "issue:44625|issue:44829", "issue:22355|issue:29159", "issue:42907|issue:44964", "issue:39401|issue:44521", "issue:44295|issue:44297", "issue:44117|issue:44704", - "issue:41628|issue:45278", "issue:39401|issue:44488", + "issue:41628|issue:45278", "issue:42907|issue:44945", "issue:43976|issue:44945", "issue:43122|issue:44521", @@ -16645,224 +16852,222 @@ "issue:45216|issue:45478", "issue:44038|issue:44295", "issue:43122|issue:43906", - "issue:44360|issue:44485", - "issue:44995|issue:46697", - "issue:44038|issue:44222" + "issue:44360|issue:44485" ], - "prepared_review_unit_hash": "5f24978d9c1b47f42335a6d922878e1f030a675ff83f92e3979bd014fb44b02f", + "prepared_review_unit_hash": "25d4c17cc1966440e70e7c439af28b94fd16dbf2e2be1d17f0d189a40b95f473", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36575, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous. Most apparent overlaps are only broad topical similarity (imports, tokenizers, save/load regressions) rather than the same concrete bug, so nearly all soft edges should be rejected.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style regression here (\u201cmany import errors after update\u201d), making it the most reasonable cluster representative.", + "summary": "The cluster is highly heterogeneous: most soft-similarity pairs share only broad keywords (tokenizer, import, save/load, multimodal) but not the same concrete bug or change. I would not merge any of the soft pairs. The strongest issue anchor is the active multimodal chat-template bug, which has the clearest discussion and inbound references.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is the best anchor: it is open, has the most inbound references/activity in this set, and describes a specific, reproducible multimodal chat-template failure rather than a broad symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative high-level issue in this mixed set, but it is still not a true duplicate of the other items.", + "best_issue_reason": "issue:44521 is the most suitable representative overall because it is the most active and specific unresolved bug in the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", - "right": "issue:42994", + "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different failure modes and code paths." + "reason": "Both involve tokenizers, but one is an offline cache-loading failure and the other is a decoder-type mismatch in v5; different code paths." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Both involve imports, but one is a specific missing symbol while the other is a broad post-upgrade import-error report." + "reason": "Offline tokenizer cache loading and quantized-model saving are unrelated bugs." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta is unrelated to a sentence-transformers loading hang." + "reason": "Flash Attention 2 for XLM-Roberta and Sentence Transformers hanging on load are different failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Missing one dependency symbol is not the same as a broad set of import errors after an upgrade." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs." + "reason": "Custom model initialization breakage and NaNs in classification heads are different problems." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "A loading hang and a MacOS bus error with CLIP are not the same underlying defect." + "reason": "Stuck loading versus bus error on macOS are different symptoms and likely different causes." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "A multimodal token-counting bug and a CLI/huggingface_hub compatibility error are unrelated." + "reason": "Undefined multimodal-token helper variables and a CLI compatibility error with huggingface_hub are unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Tokenizer output changes across versions and mistral_common final-message handling are different tokenizer issues." + "reason": "Tokenizer-version output differences and a mistral_common continue_final_message bug are not the same concrete issue." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "An mllama mask-handling bug and a DeepSeek-V4 tensor operation issue are different code paths." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated problems." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx import and slow/fast tokenizer inconsistency do not share a concrete fix." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are not the same bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized model saving and loading phi multimodal models are different code paths." + "reason": "Quantized-model save failures and a multimodal model load failure are different issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping and zero assistant_masks are distinct tokenizer/template bugs." + "reason": "Wrong offset_mapping and all-zero assistant masks are both tokenizer-related but affect different APIs and behavior." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered buffer and saving the tokenizer_class metadata are separate save/load issues." + "reason": "Reading a buffer-registered position_ids and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping defaults and AutoProcessor cached_file kwargs handling are unrelated." + "reason": "A tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are different call sites." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "AutoImageProcessor import failure is one specific import issue, not the same concrete bug as the broad upgrade regression." + "reason": "Wrong offset mappings and a model load failure for cjvt/sleng-bert are different bugs." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Both are tokenizer-related, but wrong offset_mapping is not the same as failing to load a specific model." + "reason": "A specific AutoImageProcessor import error is not the same as a broad version-upgrade import regression." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are different failures." + "reason": "Saving dequantized models and incorrect pipeline-parallel LLM output are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallel output correctness are unrelated." + "reason": "Python-version compatibility problems and pipeline-parallel output corruption are different issues." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization differences across versions and multimodal assistant-mask generation are not the same bug." + "reason": "Tokenizer output drift across versions and multimodal assistant-mask generation are distinct behaviors." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are distinct apply_chat_template/processor issues." + "reason": "Not forwarding kwargs to cached_file and crashes on assistant tool-call messages are different chat-template/processor bugs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "The model-type warning and the missing fpn_position_embeddings attribute are different SAM 3 video problems." + "reason": "A model-type warning and a missing attribute on Sam3VisionEncoderOutput are different SAM 3 video issues." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API deprecation guidance and a torch.split indexer bug are unrelated." + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Quantized/dequantized save failure and gguf_file loading failures are different from_pretrained/save_pretrained paths." + "reason": "Quantized save failures and gguf_file breaking from_pretrained are different loading/saving paths." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different dependency/version breaks." + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are separate import regressions, not one concrete bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe behavior and tokenizer save_pretrained metadata mismatch are not the same bug." + "reason": "Qwen3-VL-Moe compatibility and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label classification outputs and Gemma 4 mm_token_type_ids handling are different issues." + "reason": "Empty multi-label classification outputs and mm_token_type_ids defaulting are different example/model issues." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Save_pretrained checkpoint corruption and from_pretrained loading errors for Qwen3.5 are related but not the same concrete code path." + "reason": "A bad saved checkpoint and a from_pretrained error for Qwen3.5 are related by model family but not the same concrete failure." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "A Qwen3-VL-Moe regression and a registered-buffer read issue do not match." + "reason": "Qwen3-VL-Moe support and buffer registration of position_ids are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer-version differences and an isolated reproduction of another issue are not enough to call duplicates." + "reason": "Version-to-version tokenization differences and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model-internal topics." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "A second-forward cache bug in GlmMoeDsa and Swin2SR over-padding are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention MoE and save_pretrained, but the titles point to different model families and failure modes." + "reason": "A missing ReLU in DSA indexing and GLM-5 RoPE implementation are different model internals." } ] }, @@ -16884,7 +17089,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:22355", "issue:28348", @@ -16898,28 +17103,26 @@ "issue:42673", "issue:42757", "issue:42898", - "issue:43066", "issue:43116", "issue:43232", "issue:43278", "issue:43493", "issue:43611", "issue:43976", - "issue:44075", + "issue:44038", "issue:44188", + "issue:44222", "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:45362", "issue:45446", "issue:45478", "issue:45753", @@ -16929,6 +17132,7 @@ "issue:46328", "issue:46614", "issue:46640", + "issue:46697", "issue:46762", "issue:46877", "issue:46909", @@ -16936,234 +17140,217 @@ "issue:47312" ], "soft_pairs": [ + "issue:44995|issue:46697", + "issue:44038|issue:44222", "issue:43278|issue:44945", - "issue:22355|issue:29127", "issue:46172|issue:46762", "issue:42175|issue:44938", + "issue:22355|issue:29127", "issue:28348|issue:46640", "issue:42222|issue:47312", - "issue:39379|issue:43232", - "issue:39401|issue:46614", "issue:43493|issue:45753", - "issue:42757|issue:44351", + "issue:39401|issue:46614", + "issue:39379|issue:43232", "issue:44188|issue:46328", - "issue:36296|issue:43116", - "issue:42673|issue:45072", + "issue:42757|issue:44351", "issue:45357|issue:45478", + "issue:42673|issue:45072", + "issue:36296|issue:43116", "issue:46231|issue:46877", "issue:44483|issue:47217", "issue:42898|issue:46614", "issue:44625|issue:46002", - "issue:43976|issue:45446", "issue:44610|issue:46909", + "issue:43976|issue:45446", "issue:45083|issue:45446", - "issue:43611|issue:46002", "issue:38617|issue:45278", - "issue:43116|issue:43493", - "issue:43066|issue:44779", - "issue:44075|issue:44936", - "issue:45362|issue:45478" + "issue:43611|issue:46002" ], - "prepared_review_unit_hash": "a81c52f7fe1362b8d52fd88bad4aea1aef631f2a2bd735e32a00677fab29ed21", + "prepared_review_unit_hash": "156fb9f2d3566b634993d3616c47e6f9bd0d19f3be6943fae394c40dd1edb3d7", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35213, - "estimated_input_tokens": 8804, - "estimated_eval_tokens": 17864 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34086, + "estimated_input_tokens": 8522, + "estimated_eval_tokens": 17300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or version and should not be deduplicated. The only plausible duplicate is the broad import-regression report 45278 and the specific missing-symbol report 38617.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45278 is the best canonical issue because it is the broad umbrella regression report; 38617 looks like a specific manifestation of the same import-export breakage.", + "summary": "No soft edge looks like a true duplicate: the proposed pairs mostly share only a broad subsystem name or symptom class (imports, tokenizers, attention, Qwen3, etc.) but point to different concrete bugs or feature requests. I would not merge any of these issues as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative and useful tracking issue among the set: it describes the wider version-upgrade import regression rather than one narrow symptom.", + "best_issue_reason": "No single canonical duplicate emerges; the issues cover distinct failures across unrelated code paths. If forced to pick the broadest report, issue 45278 is the most umbrella-like, but it is not a clear duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "Different failures: BF16/FP32 dtype drift in evaluation vs incorrect output under pipeline parallelism." + "reason": "Different models and failures: stale cache crash on second forward pass vs image processor over-padding." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both involve MoE/FP8 wording, but one is a Qwen3-VL-Moe compatibility issue and the other is save_pretrained behavior; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Unrelated: missing transformers.onnx module vs LayoutLMv3 box-validation error messaging." + "reason": "Embedding dtype mismatch during eval is unrelated to pipeline-parallel output corruption." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Different model families and bugs: DeepSeek-v4 tensor operation issue vs Minimax attention numerical drift." + "reason": "Both mention numerical/transpose behavior in attention, but they are different models and code paths." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are import/platform problems, but one is backend dependency packaging and the other is Python 3.14 loading compatibility." + "reason": "Package installation backend omission is unrelated to Python 3.14 loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing transformers.onnx and LayoutLMv3 box error messaging are unrelated." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Same broad flash-attention theme, but one is a GPT-2 feature request and the other is an unspecified issue; not the same bug." + "reason": "A GPT-2 flash-attention feature request is not the same as a generic Flash Attention 2 bug." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "Unrelated: broken VitPose models vs kernel-compatibility issue." + "reason": "VitPose model breakage is unrelated to kernel 0.16 incompatibility." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Different code paths: Mllama mask handling vs generation kwargs after sync_gpus." + "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite-loop-on-image are different bugs." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Both involve tokenization-like behavior, but one is offset mapping and the other is phonemizer backend state; different bugs." + "reason": "Tokenizer offset mapping and stale phonemizer backend are different tokenizer bugs." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "Different failures in Qwen3.5-family models: SigLIP2 implementation mismatch vs infinite loop on a specific image." + "reason": "mllama mask handling is unrelated to generation kwargs after sync_gpus." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different packages." + "reason": "Attention-kernel divergence on torch.compile is unrelated to a padding performance issue." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to feature-extractor padding performance." + "reason": "Both are import errors, but for different missing symbols in different packages." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Tensor-parallel training bug vs example-script multi-label classification output issue are unrelated." + "reason": "Both are Qwen3.5-related, but save_pretrained key regression and from_pretrained error are distinct failures." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "Different symptoms and subsystems: VRAM leak in Qwen3ForCausalLM threading vs dtype mismatch in inference." + "reason": "VRAM leak in dataloader threads is unrelated to dtype mismatches in inference." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Same model family, but save_pretrained key serialization and from_pretrained loading failure are distinct problems." + "reason": "Tensor parallel training bug is unrelated to the multi-label example script returning empty results." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter-name mismatch vs import-time stdout diagnostics; not the same issue." + "reason": "Documentation parameter-name mismatch is not the same as doc-lint output at import time." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Chat-completions request rejection is unrelated to VL image-placeholder handling." + "reason": "Chat completions API rejection and image-placeholder handling in VL models are different request-processing bugs." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization-space cleanup behavior change vs phonemizer language state bug are different areas." + "reason": "Tokenization cleanup behavior change and phonemizer backend state are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "General Python version support regression vs a specific PyTorch version check bug; not the same code path." + "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor/image-size mismatch is unrelated to a broken documentation example." + "reason": "Wrong processor output size and broken DIA documentation example are unrelated." }, { - "left": "issue:45083", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni MoE feature-length helper behavior is unrelated to AuxRequest import gating." + "reason": "Python version support breakage is unrelated to an incorrect PyTorch version check for AuxRequest." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Base-model-prefix loading regression vs NaNs after checkout/init are unrelated." + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to flex_attention import gating." }, { "left": "issue:38617", "right": "issue:45278", - "accept": true, - "reason": "Both point to the same broad import regression after upgrade; 45278 is the umbrella report and 38617 is a concrete missing-symbol instance." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Multi-label example-script output issue is unrelated to SigLIP2 implementation discrepancy." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Both mention tokenizer regressions in v5, but the concrete failures and affected models differ." - }, - { - "left": "issue:44075", - "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling vs trainer evaluate/train interaction are different bugs." + "reason": "A specific missing import is not the same as a broad 'many import errors' regression, even if they may share a release." }, { - "left": "issue:45362", - "right": "issue:45478", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Both are Qwen3.5-related, but chat crashes and from_pretrained errors are different failure modes." + "reason": "Base_model_prefix loading regression is unrelated to NaNs after checkout/init in classification heads." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate call on issue:45278 / issue:38617 is plausible from the titles, and the other soft-edge verdicts avoid overclaiming beyond the available 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 }, @@ -17178,12 +17365,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:33453", "issue:39379", "issue:39401", - "issue:42222", "issue:42371", "issue:42617", "issue:42673", @@ -17192,6 +17378,7 @@ "issue:43066", "issue:43116", "issue:43208", + "issue:43493", "issue:43618", "issue:43673", "issue:43688", @@ -17201,23 +17388,24 @@ "issue:43874", "issue:43937", "issue:43992", + "issue:44075", "issue:44117", "issue:44291", "issue:44355", - "issue:44380", - "issue:44466", "issue:44485", "issue:44704", + "issue:44779", + "issue:44936", "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", @@ -17226,10 +17414,13 @@ "issue:46829", "issue:46894", "issue:46981", - "issue:47000", "issue:47116" ], "soft_pairs": [ + "issue:43066|issue:44779", + "issue:43116|issue:43493", + "issue:45362|issue:45478", + "issue:44075|issue:44936", "issue:43937|issue:44485", "issue:42673|issue:42796", "issue:43066|issue:46710", @@ -17240,214 +17431,217 @@ "issue:42371|issue:43874", "issue:43827|issue:45446", "issue:43992|issue:44704", - "issue:45405|issue:45446", - "issue:44117|issue:45588", "issue:44291|issue:45071", + "issue:45405|issue:45446", "issue:43824|issue:46981", + "issue:44117|issue:45588", "issue:39379|issue:43688", "issue:46328|issue:47116", "issue:44117|issue:45081", - "issue:33453|issue:39401", "issue:43673|issue:46328", - "issue:43208|issue:46894", + "issue:33453|issue:39401", "issue:43064|issue:43673", + "issue:43208|issue:46894", "issue:43937|issue:45563", "issue:42617|issue:45341", - "issue:45092|issue:46762", - "issue:44466|issue:46002", - "issue:44380|issue:46077", - "issue:42222|issue:47000" + "issue:45092|issue:46762" ], - "prepared_review_unit_hash": "bb243db6dfc7e6d3bf3434c32a4f06b537107180327694bd4054b3c6b1dddfe0", + "prepared_review_unit_hash": "2182b947be908dfb498d6bd41532315244408696675f86986652c95febef816c", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35798, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "soft_pair_count": 28, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of mostly unrelated Transformer issues, with many tokenizer/loading bugs mixed in with model-specific training, attention, API, and docs regressions. None of the soft pairs look like true duplicates of the same underlying bug/change.", + "summary": "This cluster is a loose collection of unrelated issues, mostly around Transformers v5 tokenizer/model-loading regressions. There is no true duplicate core; the closest thematic group is tokenizer-loading bugs, but the concrete failures differ across models and code paths.", "confidence": 0.68, - "canonical_issue_reason": "issue:44117 is the broadest and most representative of the tokenizer-loading failures in this set, but the cluster is heterogeneous overall.", + "canonical_issue_reason": "Issue 43066 is the broadest and most central representative of the set: it is a direct Transformers v5 tokenizer-loading regression and sits near several other tokenizer-related reports, even though it does not truly subsume them.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44117 is the best single representative because it describes a generic from_pretrained/tokenizer mapping failure rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 43066 is the best single issue to keep as a representative umbrella for the cluster\u2019s strongest shared theme (v5 tokenizer/loading regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a decoder-type change and the other is incorrect DeepSeek tokenization output; different concrete bugs and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "One is an example-script multi-label classification bug; the other is a SigLIP2 implementation discrepancy. No shared underlying failure." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a from_pretrained error for MoE weights; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling in optimizers and trainer.evaluate() failing after train are separate training-loop issues." + }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-5 related, but one is a GenerationConfig validation failure and the other is a RoPE implementation discussion; different code paths." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are distinct model issues with different failure modes." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in dataloader threading versus tokenizer BPE marker handling; unrelated subsystems and symptoms." + "reason": "VRAM leak in multi-dataloader-thread usage and tokenizer BPE-marker handling are unrelated subsystems." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Wrong tokenizer decoder type is a loading/serialization bug, while the other is a broad accuracy regression after upgrade." + "reason": "One is a tokenizer decoder-type regression; the other is an accuracy regression on DeepSeek after upgrade. Same version context, different bug." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are not the same bug." + "reason": "Compiled Python file errors and a docs parameter-name mismatch are not the same underlying issue." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "One is missing vision-backend handling in AutoProcessor; the other is repeated HTTP 429 retries during config fetching." + "reason": "AutoProcessor vision-backend fallback and repeated HTTP 429 retries are both in AutoProcessor, but they affect different code paths and symptoms." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Different output-field bugs in different model classes; not the same underlying issue." + "reason": "Both are output-field assignment bugs, but they concern different model outputs and different missing/incorrect fields." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label behavior and pipeline task-support messaging are different problems." + "reason": "An empty-results example script bug and an incorrect pipeline error message are separate issues." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance versus a missing image-patch method; no shared code-path bug." + "reason": "TF32 control settings and a missing image-processor method are unrelated bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline and a PyTorch version guard bug are unrelated." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug in flex_attention are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing encoder weights in UMT5 versus incomplete kwargs forwarding in AutoProcessor; different failures." + "reason": "Both involve loading/pretrained flows, but one misses weights in UMT5Encoder and the other drops kwargs in AutoProcessor/cached_file." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "A dependency version bump issue versus a backend import version check; not duplicates." + "reason": "init_empty_weights compatibility and PretrainedConfig type-checking breakage are different v5 API regressions." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling and flash_attention s_aux=None are different tokenizer/attention bugs." + "reason": "A dependency version bump not yet on PyPI and an incorrect PyTorch version guard are unrelated." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Both touch v5 loading/type issues, but one is init_empty_weights argument handling and the other is PretrainedConfig type checking; not the same bug." + "reason": "Qwen2.5-VL import failure and AutoProcessor 429 retry behavior are unrelated." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "An import error for a VL model and an HTTP retry behavior problem are unrelated." + "reason": "Tokenizer mapping None-handling and a flash_attention crash on s_aux=None are different bugs." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Incorrect MLLama masking and auxiliary-loss normalization are different model-training bugs." + "reason": "Mllama masking logic and MoE auxiliary-loss normalization are separate numerical correctness issues." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding performance overhead versus a streaming pipeline regression; too far apart." + "reason": "A pad() performance regression and a streaming pipeline regression are not the same code-path problem." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading related, but one is a None mapping assumption and the other is a Mistral regex/backend_tokenizer crash; different root causes." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Generic tokenizer loading regression versus Qwen3 offset_mapping correctness; not the same issue." + "reason": "Both touch tokenizer loading, but one is a mapping-None assumption and the other is a Mistral regex patch crash; different fixes." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing during chunked prefill and sequence padding inefficiency are unrelated." + "reason": "GenerationMixin cache handling and SequenceFeatureExtractor.pad performance are unrelated." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different model families and different training bugs; only a vague pattern match." + "reason": "Both are tokenizer issues, but one is a generic loading regression and the other is a Qwen3 offset_mapping bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption and missing generation cache are distinct v5 regressions." + "reason": "Wrong optimizer state placement in Trainer/FSDP2 and missing GenerationMixin cache in chunked_prefill are different failures." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Both are training bugs, but they concern different models and different mechanics; not a single underlying defect." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalid and stale num_return_sequences warning are different generation issues." + "reason": "GenerationConfig validation failure and a stale num_return_sequences warning are distinct generation-related issues." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Running a specific parallel script and a small testing_utils bug are unrelated." + "reason": "Running 3d_parallel.py failing and a small testing_utils.py bug are unrelated." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility for remote-code checkpoints versus numerical differences in attention implementation." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Both concern attention behavior, but one is GPT2 attention scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional-mask construction." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "VitPose model loading breakage and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Meta-init incompatibility for old remote-code checkpoints and Minimax attention numerical differences are different bugs." } ] }, @@ -17469,18 +17663,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:38617", "issue:39379", "issue:39401", "issue:41628", "issue:42222", - "issue:42371", - "issue:42831", - "issue:43097", "issue:43122", - "issue:43208", "issue:43408", "issue:43421", "issue:43441", @@ -17489,11 +17679,11 @@ "issue:43937", "issue:43986", "issue:44220", - "issue:44261", "issue:44263", + "issue:44380", "issue:44410", + "issue:44466", "issue:44483", - "issue:44493", "issue:44496", "issue:44704", "issue:44779", @@ -17509,6 +17699,8 @@ "issue:45464", "issue:45561", "issue:45632", + "issue:46002", + "issue:46077", "issue:46231", "issue:46298", "issue:46328", @@ -17517,16 +17709,20 @@ "issue:46762", "issue:46897", "issue:46981", + "issue:47000", "issue:47059", "issue:47110" ], "soft_pairs": [ + "issue:42222|issue:47000", + "issue:44466|issue:46002", + "issue:44380|issue:46077", "issue:43937|issue:44977", "issue:43408|issue:43742", "issue:42222|issue:43441", "issue:43450|issue:43986", - "issue:39379|issue:46897", "issue:45071|issue:46512", + "issue:39379|issue:46897", "issue:42222|issue:46752", "issue:44263|issue:46762", "issue:44877|issue:46231", @@ -17536,230 +17732,216 @@ "issue:45341|issue:45561", "issue:44410|issue:45310", "issue:45071|issue:47059", + "issue:44483|issue:45464", "issue:45341|issue:46328", "issue:39401|issue:43421", - "issue:44483|issue:45464", "issue:44704|issue:47110", - "issue:38617|issue:41628", "issue:43937|issue:44496", "issue:43122|issue:46298", + "issue:38617|issue:41628", "issue:38617|issue:44220", - "issue:44964|issue:45278", - "issue:42371|issue:44261", - "issue:43097|issue:44493", - "issue:42371|issue:42831", - "issue:44261|issue:46762", - "issue:43208|issue:46897" + "issue:44964|issue:45278" ], - "prepared_review_unit_hash": "a1e580bdcfb1d38729ecf12e799c6c63074954fe2edca87c2eacb38cd296d922", + "prepared_review_unit_hash": "79f029f4f8e1c42109c805c13dd81e687cc4630b188c2003403d7e122d919e7a", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35044, + "estimated_input_tokens": 8761, + "estimated_eval_tokens": 17778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers bugs (imports, tokenizers, vision/video processors, config regressions, chat APIs). I don\u2019t see any soft-edge pair that clearly describes the same concrete underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44704 is the most concrete, code-path-specific regression in the set: it names a precise from_pretrained/cached_file argument-passing failure with a clear fix surface.", + "summary": "Most pairs are clearly unrelated across different models, APIs, or failure modes. The only accepted soft pair appears to describe the same Qwen3.5 chat/completions streaming bug, with issue:45464 giving the more specific description.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45464 is the clearest representative because it explicitly names the Qwen3.5-0.8B chat/completions streaming failure; issue:44483 appears to be the same bug, but its visible title is less specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44704 is the best canonical issue candidate because it is narrowly scoped, reproducible, and tied to a specific API path rather than a broad or vague symptom.", + "best_issue_reason": "issue:45464 is the best issue to keep as the representative report because it is the more concrete description of the shared chat/completions streaming failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Different models and failure modes: VitPose breakage versus an RTDetr loss crash." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but they are different bugs in different models and code paths." + }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes; one is invalid GenerationConfig, the other is flash-attention generation behavior." + "reason": "Invalid GenerationConfig is a different problem from Qwen3.5 flash-attention generation issues." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Unrelated subsystems and symptoms: SAM3 model-type warning versus a MobileLLM loading key error." + "reason": "The sam3_video model-type warning and the MobileLLM key error are unrelated loading bugs." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model families and bugs; vitpose breakage is not the same as Ministral FlashAttention failure." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are distinct model-specific regressions." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both involve video processing, but one is a batched-shape bug and the other is a torchvision-missing crash; not the same bug." + "reason": "Incorrect batched video processor shapes and a missing torchvision crash are different video-related issues." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Different code paths and models; mllama masking bug is unrelated to Florence2 training-loss double shift." + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate config bugs." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "Both mention config/dtype, but one is type-checking regression and the other is stale config.dtype after from_config." + "reason": "mllama mask handling and Florence2 training-loss double-shift are different model-specific bugs." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vitpose model breakage and empty-list chat template crash are unrelated." + "reason": "VitPose breakage and an empty-list apply_chat_template IndexError are unrelated." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "Different operators and models; torch.split indexing bug is not the same as Minimax attention numerical drift." + "reason": "torch.split return values in one model indexer and Minimax attention numerical drift are not the same bug." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading regression versus documentation parameter mismatch; not the same underlying issue." + "reason": "Strict config loading and a documentation parameter-name typo are unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different symptoms (offset mapping vs output correctness)." + "reason": "Both are tokenizer complaints, but they target different models and failure mechanisms." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Different bug classes: flash-attention training degradation versus save_pretrained checkpoint regression." + "reason": "FlashAttention training degeneration and save_pretrained checkpoint regression are different issues." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Cache-path collision and repeated 429 retries are separate AutoProcessor problems with different root causes." + "reason": "Cache-path collision for local models and repeated 429 retries are unrelated AutoProcessor behaviors." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing_utils, but one is an unspecified bug and the other is a specific xdist race on captured_info.txt." + "reason": "A testing_utils bug and an xdist race on captured_info.txt are not the same underlying issue." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen variants and different failures; missing projections is not a from_pretrained error." + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model-loading defects." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "Config type-checking regression and cli completion breakage are unrelated." + "reason": "PretrainedConfig type checking and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": true, + "reason": "These appear to be the same Qwen3.5 chat/completions streaming failure, with issue:45464 describing it more specifically." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Tokenizer offset mapping bug and runtime post-processor update bug are different tokenizer internals issues." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both are chat/completions related, but one is a general endpoint rejection and the other is a model-specific streaming inference failure." + "reason": "Wrong offset mapping and runtime post-processor updates are different tokenizer bugs." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor cached_file kwarg forwarding and special_tokens list-vs-dict handling are different bugs." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different breakages." + "reason": "Kwarg propagation in AutoProcessor.from_pretrained is unrelated to special_tokens being a list instead of a mapping." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and missing model_type in config.json are distinct loader/config errors." + "reason": "GenerationConfig validation failure and unrecognized model_type are different loading or validation problems." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging message are unrelated." + "reason": "Tokenizer output changes across versions and noisy logging are unrelated." }, { "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features bug are unrelated." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "Both are version-update regressions, but one is a specific multimodal model load failure and the other is broad import errors; not the same bug." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 API-settings warning and MLA rms_norm_eps precision issue are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removed config flag and unexpected position-id key errors are different regressions." - }, - { - "left": "issue:42371", - "right": "issue:42831", + "right": "issue:41628", "accept": false, - "reason": "TF32 behavior control and FineGrainedFP8 accuracy problems are unrelated." + "reason": "Different import errors for different symbols; not the same missing-export bug." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different numerical issues in different attention paths; not the same underlying bug." + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features are unrelated." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss bug are unrelated." + "reason": "Phi-4 multimodal load failure and broad import errors after upgrade are too general to treat as the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The verdicts are mostly conservative, but the writeup overstates the evidence for the one accepted pair. In the packet, issue:44483\u2019s visible title is only \u201c/v1/chat/completions would not accept request as usual,\u201d so saying both reports \u201cdescribe the same Qwen3.5-0.8B chat/completions streaming failure\u201d and calling it \u201cthe only true duplicate pair\u201d goes beyond what the packet directly supports. Please downgrade that language to an evidence-bounded phrasing like \u201cappears to be the same bug\u201d and avoid claiming uniqueness unless the packet explicitly establishes it." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17774,27 +17956,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:27957", - "issue:29159", "issue:29925", "issue:30947", + "issue:42371", + "issue:42831", "issue:43012", "issue:43066", "issue:43097", "issue:43122", + "issue:43208", "issue:43352", "issue:43441", "issue:43452", "issue:43531", "issue:43577", "issue:43673", - "issue:43873", "issue:43874", "issue:43931", "issue:43957", - "issue:43986", "issue:44038", "issue:44075", "issue:44077", @@ -17807,35 +17989,41 @@ "issue:44410", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44987", "issue:45071", "issue:45310", "issue:45341", - "issue:45372", "issue:45478", "issue:45542", "issue:45588", "issue:45656", - "issue:46050", "issue:46172", "issue:46752", + "issue:46762", + "issue:46897", "issue:46981", "issue:47116", "issue:47448" ], "soft_pairs": [ - "issue:44077|issue:46981", + "issue:42371|issue:44261", + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:43208|issue:46897", "issue:43931|issue:44410", + "issue:44077|issue:46981", "issue:44484|issue:45310", "issue:44075|issue:45656", "issue:43066|issue:43122", "issue:44410|issue:45478", "issue:44263|issue:44485", - "issue:29925|issue:30947", "issue:43673|issue:45341", - "issue:43097|issue:43452", + "issue:29925|issue:30947", "issue:43931|issue:44038", + "issue:43097|issue:43452", "issue:45071|issue:45542", "issue:43441|issue:44829", "issue:44038|issue:44230", @@ -17846,241 +18034,233 @@ "issue:46752|issue:47116", "issue:43531|issue:45341", "issue:27957|issue:43352", - "issue:43097|issue:45588", - "issue:44263|issue:46172", "issue:44117|issue:44987", + "issue:44263|issue:46172", + "issue:43097|issue:45588", "issue:44484|issue:45478", - "issue:44360|issue:46172", - "issue:43097|issue:46050", - "issue:43986|issue:45372", - "issue:44261|issue:44485", - "issue:29159|issue:30947", - "issue:43097|issue:43873" + "issue:44360|issue:46172" ], - "prepared_review_unit_hash": "a9ed09afaad8c829925a48eb9e8e41807c02bb76f71026dd48d5234b928201e2", + "prepared_review_unit_hash": "82489b15f3499c6bb510e7bd55d143f130134867d8a2a5189e5ed2c227079b4c", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36050, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer v5 bug reports, with one strong duplicate-like tokenizer regression thread. The only pair that looks like the same underlying bug is the v5 tokenizer behavior/decoder-type change; the rest are related only at a broad subsystem level and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43066 is the most concrete root-cause report in the tokenizer regression thread: it points to the decoder type being wrong in v5, which plausibly explains the broader tokenization differences seen elsewhere.", + "summary": "This cluster is thematically related to Transformers regressions and model-specific loading/runtime bugs, but the pairs are mostly not true duplicates. The soft edges are broad text matches across different models, APIs, and failure modes, so none should be merged.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43097 is the cleanest representative of a concrete Transformers v5 breakage with clear user impact and multiple references; among these heterogeneous reports, it is the most broadly actionable anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best overall representative for the cluster because it describes the user-visible regression broadly and cleanly captures the shared tokenizer problem space.", + "best_issue_reason": "issue:43097 is the best single issue to represent the cluster because it describes a specific, reproducible API regression rather than a vague symptom or model-only edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both are Transformers bugs, but one is about TF32 API settings and the other about missing rms_norm_eps in MLA q_a_layernorm; different code paths and fixes." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in v5 versus unexpected position-id key errors; different underlying failures." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are unrelated precision concerns, not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical issues, but they affect different models/components and do not share the same faulty code path." + }, + { + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "Different bugs: one is an optimizer/model init constraint, the other is repeated retry behavior in AutoProcessor over HTTP 429." + "reason": "xLSTM training blockers and Florence2 double-shift are model-specific training bugs with no clear shared fix." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both mention Qwen3 models, but the failures are different: weight-shape mismatch vs missing layer projections." + "reason": "Both involve Qwen3-family models, but one is a weight-shape loading mismatch and the other missing layer projections; not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init validation and AutoProcessor 429 retry behavior are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated: shard size question in save_pretrained vs a Qwen3.5 MoE from_pretrained error." + "reason": "save_pretrained shard sizing and Qwen3.5 MoE from_pretrained loading failure are different problems." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both involve optimizers, but one is ignored SGD args and the other is double optimizer stepping with deepspeed." + "reason": "SGD args ignored and double optimizer step under deepspeed are distinct training-loop bugs." }, { "left": "issue:43066", "right": "issue:43122", - "accept": true, - "reason": "Same tokenizer regression family in v5: wrong decoder/type handling matches the broader 'different tokenization' symptom." + "accept": false, + "reason": "Tokenizer decoder type regression and changed tokenization output are related only broadly; not the same underlying bug." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different concrete failures and likely different fixes." + "reason": "Both mention Qwen3.5/Qwen3next-style loading issues, but the specific missing projections vs generic from_pretrained error are different." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM-5/GLM MoE internals; no clear shared code-path or symptom." - }, - { - "left": "issue:29925", - "right": "issue:30947", - "accept": false, - "reason": "Both are tokenizer-related, but one is about enforcing use_fast and the other about special-token application on LLaMA3." + "reason": "A torch.split/indexer bug and a GLM-5 RoPE implementation issue are separate code paths." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Completely unrelated: generation cache/chunked prefill vs a testing utility bug." + "reason": "Generation cache regression and a testing_utils bug are unrelated." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:29925", + "right": "issue:30947", "accept": false, - "reason": "Different areas: removed encoder-decoder tying vs gguf_file breakage in from_pretrained." + "reason": "Fast-tokenizer enforcement for SigLIP and special-token behavior for LLaMA3 are different tokenizer bugs." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a shape mismatch and the other is a MoE/v5 loading issue." + "reason": "Both are Qwen3-VL related, but one is a shape mismatch on a specific checkpoint and the other is a broader MoE flash-related issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A v5 API removal and gguf_file load failures are different failure modes." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Unrelated regression types: config type checking vs missing TensorFlow backend detection." + "reason": "PretrainedConfig type checking and tf backend detection are unrelated issues." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention Flash Attention, but one is unsupported-model loading and the other is training degradation with flash_attention_3." + "reason": "Both involve flash attention, but one is unsupported FlashAttention 2 on a model and the other is FlashAttention 3 causing degenerate training." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Model family overlap only; one is a bug, the other is an fp8 support request." + "reason": "Qwen3-VL-MoE inference regression and FP8 support request are not the same bug." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a PyTorch warning on compile and the other is incorrect dtype propagation in Blip2 loading." + "reason": "A compile-time warning for bfloat16 and a Blip2 dtype-loading bug are different dtype issues." }, { "left": "issue:43957", "right": "issue:44351", "accept": false, - "reason": "Different loading failures: meta-device model loading vs importing HybridCache." + "reason": "Meta-device model loading breakage and HybridCache import failure are unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different components and symptoms: multimodal image-patch counting vs a layernorm epsilon precision issue." + "reason": "Missing image-patch counting method and missing rms_norm_eps are separate multimodal/model-config defects." }, { "left": "issue:45341", "right": "issue:47448", "accept": false, - "reason": "No overlap beyond being general bug reports; testing utility vs unrecognized Gemma architecture." + "reason": "A testing utility bug and an unrecognized architecture are clearly different." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Different code paths: empty chat-template input crash vs streaming pipeline regression." + "reason": "Empty chat-template input crash and streaming pipeline regression are different runtime paths." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Unrelated: sliding-window behavior in Qwen3-MoE vs a testing utility bug." + "reason": "Qwen3-MoE sliding_window handling and testing_utils are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both involve Flash Attention 2, but one is XLM-Roberta support and the other is Nemotron unsupported-model gating." + "reason": "FlashAttention 2 support for XLMRoberta and lack of FlashAttention 2 support for NemotronH are different model-specific issues." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different bugs: removed tie_embeddings_and_encoder_decoder vs flash_attention.py crashing on s_aux=None." + "reason": "Tokenizer mapping returning None and a specific model load failure are not the same defect." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "No clear duplicate relationship; one is a torch.split/indexer issue, the other a DeepSeek-v4 transpose/dtype bug." + "reason": "Different tensor-operation bugs in different models; too little evidence of a shared code path." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Possible loading-related overlap, but the concrete failures are not the same and no shared code-path is evident." + "reason": "API removal regression and sink-less flash_attention crash are unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated: save_pretrained shard-size behavior vs Qwen3.5 MoE from_pretrained regression." + "reason": "save_pretrained shard size discussion and Qwen3.5 MoE loading failure are not duplicates." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different math/code-path issues in unrelated models; no same underlying bug." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Different persistence/loading problems: embedding tying removal vs quantized model save/load breakage." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Both are processor/loading errors, but caused by different missing dependencies and different processors." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Both touch GLM-related models, but the precision-epsilon issue and RoPE implementation are distinct." - }, - { - "left": "issue:29159", - "right": "issue:30947", - "accept": false, - "reason": "Both are tokenizer bugs, but one is slow-vs-fast inconsistency and the other is special-token flags not taking effect." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Different areas: config/API removal vs quantization/offloading behavior." + "reason": "DSA indexer ReLU omission and deepseek-v4 comb transpose issue are separate low-level bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: it correctly identifies the set as mostly heterogeneous, with the one strong tokenizer-regression linkage between issue:43066 and issue:43122. The other soft-edge rejections are cautious and consistent with the issue titles. No obvious overstatement or mergeability problem is 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 }, @@ -18095,48 +18275,49 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ + "issue:29159", "issue:30947", "issue:33453", "issue:34567", "issue:38617", - "issue:41950", "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:43937", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", "issue:44246", + "issue:44261", "issue:44263", "issue:44315", - "issue:44380", "issue:44410", "issue:44484", + "issue:44485", "issue:44704", "issue:44936", "issue:45103", "issue:45341", + "issue:45372", "issue:45375", "issue:45440", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46298", "issue:46365", "issue:46369", - "issue:46421", "issue:46655", "issue:46664", "issue:46701", @@ -18146,224 +18327,231 @@ "issue:46981" ], "soft_pairs": [ + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44261|issue:44485", + "issue:29159|issue:30947", "issue:42907|issue:43937", - "issue:43208|issue:43550", "issue:45753|issue:46369", + "issue:43097|issue:43873", "issue:45440|issue:46172", + "issue:43208|issue:43550", "issue:43986|issue:45341", "issue:44246|issue:46981", "issue:44410|issue:45375", "issue:44117|issue:46701", "issue:43012|issue:46821", "issue:44062|issue:44117", - "issue:30947|issue:33453", "issue:43673|issue:46123", + "issue:30947|issue:33453", "issue:30947|issue:34567", "issue:43874|issue:44263", "issue:44038|issue:44410", "issue:46172|issue:46710", "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:38617|issue:42757", "issue:44704|issue:45103", "issue:44936|issue:46365", - "issue:43064|issue:44315", + "issue:38617|issue:42757", "issue:43986|issue:44484", - "issue:42890|issue:46298", - "issue:38617|issue:41950", - "issue:43502|issue:43992", - "issue:44380|issue:46421" + "issue:43064|issue:44315" ], - "prepared_review_unit_hash": "70a0eaca8ba10d154670326b0b56b7f15e307654ae39176d6db83bc6da8a4eab", + "prepared_review_unit_hash": "f3608b33ac8481f9af9b8e155260499bd2a351fad4f52c4f1d7cb0dc194d3345", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34897, - "estimated_input_tokens": 8725, - "estimated_eval_tokens": 17706 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35774, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are distinct bugs across tokenizers, trainers, processors, vision models, imports, and generation. The soft pairs are mostly superficial similarity matches rather than true duplicates, so none should be merged.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 33453 is the broadest, most umbrella-like report in the set (tokenizer loading regression), but the overall cluster is too mixed for a strong canonical duplicate choice.", + "summary": "No soft pair looks like the same underlying bug or change. The set is broadly heterogeneous, with only loose topical overlap (mostly tokenizer/import/model-specific regressions), so there is no PR candidate and only a weak issue-level representative.", + "confidence": 0.86, + "canonical_issue_reason": "issue:30947 is the clearest concrete tokenizer bug and the closest anchor for the tokenizer-related soft pairs, but it still does not explain the rest of the mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33453 is the most general issue title and the closest thing to a cluster representative, though it still only covers one narrow subsystem.", + "best_issue_reason": "issue:30947 is the best issue-level representative because it has a specific, reproducible symptom and is the most coherent among the related tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Different model families and failure modes: dequantized save/load vs invalid GenerationConfig." + "reason": "Different missing imports in different loading paths; same broad class of ImportError, not the same bug." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load or model-state behavior, but the concrete failures are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but one is a layernorm epsilon precision issue and the other is RoPE implementation." + }, + { + "left": "issue:29159", + "right": "issue:30947", + "accept": false, + "reason": "Both touch tokenizer behavior, but one is slow/fast inconsistency and the other is BOS/EOS flags not taking effect." + }, + { + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "xLSTM training bugs are unrelated to Bamba-9B-v2 torch.compile/SDPA failures." + "reason": "Dequantized save failure and invalid GenerationConfig are different model-specific problems." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Qwen3_5 infinite-loop bug and SAM memory overflow are separate model-specific issues." + "reason": "Different models and different failure modes: infinite loop vs memory overflow." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a removed API/regression issue, the other is offloading with quantization; not the same code-path bug." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence and deepseek-v4 tensor transpose bug are different code paths." + "reason": "Both mention DeepSeek, but they concern different model implementations and different failures." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to a testing_utils bug." + "reason": "A processor-loading ImportError and a testing_utils bug are not the same underlying issue." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Import slowness and repeated 429 retry behavior are distinct AutoProcessor problems." + "reason": "Both involve import/loading behavior, but one is slow imports and the other is repeated 429 retries." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen variants and different defects: missing projections vs missing config field." + "reason": "Missing layer projections and a missing config field are different model-definition bugs." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None and DiffusionGemma pipeline failure are unrelated." + "reason": "Tokenizer mapping None handling and a pipeline failure are unrelated subsystems." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "bfloat16 compilation warning is not the same as a TimesFM window_size AttributeError." + "reason": "A PyTorch bf16 compile warning and a window_size AttributeError are not the same bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Both involve tokenizers, but the concrete bugs are different: AddedToken kwargs vs mapping lookup." + "reason": "AddedToken constructor misuse and tokenizer mapping assumptions are distinct tokenizer issues." }, { - "left": "issue:30947", - "right": "issue:33453", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer-loading theme overlaps, but one is a specific add_bos/add_eos bug and the other is a broad regression report." + "reason": "Cache handling in generation and final-batch pipeline bookkeeping are different failures." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:30947", + "right": "issue:33453", "accept": false, - "reason": "Cache missing during chunked prefill and final-batch mask dropping are different behaviors." + "reason": "Both are tokenizer regressions, but one is special-token flags and the other is tokenizer loading behavior." }, { "left": "issue:30947", "right": "issue:34567", "accept": false, - "reason": "Tokenizer special-token handling is unrelated to TrainerState token counting." + "reason": "Tokenizer behavior and TrainerState token counting are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM components and distinct bugs: multimodal token counting vs torch.split return values." + "reason": "Different GLM46V/GlmMoe code paths and different runtime errors." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Related family names, but different models and bug types; not the same underlying change." + "reason": "Qwen3-VL-Moe compatibility and qwen3next layer projections are separate model issues." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "A tensor-ops bug in deepseek-v4 is unrelated to an accuracy regression after upgrade." + "reason": "One is a DeepSeek-V4 tensor operation issue; the other is an accuracy regression after upgrade." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor reports, but one is padding math and the other is num_frames semantics." + "reason": "Both are SmolVLM video processor issues, but padding math and num_frames semantics are different bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and empty-list chat template crash are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Different missing imports from different dependencies; same symptom class, not the same bug." + "reason": "A noisy log message and an empty-list chat-template crash are unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring future-annotations crash are unrelated." + "reason": "Passing kwargs to cached_file and an auto_docstring AttributeError are different code paths." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate post-train failure is unrelated to importing Trainer being blocked by datasets." + "reason": "Trainer.evaluate-after-train and Trainer import broken by datasets installation are not the same failure." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel application in model_init." + "reason": "Both are import errors, but they involve different missing symbols and different packages." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A torchvision dependency crash and a save_pretrained shard-size question are not duplicates." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Missing set_seed in tests and noisy logging are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:41950", - "accept": false, - "reason": "ImportError for layer_type_validation and video-classification pipeline using image processors are different issues." + "reason": "Processor loading without torchvision and save_pretrained shard sizing are unrelated." }, { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Offline-mode API leakage and missing embed_tokens weights are separate loading bugs." - }, - { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Attention scaling ignored and cache lazy-init recompilation are different code-path problems." + "reason": "Wrong optimizer state handling in FSDP2/PEFT and Liger Kernel not applying with model_init are different training bugs." } ] }, @@ -18385,22 +18573,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:30947", "issue:33357", - "issue:36010", "issue:36683", + "issue:38617", + "issue:41950", "issue:42175", "issue:42757", - "issue:42831", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", "issue:43066", - "issue:43097", "issue:43208", "issue:43352", + "issue:43502", "issue:43526", "issue:43550", "issue:43582", @@ -18413,8 +18602,6 @@ "issue:43992", "issue:44077", "issue:44162", - "issue:44222", - "issue:44261", "issue:44368", "issue:44380", "issue:44451", @@ -18423,7 +18610,6 @@ "issue:44655", "issue:44734", "issue:44938", - "issue:45478", "issue:45479", "issue:45584", "issue:45712", @@ -18433,263 +18619,265 @@ "issue:46178", "issue:46298", "issue:46365", + "issue:46421", "issue:47116", - "issue:47276" + "issue:47276", + "issue:47455" ], "soft_pairs": [ + "issue:42890|issue:46298", + "issue:38617|issue:41950", + "issue:43502|issue:43992", + "issue:44380|issue:46421", "issue:44451|issue:47116", "issue:44938|issue:46178", "issue:43208|issue:43526", - "issue:43064|issue:47116", "issue:43012|issue:43550", + "issue:43064|issue:47116", "issue:45712|issue:46298", "issue:43066|issue:43906", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:45584|issue:46365", - "issue:43012|issue:44368", "issue:43825|issue:44655", + "issue:43012|issue:44368", "issue:44734|issue:47116", "issue:43827|issue:47116", "issue:43352|issue:43976", - "issue:43992|issue:44484", "issue:44077|issue:46365", + "issue:43992|issue:44484", "issue:30947|issue:33357", "issue:44380|issue:46132", "issue:36683|issue:43582", - "issue:44380|issue:45479", "issue:44162|issue:46172", + "issue:44380|issue:45479", "issue:42757|issue:43824", "issue:42175|issue:46365", "issue:43012|issue:47276", "issue:43756|issue:44485", - "issue:43352|issue:44380", - "issue:43097|issue:46298", - "issue:36010|issue:42757", - "issue:42831|issue:44261", - "issue:44222|issue:45478", - "issue:43064|issue:44380" + "issue:46298|issue:47455", + "issue:43352|issue:44380" ], - "prepared_review_unit_hash": "7c234a05dc8c8e70cbfcfa5c2bfe1194915264e3c03a7afbeda4828a62866ef3", + "prepared_review_unit_hash": "d2e7287033ac51cf8246632e24e7d12ce9aa6b11e82761037d0c9163a531f114", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37047, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "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 bug reports; the soft pairs share only superficial similarity (warnings, import errors, v5 mentions), so none should be merged as duplicates. If a representative issue is needed, the v5 streaming regression report is the broadest fit.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 47116 is the broadest v5 regression report in the set and best matches the recurring compatibility-breakage theme, but it is still only a representative, not a duplicate of the others.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues that only loosely overlap on v5/regression/import/backend themes. There is no strong duplicate group; the closest candidates are still separate concrete bugs.", + "confidence": 0.84, + "canonical_issue_reason": "issue:47116 is the broadest representative here: it describes a concrete v5 runtime regression with wider user impact than the narrower, more specialized reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47116 is the most general and self-contained report here, so it is the best single issue to anchor the cluster if one must be chosen.", + "best_issue_reason": "issue:47116 is the best single issue to stand in for the cluster because it is a clear, user-facing regression and the most general of the v5-related items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is not the same as a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:41950", + "accept": false, + "reason": "Removed import symbol error and video-classification processor lookup bug are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network requests and missing embed_tokens.weight in UMT5Encoder are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored is a different bug from cache lazy init causing recompilation." + }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Specific model-load failure vs. streaming pipeline regression; different code paths and symptoms." + "reason": "Specific model load failure and streaming pipeline regression are not the same underlying issue." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure vs. backend mapping error for tensorflow_text; unrelated." + "reason": "Python 3.14 import/load failure and invalid tensorflow_text backend mapping are different failures." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs. BeitImageProcessorFast label reduction; different components and bug classes." + "reason": "xLSTM training blockers and BeitImageProcessorFast reduce_labels bug are unrelated." }, { - "left": "issue:43064", - "right": "issue:47116", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "FSDP2 optimizer-state mismatch is unrelated to pipeline streaming regression." + "reason": "bfloat16 compile warning and Bamba SDPA torch.compile failure are distinct issues." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43064", + "right": "issue:47116", "accept": false, - "reason": "bfloat16 compile warning vs. Bamba SDPA/torch.compile failure; not the same underlying bug." + "reason": "FSDP2 optimizer-state corruption is not the same as the streaming pipeline regression." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes vs. noisy logging; unrelated maintenance issues." + "reason": "Leaking dummy classes into dir(transformers) is unrelated to a noisy log message." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type vs. isolated reproduction of a different issue; no shared concrete failure." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of another issue." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models vs. Qwen3_5 infinite loop on an image; different model paths." + "reason": "Save failure for dequantized Ministrals/Devstrals and Qwen3.5 image infinite loop are different bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failure vs. saving Pipeline objects; both about saving, but not the same bug." + "reason": "Dequantized-model save failure and Pipeline save_pretrained failure affect different object types and code paths." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation edge case vs. Trainer import depending on uninstalling datasets; unrelated." + "reason": "Whisper empty transcription failure and Trainer import conflict with datasets are unrelated." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Compile-time bf16 warning vs. tie_word_embeddings warning during LoRA fine-tuning; different warnings and causes." + "reason": "Pipeline v5 error-message behavior and saving Pipeline objects are different problems." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Pipeline translation-task message issue vs. Pipeline save_pretrained failure; distinct pipeline behaviors." + "reason": "PyTorch precision warning on compile and tie_word_embeddings warning in Qwen3.5 are not the same issue." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Serving KV-cache indexing crash vs. streaming pipeline regression; different subsystems." + "reason": "KV-cache continuation indexing in transformers serve is separate from the streaming pipeline regression." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still reference pipeline() vs. runtime streaming regression; documentation vs. code bug." + "reason": "Docs still referencing pipeline() is a documentation issue, not the runtime streaming regression." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support missing for Nemotron vs. Python version incompatibility; unrelated." + "reason": "Flash Attention 2 support gating for NemotronH is unrelated to Python version compatibility." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Missing embed_tokens.weight in from_pretrained vs. max_shard_size question; not the same issue." + "reason": "patchtsmixer post_init validation and Trainer import conflict are different dependency/model issues." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "patchtsmixer post_init validation vs. import failure tied to datasets; unrelated." + "reason": "Missing encoder weights on load and max_shard_size default behavior are different save/load concerns." }, { "left": "issue:30947", "right": "issue:33357", "accept": false, - "reason": "LLaMA3 BOS/EOS token handling vs. MacOS CLIP bus error; different models and failures." + "reason": "Special token insertion on LLaMA3 and MacOS CLIP bus error are unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. AttentionInterface.register behavior change; separate code paths." + "reason": "Ignored GPT2 attention scaling and AttentionInterface.register changing behavior are different attention bugs." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config missing vocab_size vs. Apple Silicon TypeError in allocator warmup; unrelated." + "reason": "Missing Gemma3Config vocab_size and Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Attention-backend scaling bug vs. degenerate zero-loss classification bug; no common root cause." + "reason": "ESM2 being broken and deepseek-v4 tensor transpose bug are different model-specific failures." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "ESM2 breakage vs. deepseek-v4 tensor transpose bug; different models and failures." + "reason": "Attention scaling config being ignored and degenerate zero loss in classification are unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode import vs. missing Qwen2_5_VLForConditionalGeneration import; both import errors, but different symbols and fixes." + "reason": "Both are import errors, but they involve different missing symbols from different packages." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Optional backend packaging gap vs. Trainer import conflict with datasets; different dependency problems." + "reason": "Missing TensorFlow backend from torch install and Trainer import conflict with datasets are separate dependency problems." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "bfloat16 compile warning vs. misleading synced_gpus warning in continuous batching; unrelated warnings." + "reason": "A compile precision warning is not the same as a misleading synced_gpus warning message." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer drop bug vs. GLM-5 RoPE implementation discussion; not the same concrete defect." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Model-specific Flash Attention unsupported error vs. GPT2 attention scaling ignored under backends; related area, different bugs." - }, - { - "left": "issue:43097", - "right": "issue:46298", - "accept": false, - "reason": "Removed config API without indication vs. noisy logging message; unrelated." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Different import errors for different symbols; same general symptom, but not the same underlying bug." + "reason": "Smollm3 RoPE layer count mismatch and GLM-5 RoPE implementation discussion are not the same concrete bug." }, { - "left": "issue:42831", - "right": "issue:44261", - "accept": false, - "reason": "FP8 accuracy issue vs. missing rms_norm_eps in MLA q_a_layernorm; distinct precision-related defects." - }, - { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:46298", + "right": "issue:47455", "accept": false, - "reason": "FP8 save_pretrained MoE issue vs. Qwen3.5 MoE from_pretrained error; different directions of model I/O." + "reason": "Noisy logging and kernel version checking are unrelated." }, { - "left": "issue:43064", + "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state corruption vs. GPT2 attention-scaling bug; unrelated." + "reason": "Flash Attention 2 unsupported warning and GPT2 attention scaling being ignored are different issues." } ] }, @@ -18711,16 +18899,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:29870", "issue:29925", "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:38617", + "issue:42757", + "issue:42831", "issue:42890", - "issue:43010", + "issue:43064", "issue:43299", "issue:43352", "issue:43475", @@ -18730,13 +18921,12 @@ "issue:43761", "issue:43867", "issue:43976", - "issue:43992", - "issue:44075", "issue:44077", + "issue:44222", + "issue:44261", "issue:44263", "issue:44355", "issue:44380", - "issue:44393", "issue:44483", "issue:44514", "issue:44625", @@ -18746,7 +18936,7 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45278", + "issue:45478", "issue:45593", "issue:45759", "issue:46077", @@ -18757,20 +18947,22 @@ "issue:46877", "issue:47059", "issue:47110", - "issue:47317", "issue:47321", - "issue:47332", - "issue:47337" + "issue:47332" ], "soft_pairs": [ + "issue:36010|issue:42757", + "issue:42831|issue:44261", + "issue:44222|issue:45478", "issue:44483|issue:44514", + "issue:43064|issue:44380", "issue:42890|issue:47059", "issue:43618|issue:43761", - "issue:45276|issue:46077", "issue:44625|issue:46365", + "issue:45276|issue:46077", "issue:38617|issue:43502", - "issue:44655|issue:47321", "issue:44655|issue:47332", + "issue:44655|issue:47321", "issue:44625|issue:46077", "issue:43299|issue:43867", "issue:43611|issue:44655", @@ -18779,250 +18971,246 @@ "issue:43352|issue:45593", "issue:36683|issue:44077", "issue:46077|issue:46512", - "issue:43976|issue:44938", "issue:44263|issue:45759", + "issue:43976|issue:44938", "issue:44355|issue:46877", "issue:29925|issue:33453", "issue:43867|issue:45216", - "issue:44938|issue:47059", "issue:36683|issue:44625", + "issue:44938|issue:47059", "issue:43618|issue:45216", "issue:36683|issue:47110", - "issue:29870|issue:36296", "issue:44355|issue:44855", + "issue:29870|issue:36296", "issue:43867|issue:46202", - "issue:44908|issue:46851", - "issue:43992|issue:47317", - "issue:44393|issue:47337", - "issue:44075|issue:46365", - "issue:43010|issue:45278" + "issue:44908|issue:46851" ], - "prepared_review_unit_hash": "a4e4a62c0674e7c27590a8e70e63d1f3feecfb8e3fa9286c8cde5129cbcdb6e9", + "prepared_review_unit_hash": "f4e53d7ae5a2446acb75544472fa40935d580934d2b00093761a0fe3420a56b0", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37272, - "estimated_input_tokens": 9318, - "estimated_eval_tokens": 18892 + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated regression reports. None of the soft pairs look like the same underlying bug/change closely enough to merge. The closest themes are tokenizer loading, CLIP output regressions, and a few Gemma/Qwen issues, but they still split by distinct code paths and symptoms.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 43618 is the cleanest, most concrete runtime regression in the set and the best available anchor, though the overall cluster is not truly cohesive and does not contain a clear duplicate family.", + "summary": "This cluster is highly heterogeneous. The soft pairs mostly share broad vocabulary like import/load/save/regression, but they describe different concrete bugs in different code paths, so I rejected all candidate duplicates. No single issue cleanly represents the whole set.", + "confidence": 0.9, + "canonical_issue_reason": "No canonical issue: the items span unrelated failures across imports, model loading/saving, tokenizers, configs, tests, and training; the overlap is only topical, not duplicate-level.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43618 is the strongest single issue to anchor triage: specific, reproducible, and closer to a likely duplicate cluster than the others. It is still only a representative issue, not a proven duplicate root.", + "best_issue_reason": "No strong global issue anchor. If forced, a narrowly scoped regression report would be preferable, but none of these subsumes the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both involve Qwen/VL request handling, but one is chat/completions request acceptance and the other is batched processor/template padding behavior. Different layers and bugs." + "reason": "Both are ImportErrors, but for different symbols and modules (`GenerationMixin` vs `is_offline_mode`)." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "One is a missing set_seed in a SAM HQ test, the other is a CLI breakage from huggingface_hub API changes. Not the same failure." + "reason": "Both mention accuracy/precision, but one is a generic FP8 accuracy issue and the other is a specific MLA RMS norm epsilon mismatch." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Both are CLIP v5 regressions, but one loses attentions in CLIPOutput and the other loses hidden_states in CLIPVisionModel.forward. Related area, different concrete bug." + "reason": "Save-pretrained vs from-pretrained loading are different code paths and failure modes." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Gemma4 both, but resize_token_embeddings propagation and bidirectional-attention mask construction are distinct code paths." + "reason": "Both involve chat/input handling, but one is an API request rejection and the other is a processor crash on batched padding=False input." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Trainer import failure with datasets installed are unrelated problems." + "reason": "Different subsystems: distributed trainer optimizer state handling vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Both are test failures, but caused by different missing setup / CLI compatibility issues." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions output and the other is hidden_states not returned." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs an unrelated Trainer import conflict with `datasets`." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: embedding resizing vs bidirectional attention mask construction." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError from removed configuration_utils symbol vs local_files_only still triggering network requests. Different subsystems." + "reason": "An import error in `configuration_utils` is unrelated to unwanted network requests with `local_files_only=True`." }, { "left": "issue:44655", - "right": "issue:47321", + "right": "issue:47332", "accept": false, - "reason": "save_pretrained Pipeline bug and AMD quark class update issue are unrelated." + "reason": "Both concern saving, but one is pipeline serialization and the other is disk-offloaded Qwen3-VL checkpoint saving." }, { "left": "issue:44655", - "right": "issue:47332", + "right": "issue:47321", "accept": false, - "reason": "Both mention saving/offloading, but the failures are different: Pipeline serialization vs disk-offloaded Qwen3-VL model save behavior." + "reason": "Pipeline save failure is unrelated to an AMD Quark class update issue." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are unrelated." + "reason": "Different Qwen3.5 vs Gemma4 configuration bugs with no shared failing path." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading regressions, but one is Qwen3VL MoE model loading in v5.0.0.dev0 and the other is state_dict ordering causing load errors. Not the same bug." + "reason": "Both are load-model regressions, but the reported symptoms and likely root causes differ (`base_model_prefix` vs sorted state_dict)." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Loading with base_model_prefix and saving Pipeline objects are different features and failure modes." + "reason": "Model loading with `base_model_prefix` is unrelated to saving Pipeline objects." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output field regression vs GPT2 attention scaling ignored under SDPA/FlashAttention. Different model and different issue." + "reason": "Attention-related wording only; one is missing attentions output, the other ignores attention scaling config." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + "reason": "Gemma3 vocab_size config bug and SAM 3 Video missing `fpn_position_embeddings` are unrelated model attribute errors." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Flash Attention support in NemotronH vs D-FINE auxiliary loss handling are unrelated." + "reason": "FlashAttention support gating and D-FINE auxiliary-loss logic are different bugs." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing vocab_size in Gemma3Config vs patchtsmixer post_init policy are different problems." + "reason": "A missing config attribute is unrelated to the `patchtsmixer` `post_init` policy change." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Bidirectional attention mask construction and stale dtype in config after from_config are unrelated." + "reason": "Bidirectional attention mask construction and stale `config.dtype` are separate config bugs." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44263", + "right": "issue:45759", "accept": false, - "reason": "Both are version-compatibility complaints, but one is Python 3.9+ vs 3.10+ and the other is Python 3.14 load failure. Not the same root cause." + "reason": "Different failures: `torch.split` behavior in a MoE indexer vs unwrapping `text_config` for composite multimodal configs." }, { - "left": "issue:44263", - "right": "issue:45759", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer and AutoModelForCausalLM text_config unwrapping are unrelated." + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python import errors and auto_docstring import-time diagnostics are different import-time issues." + "reason": "Compiled Python import errors and stdout docstring lint noise are unrelated." }, { "left": "issue:29925", "right": "issue:33453", "accept": false, - "reason": "SigLIP use_fast enforcement is a tokenizer-specific bug; 'Regression in tokenizer loading' is too broad and not clearly the same issue." + "reason": "Tokenizer fast-mode enforcement is not the same as a broad tokenizer-loading regression." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict-sorted load failure and Qwen3.5 save_pretrained regression are both checkpoint-related but not the same concrete bug." + "reason": "Load-time state_dict ordering problems and save_pretrained checkpoint corruption are different sides of the API and different bugs." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "Python 3.14 load failure and CLI breakage with huggingface_hub 1.22.0 are unrelated." + "reason": "Different config fields (`vocab_size` vs `num_labels`) and different affected models." }, { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "Gemma3Config missing vocab_size and Qwen3.5 num_labels propagation are different config bugs." + "reason": "Python 3.14 import failure vs CLI breakage with huggingface_hub 1.22.0 are unrelated compatibility issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression vs Qwen3.5 saved-checkpoint regression are unrelated." + "reason": "Missing CLIP attentions output is unrelated to Qwen3.5 save_pretrained checkpoint correctness." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Missing vocab_size and special_tokens list/dict handling are unrelated." + "reason": "`Gemma3Config.vocab_size` missing and `special_tokens` being a list instead of a dict are unrelated." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Bart generate decoder_attention_mask initialization bug and tensor-parallel training bug do not share the same code path." + "reason": "Both are import-related, but the causes differ: compiled file handling vs a Python 3.13 `torch.jit.script` parsing issue." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "Compiled-file import failures and torch.jit script parsing indentation/comment errors are distinct issues." + "reason": "BART generate decoder mask initialization and tensor-parallel training optimizer state corruption are unrelated." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Checkpoint loading error from sorted state_dict and Gemma pipeline roundtrip failure are unrelated." + "reason": "A model loading error when sorting state_dict is not the same as Gemma pipeline roundtrip tokenization failure." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids behavior 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:44393", - "right": "issue:47337", - "accept": false, - "reason": "Qwen3-VL 2D bbox hallucination/error and a flaky bbox-range test are not the same underlying defect." - }, - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Optimizer SGD args being ignored and Trainer import failing until datasets is removed are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "no_grad decoration for cache/layer update methods and broad import errors after version update are unrelated." + "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position_ids are separate bugs in different subsystems." } ] }, @@ -19044,7 +19232,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28282", "issue:29870", @@ -19056,33 +19244,27 @@ "issue:42890", "issue:43010", "issue:43064", - "issue:43065", "issue:43502", "issue:43525", "issue:43575", - "issue:43576", "issue:43618", - "issue:43723", - "issue:43824", "issue:43867", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", "issue:44222", - "issue:44230", "issue:44246", "issue:44351", "issue:44360", - "issue:44387", "issue:44393", "issue:44492", - "issue:44556", "issue:44734", "issue:44964", - "issue:44977", "issue:45125", + "issue:45278", "issue:45310", "issue:45357", "issue:45375", @@ -19090,264 +19272,276 @@ "issue:45478", "issue:45561", "issue:45850", - "issue:46132", + "issue:46234", + "issue:46285", + "issue:46291", + "issue:46365", "issue:46617", "issue:47000", - "issue:47317" + "issue:47317", + "issue:47337", + "issue:47455" ], "soft_pairs": [ + "issue:44393|issue:47337", + "issue:43992|issue:47317", + "issue:43976|issue:47455", + "issue:44075|issue:46365", "issue:44393|issue:47000", + "issue:43010|issue:45278", "issue:43992|issue:45310", - "issue:42548|issue:44351", "issue:29870|issue:33453", - "issue:43064|issue:44492", + "issue:42548|issue:44351", "issue:36296|issue:43575", - "issue:44222|issue:45125", + "issue:43064|issue:44492", + "issue:46291|issue:47455", "issue:43618|issue:44077", + "issue:44222|issue:45125", "issue:41669|issue:44246", "issue:42890|issue:45561", - "issue:43867|issue:45357", "issue:43867|issue:45375", + "issue:43867|issue:45357", "issue:28282|issue:33453", "issue:43010|issue:43976", - "issue:43618|issue:44977", - "issue:43010|issue:45850", + "issue:43618|issue:46285", + "issue:46234|issue:47455", "issue:45125|issue:45478", + "issue:43010|issue:45850", "issue:45125|issue:45375", "issue:44360|issue:45440", "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:43525|issue:47317", "issue:42890|issue:44964", - "issue:44734|issue:46617", - "issue:44387|issue:44556", - "issue:41628|issue:42548", - "issue:43723|issue:44556", - "issue:44222|issue:44230", - "issue:43010|issue:43065", - "issue:43824|issue:46617", - "issue:43576|issue:46132" + "issue:41628|issue:47455", + "issue:44734|issue:46617" ], - "prepared_review_unit_hash": "4ea2b67cfdd248ff99fcaf1868e39a59de4d1ec40fe569e32dd20876722d61f1", + "prepared_review_unit_hash": "2be1d05b4b414119a1f762b618f374481cfde84cd52db738edf9197cd792fef0", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36480, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, but two soft edges look like genuine duplicates: the import-time slowdown reports and the Qwen3.5 MoE tensor-parallel/from_pretrained failure. Most other pairs share only a broad subsystem or symptom class, not the same underlying bug.", - "confidence": 0.71, - "canonical_issue_reason": "issue:41669 is the strongest cluster anchor: it describes a concrete, repo-wide import regression with broad impact and directly matches the import-slowdown symptom in issue:44246.", + "summary": "This cluster is fairly heterogeneous: most items are distinct import/model/config/training bugs, not true duplicates. I\u2019d only merge two soft pairs as same underlying issues, and there are no PRs here.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest representative of the import-breakage subgroup, with a high-level symptom that overlaps several of the import-related reports in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the most representative and actionable issue in the set, with the broadest user impact and the clearest link to an accepted soft duplicate.", + "best_issue_reason": "issue:45278 has the clearest cluster-wide scope and the best chance of representing the largest shared symptom family among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44393", - "right": "issue:47000", + "right": "issue:47337", "accept": false, - "reason": "Different vision bugs: Qwen3-VL 2D box hallucination vs RTDetrLoss infeasible cost matrix." + "reason": "Both mention bbox values, but one is model output hallucination and the other is a flaky test about coordinate range; not the same bug." }, { "left": "issue:43992", - "right": "issue:45310", + "right": "issue:47317", "accept": false, - "reason": "Different model/loading paths: UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + "reason": "UMT5 encoder weight loading and PPFormulaNet training loss are unrelated code paths." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43976", + "right": "issue:47455", + "accept": false, + "reason": "Python-version compatibility and kernel-version checking are different failure modes." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and a Trainer import failure are unrelated issues." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "BBox hallucination in Qwen3-VL and RTDetr loss infeasibility are different model bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache updates is unrelated to import errors after a version update." + }, + { + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different export failures." + "reason": "Missing encoder weights and Qwen3.5 MoE from_pretrained failure are different problems." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate decoder_attention_mask bug vs tokenizer loading regression; not the same issue." + "reason": "Decoder attention-mask use-before-assignment and tokenizer loading regression are not the same bug." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Distributed optimizer-state bug vs a cache-strategy typo; unrelated." + "reason": "Both are import errors, but they concern different missing symbols and likely different causes." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs OOM while loading a specific model with TP; different failure modes." + "reason": "A tensor-parallel training bug and a tp-related OOM on a specific model are not the same fix." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:47455", "accept": false, - "reason": "FP8 save_pretrained/moe issue vs missing _tp_plan for tensor parallelism; different code paths." + "reason": "Both involve kernels/versioning, but the concrete failure and likely fix are not clearly the same." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment vs patchtsmixer post_init policy; unrelated." + "reason": "CLIPOutput attention assignment and patchtsmixer post_init behavior are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for Qwen3_5Moe are different code paths." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Both describe the same import-time performance regression; 41669 names the likely root cause and 44246 reports the user-facing symptom." + "reason": "Both describe the same import-time slowdown, and the import-* removal matches the reported intermittent long import symptom." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test seeding flakiness vs xdist file race; different CI/test infra problems." + "reason": "A missing set_seed flaky test and an xdist race on captured_info.txt are different CI issues." }, { "left": "issue:43867", - "right": "issue:45357", + "right": "issue:45375", "accept": false, - "reason": "State-dict loading error vs incorrect visual encoder keys during save_pretrained; different failure points." + "reason": "State-dict loading order and a missing vision-config field are unrelated." }, { "left": "issue:43867", - "right": "issue:45375", + "right": "issue:45357", "accept": false, - "reason": "State-dict loading error vs missing vision config field; not the same bug." + "reason": "State-dict loading failure and incorrect visual encoder keys in save_pretrained are different issues." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency import error vs tokenizer loading regression; unrelated." + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad behavior vs Python-version compatibility breakage; unrelated." + "reason": "Cache no_grad decoration and Python-version support are unrelated." }, { "left": "issue:43618", - "right": "issue:44977", + "right": "issue:46285", "accept": false, - "reason": "Missing CLIPOutput attentions vs Qwen3.5 flash-attention generation bug; different models and paths." + "reason": "Both touch CLIP, but they are different structural/API regressions." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:46234", + "right": "issue:47455", "accept": false, - "reason": "Specific cache/layer no_grad fix vs a broad complaint that many models break; too vague to merge." + "reason": "Missing import_utils helper and kernel version checking are not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": true, - "reason": "Both point to the same Qwen3.5 MoE tensor-parallel/from_pretrained failure and could be fixed by one code change." + "reason": "These report the same Qwen3.5-MoE from_pretrained/tp-plan failure, with nearly identical symptom and scope." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache-update decoration and broad version-breakage complaints are too different and unspecific." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel _tp_plan omission vs missing deepstack_visual_indexes in vision config; different issues." + "reason": "Missing tp plan and missing deepstack_visual_indexes are different Qwen3.5 config issues." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE implementation divergence; unrelated." + "reason": "A ReLU discussion in the DSA indexer and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only still hitting the network vs AddedToken special-argument conflict; different bugs." + "reason": "local_files_only network leakage and AddedToken argument collision are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness vs stale device override CI failure; unrelated." + "reason": "SamHQ seed flakiness and GraniteSpeech stale device override failures are different CI bugs." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Llama4Config missing pad_token_id vs PPFormulaNet training-loss bug; different models and symptoms." + "reason": "Llama4Config missing pad_token_id and PPFormulaNet training loss are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test determinism issue vs Phi-4 multimodal loading failure; unrelated." - }, - { - "left": "issue:44734", - "right": "issue:46617", - "accept": false, - "reason": "KV-cache continuation indexing crash vs trust_remote_code cache FileNotFoundError; different code paths." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory regression vs checkpoint reload compatibility after v5 upgrade; related to loading, but not the same bug." + "reason": "SamHQ flaky tests and Phi-4-multimodal loading failure are unrelated." }, { "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Missing AutoImageProcessor export vs missing PreTrainedModel export; distinct top-level import problems." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading regression vs checkpoint reload failure after upgrade; different symptoms and likely fixes." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained/moe bug vs FP8 inference support request for Qwen3-VL/Qwen3.5; not one concrete change." - }, - { - "left": "issue:43010", - "right": "issue:43065", + "right": "issue:47455", "accept": false, - "reason": "Cache/layer update no_grad issue vs dummy Conv2d in Sam3PixelDecoder; unrelated." + "reason": "AutoImageProcessor import failure and kernel version checking are different import issues." }, { - "left": "issue:43824", + "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs cache FileNotFoundError for trust_remote_code; different failures." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken transformers env CLI vs AttentionInterface.register behavior change; different surfaces and fixes." + "reason": "KV-cache continuation crash in serve and cache FileNotFoundError on trust_remote_code loading are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the two accepted edges are plausibly same-bug duplicates based on the issue titles, and the rest of the rejections are conservative. No overstatement stands out, and the two accepted pairs look mergeable into single bugfix PRs." + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The two accepted pairs look plausibly duplicate or same-bug issues, while the rejections avoid overstating weak similarity. No PR-pair mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -19366,7 +19560,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:29870", "issue:30333", @@ -19374,14 +19568,18 @@ "issue:31795", "issue:36296", "issue:38617", + "issue:41628", + "issue:42548", "issue:42757", "issue:42898", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43475", "issue:43502", "issue:43576", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", @@ -19390,23 +19588,19 @@ "issue:44077", "issue:44222", "issue:44230", - "issue:44315", "issue:44351", "issue:44355", - "issue:44360", + "issue:44387", "issue:44485", "issue:44556", - "issue:44623", "issue:44749", "issue:44861", "issue:44961", "issue:45071", "issue:45125", - "issue:45230", - "issue:45362", - "issue:45375", "issue:45850", "issue:46095", + "issue:46132", "issue:46143", "issue:46144", "issue:46617", @@ -19417,6 +19611,13 @@ "issue:47317" ], "soft_pairs": [ + "issue:44387|issue:44556", + "issue:41628|issue:42548", + "issue:43723|issue:44556", + "issue:44222|issue:44230", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", "issue:45071|issue:47317", "issue:42898|issue:46664", "issue:46143|issue:46144", @@ -19444,232 +19645,246 @@ "issue:31795|issue:38617", "issue:43475|issue:46617", "issue:44077|issue:44861", - "issue:44351|issue:46617", - "issue:44623|issue:45230", - "issue:44315|issue:44360", - "issue:45362|issue:45850", - "issue:45375|issue:47110" + "issue:44351|issue:46617" ], - "prepared_review_unit_hash": "c463b676e7732e96fd3967464640d5c3494505151f6dcf4edf26bbf235e9d018", + "prepared_review_unit_hash": "7dcd31e869a6c378c2039990146d2e0fc5283bc5ccef037f4f239a99aaf018d8", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36256, - "estimated_input_tokens": 9064, - "estimated_eval_tokens": 18384 + "soft_pair_count": 35, + "serialized_chars": 37206, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated bugs, import errors, docs issues, or model-specific regressions. None of the soft pairs are strong enough to treat as the same underlying change/bug, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a safe canonical representative; the items span many different subsystems and failure modes rather than one duplicate bug.", + "summary": "These issues are mostly a loose v5-regression cluster with mixed model-loading, import, CLI, docs, and model-specific bugs; none of the soft pairs look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the clearest representative regression report: a concrete v5 upgrade/reload failure with broad applicability.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a clear global best duplicate anchor because the cluster is too mixed and the soft matches are only thematic, not the same concrete problem.", + "best_issue_reason": "issue:44556 is the best umbrella candidate in this set because it is concrete and broadly framed, unlike the many narrowly scoped import/docs/model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45071", - "right": "issue:47317", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Both mention training/model behavior, but one is a PretrainedConfig type-check regression and the other is a PPFormulaNet training-loss bug; different code paths." + "reason": "Different failure modes: int4 quantization OOM vs checkpoint reload breakage after v5 upgrade." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "One is tokenization-space cleanup behavior in v5; the other is a video processor num_frames semantic issue. Different features." + "reason": "Both are import errors, but for different symbols and likely different breakpoints (`AutoImageProcessor` vs `PreTrainedModel`)." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Both involve RoFormer, but one is missing kwargs forwarding while the other is about attention-interface usage; related area, not the same bug." + "reason": "Tokenizer loading in v5 is not the same bug as failing to reload checkpoints after an upgrade." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Local-files-only network calls and GLM-5 RoPE implementation are unrelated failures." + "reason": "FP8 save_pretrained bug vs FP8 inference support request; related area, not the same bug." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Compiled Python file handling and a performance regression after upgrade are different issues." + "reason": "Cache/layer `update()` no_grad issue is unrelated to the dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:43874", + "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing image-processor method causing multimodal token math failure is not the same as a cache FileNotFoundError for trust_remote_code." + "reason": "Specific Qwen2.5-VL import error vs generic trust_remote_code cache FileNotFoundError." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Loading stall in Sentence Transformers is unrelated to docs confusion around input_ids and past_key_values." + "reason": "Broken `transformers env` command is not the same as `AttentionInterface.register` changing registered-function behavior." }, { - "left": "issue:45850", + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs PPFormulaNet training-loss bug; no shared codepath." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change and video `num_frames` semantics are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing `**kwargs` passthrough and the other says attention doesn't use the interface; not one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "`local_files_only=True` still triggering requests is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to the post-upgrade slowdown report." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method vs cache-loading FileNotFoundError; different components." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers is not the same as confusing docs for `input_ids`/`past_key_values`." + }, + { + "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "A broad 'v5 breaks many models' complaint does not match a specific special_tokens list/keys AttributeError." + "reason": "A vague 'many models break' complaint is not the same as the specific `special_tokens` dict/list AttributeError." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation/update helpers, but one is about no_grad decoration for cache updates and the other about sync_gpus ordering in kwargs update." + "reason": "`update()` needing `@torch.no_grad` is unrelated to generation kwargs after `sync_gpus`." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only API requests and FP8 save_pretrained moe are different code paths." + "reason": "Network requests despite `local_files_only` is unrelated to FP8 moe save_pretrained." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve version upgrades and model loading, but one is Qwen3VL MoE loading and the other is generic checkpoint reload breakage." + "reason": "Qwen3VL MoE loading breakage is a different model-specific regression than generic checkpoint reload failure." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and AutoProcessor backend-missing error are separate processor problems." + "reason": "Video `num_frames` semantics and AutoProcessor vision-backend handling are different bugs." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed jobs and tensor-parallel training are unrelated." + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training failure." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a nonspecific 'racoon' issue are not the same underlying problem." + "reason": "Docs still referencing `pipeline()` vs an unrelated 'racoon' issue; no shared bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A Bart generate() UnboundLocalError and forward-signature documentation confusion are different issues." + "reason": "Bart generate UnboundLocalError is unrelated to docs confusion about `input_ids` and `past_key_values`." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3/MoE, but one is a broad v5 regression report and the other is a specific missing _tp_plan tensor-parallel bug." + "reason": "Qwen3-VL-Moe load bug vs missing `_tp_plan` for tensor parallelism; adjacent model family, different defect." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is not the same as a DeepSeekV4 weight-conversion question." + "reason": "FP8 inference support request is not the same as asking for a weight-conversion script." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "A broken transformers env command and an import error for a missing model class are different failures." + "reason": "Broken env command and a Qwen2.5-VL import error are different subsystems and failures." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network requests and a generic 'racoon' issue are unrelated." + "reason": "`local_files_only` network leakage is unrelated to the 'racoon' issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors and PretrainedConfig type checking are not the same bug." + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI/env breakage and type-checking regression do not share a concrete code path." + "reason": "CLI env command failure vs type-checking regression are not the same bug." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "CLI/env command issues and a huggingface_hub completion API mismatch are different problems." + "reason": "`transformers env` breakage is unrelated to CLI tests failing with `huggingface_hub` 1.22.0." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import failure from huggingface_hub and a broken transformers env command are separate regressions." + "reason": "Missing `is_offline_mode` import is a different import regression than the env command bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training bug is unrelated to docs mentioning deprecated `return_all_scores`." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Model.forward documentation confusion and a missing layer_type_validation import are not duplicates." + "reason": "Forward-method docs confusion is unrelated to missing `layer_type_validation` import." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Missing SAM3 vision encoder attribute and cache-loading FileNotFoundError are unrelated." + "reason": "SAM 3 video encoder attribute error vs trust_remote_code cache loading failure; different codepaths." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement and _get_tied_weight_keys AttributeError are different model-initialization issues." + "reason": "`post_init` policy validation is unrelated to `_get_tied_weight_keys` crashing on list-valued keys." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache import and trust_remote_code cache FileNotFoundError are separate import/load problems." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Processor.save_pretrained missing files is not the same as a placeholder generic bug report." - }, - { - "left": "issue:44315", - "right": "issue:44360", - "accept": false, - "reason": "Liger Kernel not applied with model_init and the DSA indexer ReLU discussion are unrelated." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Qwen3.5-35B chat crash and the broad 'v5 breaks too many models' complaint are not the same concrete bug." - }, - { - "left": "issue:45375", - "right": "issue:47110", - "accept": false, - "reason": "Missing Qwen3_5MoeVisionConfig field and a special_tokens/list.keys error are different model/config issues." + "reason": "`HybridCache` import failure is unrelated to trust_remote_code cache FileNotFoundError." } ] }, @@ -19691,17 +19906,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", "issue:43408", "issue:43525", "issue:43572", - "issue:43576", "issue:43673", "issue:43867", "issue:43976", @@ -19710,12 +19923,13 @@ "issue:44295", "issue:44297", "issue:44315", - "issue:44351", + "issue:44360", "issue:44393", "issue:44466", "issue:44485", "issue:44492", "issue:44556", + "issue:44623", "issue:44655", "issue:44704", "issue:44861", @@ -19726,13 +19940,14 @@ "issue:45092", "issue:45230", "issue:45341", + "issue:45362", + "issue:45375", "issue:45381", "issue:45468", "issue:45542", "issue:45753", "issue:45850", "issue:46018", - "issue:46095", "issue:46172", "issue:46209", "issue:46218", @@ -19740,17 +19955,21 @@ "issue:46664", "issue:47059", "issue:47110", - "issue:47176" + "issue:47455" ], "soft_pairs": [ + "issue:44623|issue:45230", + "issue:45362|issue:45850", + "issue:44315|issue:44360", + "issue:45375|issue:47110", "issue:43673|issue:44492", "issue:44485|issue:44961", "issue:43352|issue:44961", "issue:43525|issue:47110", "issue:44273|issue:45542", "issue:44961|issue:45468", - "issue:44315|issue:46209", "issue:45381|issue:46664", + "issue:44315|issue:46209", "issue:44273|issue:45003", "issue:43867|issue:47110", "issue:44466|issue:44556", @@ -19761,248 +19980,274 @@ "issue:44485|issue:46664", "issue:44393|issue:45753", "issue:44393|issue:45071", - "issue:44556|issue:45092", "issue:44295|issue:45230", + "issue:44556|issue:45092", "issue:42371|issue:44492", "issue:44297|issue:45230", "issue:45850|issue:47059", "issue:44246|issue:44273", "issue:46018|issue:46172", + "issue:41669|issue:47455", "issue:43408|issue:44315", "issue:44492|issue:45850", "issue:41669|issue:46218", - "issue:44492|issue:46328", "issue:43976|issue:44393", + "issue:44492|issue:46328", "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44908|issue:45071", - "issue:41669|issue:45341", - "issue:41669|issue:44351", - "issue:43576|issue:44908", - "issue:43576|issue:47176", - "issue:43976|issue:46218", - "issue:43298|issue:46095" + "issue:41669|issue:45341" ], - "prepared_review_unit_hash": "66d96b628d2b69ef24279e82544cfa96e7e7952861717c232ae464514e856f35", + "prepared_review_unit_hash": "c9bfd08a06d7b57646c628eb6ebd9a65c995ee31293843c983e1043985bf6930", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38745, - "estimated_input_tokens": 9687, - "estimated_eval_tokens": 19630 + "serialized_chars": 38635, + "estimated_input_tokens": 9659, + "estimated_eval_tokens": 19574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by Transformers v5-era regression reports, especially config/loading/import/cache issues, but the proposed soft pairs are mostly only superficially similar and do not look like the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44556 is the best concrete representative of the recurring v5 compatibility/loading regression theme; it describes a specific, reproducible upgrade breakage rather than a vague or model-specific symptom.", + "summary": "Mostly a noisy mix of unrelated bugs; the only coherent duplicate subgroup is around lazy loading/import behavior. I\u2019d consolidate that subgroup around issue 44273.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 44273 is the clearest description of the underlying lazy-loading/import failure and sits at the center of the only plausible duplicate cluster (slow imports and sys.modules access).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the strongest triage anchor in this set because it is specific, user-facing, and central to the broader v5 breakage pattern, whereas many other issues are either too generic or unrelated subsystems.", + "best_issue_reason": "Issue 44273 is the best representative of the cluster because it names the core behavior directly and is the most technically central of the related import/lazy-loading reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Generic bug report is not enough evidence of the same processor.save_pretrained missing-files bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad compatibility complaint, not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and failures: model_init/Liger Kernel vs a DSA indexer/ReLU discussion." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Different config/parsing failures with no clear shared code path." + }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Both mention cache-related terminology, but one is a chunked_prefill generation cache regression and the other is a typo in cache strategy docs/code; different bugs." + "reason": "Both mention cache, but one is chunked_prefill cache absence and the other is a cache-strategy typo." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs an unrelated placeholder/nonspecific issue; no shared underlying bug." + "reason": "GLM-5 RoPE implementation and racoon are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to the other issue." + "reason": "Flash Attention support issue vs unrelated racoon bug." }, { "left": "issue:43525", "right": "issue:47110", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a special_tokens/list attribute error are different code paths and failure modes." + "reason": "Missing pad_token_id and a special_tokens keys error are different failures." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regression and a TensorBoard/TensorFlow backend error are unrelated." + "reason": "Lazy-loading/import behavior is unrelated to the TensorFlow backend installation error." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful overlap beyond generic model-issue wording; distinct models and symptoms." + "reason": "Unrelated model-specific issues." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Liger Kernel model_init application and FP8 inference on B200 are separate implementation problems." + "reason": "Both are video-related, but the model behavior and code paths differ too much." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Both concern vision/video models, but one is about wrong vision_position_ids and the other is about num_frames semantics; not the same bug." + "reason": "Different model/runtime problems with no shared concrete bug." }, { "left": "issue:44273", "right": "issue:45003", - "accept": false, - "reason": "Import/lazy-loading performance and unsafe sys.modules access are related only at a high level, not the same concrete issue." + "accept": true, + "reason": "Both point to the same lazy-loading/import machinery; unsafe sys.modules access is a plausible root cause of lazy loading failing." }, { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "State-dict loading failure after sorting vs special_tokens keys error are different failures." + "reason": "State_dict loading error and special_tokens dict/list error are unrelated." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Inconsistent lm_head.weight serialization and checkpoint reload incompatibility after v5 upgrade are adjacent but not the same root cause." + "reason": "Related to serialization/loading in broad terms, but the concrete failure modes and scopes differ." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import * causing slow imports and a missing GenerationMixin cache during chunked_prefill are unrelated." + "reason": "Import-star slowdown and chunked_prefill cache missing are different bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained and tied-weight key handling are separate save/load bugs." + "reason": "Both touch save_pretrained, but pipeline saving and tied-weight-key type handling are not the same issue." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is model-specific; 'v5 breaks too many models' is too broad to be the same bug." + "reason": "Missing pad_token_idx after update is unrelated to the broad breakage complaint." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4 pad_token_id attribute error is a specific config regression, not the generic v5 breakage report." + "reason": "Specific pad_token_id attribute error is not the same as a generic model breakage report." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation discussion and SmolVLM video-frame semantics are unrelated." + "reason": "RoPE implementation and video num_frames semantics are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen vision issues, but one is 2D bbox hallucination/error and the other is an infinite loop on a specific image; different code-path symptoms." + "reason": "Same model family, but 2D bbox output issues and infinite looping are different concrete bugs." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output bug vs PretrainedConfig type-checking regression are unrelated." + "reason": "Vision model output bug vs a type-checking regression are unrelated." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Both are v5 compatibility complaints, but one is generic checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2; not the same concrete bug." + "reason": "Specific position_ids buffer bug vs generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Specific position_ids buffer access error vs a placeholder 'Bug report' issue; no evidence they are the same." + "reason": "Both are v5 compatibility complaints, but they affect different checkpoints and likely different root causes." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings guidance and cache-strategy typo are unrelated." + "reason": "TF32 settings API and cache-strategy typo are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained is unrelated to the generic bug report." + "reason": "Tokenizer serialization mismatch vs generic bug report." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 breakage complaint and a CLI incompatibility with huggingface_hub 1.22.0 are different issues." + "reason": "Broad model breakage complaint and CLI completion incompatibility are unrelated." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Slow import sometimes and lazy loading not working are related at a broad level, but not the same underlying bug or fix." + "accept": true, + "reason": "Slow import and broken lazy loading are the same underlying import-path problem; slow imports are a plausible symptom of lazy loading failing." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a tensor transpose/dtype issue are unrelated." + "reason": "DeepSeek-V4 gating and a tensor transpose issue are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:47455", + "accept": false, + "reason": "Import-star performance issue and kernel version checking are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Sam3 model-type warning and Liger Kernel model_init application are different subsystems." + "reason": "Model type mismatch warning and Liger Kernel/model_init behavior are unrelated." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a broad v5 regression complaint." + "reason": "Cache-strategy typo is too specific to be the same as a broad breakage report." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import * performance regression and a missing Qwen3_5 symbol import error are different import problems." + "reason": "Import-star slowdown is unrelated to a missing module import for Qwen3_5ForCausalLM." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Python version compatibility and vision output correctness are different problems." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Python version compatibility and a Qwen3-VL vision bug do not share a root cause." + "reason": "Cache-strategy typo and numpy/list padding inefficiency are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Test seeding and scheduler kwargs handling are different issues." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs propagation and scheduler kwargs propagation are different APIs and bugs." + "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:44908", @@ -20014,44 +20259,17 @@ "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import * usage in models and a testing_utils bug are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Both involve imports, but one is import-time package size/performance and the other is a missing HybridCache symbol; different fixes." - }, - { - "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "Broken transformers env command and inverse_sqrt scheduler kwargs are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:47176", - "accept": false, - "reason": "CLI env-command breakage and a shell-operator allowlist bypass are different problems, one functional and one security-related." - }, - { - "left": "issue:43976", - "right": "issue:46218", - "accept": false, - "reason": "Python-version compatibility and missing Qwen3_5 import are unrelated." - }, - { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Continuous batching audio-model support and DeepSeek-V4 weight conversion are different features with no shared bug." + "reason": "Import performance issue and a testing_utils bug are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays fairly conservative. The lazy-loading/import cluster around 44273 is the strongest coherent subgroup, and the accepted soft pairs are plausibly supported by the issue titles alone. No soft-edge verdict overstates the evidence in a way that clearly requires rejection." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20066,15 +20284,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ "issue:28348", - "issue:29870", - "issue:31515", "issue:31795", "issue:33453", "issue:37428", - "issue:38617", "issue:41669", "issue:42371", "issue:42913", @@ -20109,18 +20324,26 @@ "issue:45468", "issue:45656", "issue:45850", + "issue:46095", "issue:46218", "issue:46655", "issue:46894", "issue:47059", "issue:47110", "issue:47176", - "issue:47177" + "issue:47177", + "issue:47455" ], "soft_pairs": [ + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43976|issue:46218", + "issue:43298|issue:46095", "issue:45230|issue:45656", "issue:43976|issue:47176", "issue:31795|issue:33453", + "issue:44273|issue:47455", + "issue:44315|issue:47455", "issue:43519|issue:46655", "issue:44315|issue:44829", "issue:44861|issue:47110", @@ -20133,13 +20356,12 @@ "issue:31795|issue:37428", "issue:43576|issue:44273", "issue:44485|issue:47177", - "issue:44273|issue:44908", - "issue:43519|issue:44908", "issue:44861|issue:47059", + "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:43576|issue:46218", - "issue:44485|issue:45468", "issue:43606|issue:45468", + "issue:44485|issue:45468", "issue:42371|issue:43704", "issue:43704|issue:44485", "issue:45850|issue:47177", @@ -20147,8 +20369,8 @@ "issue:43352|issue:47177", "issue:43502|issue:43519", "issue:43519|issue:44623", - "issue:28348|issue:45250", "issue:44261|issue:45468", + "issue:28348|issue:45250", "issue:45850|issue:46218", "issue:43704|issue:45341", "issue:43352|issue:46218", @@ -20161,321 +20383,330 @@ "issue:44998|issue:47176", "issue:44230|issue:45310", "issue:44492|issue:44998", - "issue:43618|issue:44998", - "issue:31515|issue:38617", - "issue:29870|issue:31515", - "issue:43298|issue:44230" + "issue:43618|issue:44998" ], - "prepared_review_unit_hash": "00c5c3062dfaa33bcbd2988459ae864c8cf77546667ec872ae65d7197100b811", + "prepared_review_unit_hash": "def377abe17026b7b514e89630f3f920b3ad25bd051c6620fb60c1ddd28f802b", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 47, - "serialized_chars": 40986, - "estimated_input_tokens": 10247, - "estimated_eval_tokens": 20750 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 49, + "serialized_chars": 40989, + "estimated_input_tokens": 10248, + "estimated_eval_tokens": 20752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose mix of unrelated issue reports. The only plausible umbrella representative is the broad v5 regression report; the rest are too model-, subsystem-, or symptom-specific to serve as duplicates of one another.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models') and can represent the general v5 regression theme better than the highly specific bug reports.", + "summary": "No true duplicate cluster stands out here. The items are mostly unrelated issue reports, with only loose thematic overlap around v5/tokenizer/import regressions and several model-specific bugs. All soft-edge candidates should be rejected under strict duplicate triage.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43576 is the best anchor if a single issue must represent the set: it is concrete, version-specific, and has enough discussion/inbound references to be a useful hub for nearby v5-related reports. That said, it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 best fits as the cluster representative because it captures the widest shared concern across several v5-related breakages, while the other issues are mostly isolated model- or component-specific defects.", + "best_issue_reason": "issue:43576 is the most suitable representative issue for triage because it has the clearest actionable failure report and broad compatibility/regression framing. It is still only a representative anchor, not evidence that the set is one duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Both mention v5-era behavior, but one is a broken CLI/env command and the other is an LR scheduler kwarg bug; different code paths and fixes." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Completely different security/command-injection issue; only superficial CLI wording overlap." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "One is a Python version compatibility report, the other is a missing module import for a specific model; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek weight conversion are unrelated problems in different subsystems." + }, { "left": "issue:45230", "right": "issue:45656", "accept": false, - "reason": "A generic bug report versus a specific DeepSpeed optimizer-step duplication bug; no same code path." + "reason": "Generic bug report versus a specific double optimizer-step issue under deepspeed; no shared concrete failure." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python-version compatibility problem versus a shell-command allowlist bypass security issue; unrelated." + "reason": "Python version support regression and shell-operator allowlist bypass are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward inputs/past_key_values versus a tokenizer loading regression; different issues." + "reason": "Documentation confusion about forward arguments versus tokenizer loading regression; same area only at a very broad level." + }, + { + "left": "issue:44273", + "right": "issue:47455", + "accept": false, + "reason": "Lazy-loading behavior and kernel-version checking are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:47455", + "accept": false, + "reason": "Model_init/Liger application bug is unrelated to kernel version validation." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different processor bugs: timestamp calculation in Qwen3VL versus video padding calculation in SmolVLM." + "reason": "Both are processor bugs, but they affect different processors and different calculations (timestamp vs padding)." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init versus flash_attention_3 causing degenerate training; not the same change or failure mode." + "reason": "Different model-training issues: Liger application in model_init vs degenerate training with flash_attention_3." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "Tied-weights key handling crash versus special_tokens list handling; different objects and code paths." + "reason": "Both are attribute/type errors, but in different APIs and different failure modes." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma audio positional encoding bug versus CohereASR training-loss double-shift bug; unrelated model logic." + "reason": "Gemma audio positional encoding and CohereASR double-shift training-loss bug are different model-specific problems." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer behavior in v5, but one is a broad v4/v5 difference report and the other is a specific decoder-type issue; not enough evidence of the same bug." + "reason": "Both concern tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder-type bug; not the same concrete defect." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation bug versus shell command substitution allowlist bypass; entirely different subsystems." + "reason": "RoPE implementation discussion and shell command-substitution bypass are unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation detail versus Gemma audio positional encoding; unrelated." + "reason": "DSA ReLU discussion and Gemma audio positional encoding are unrelated model/implementation issues." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python compatibility bug versus tar/zip-slip arbitrary file write security issue; unrelated." + "reason": "Python version compatibility and tar/zip slip security issue are unrelated." }, { "left": "issue:43519", - "right": "issue:44485", + "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor versus GLM-5 RoPE implementation; different code paths." + "reason": "Different bugs in different components: Qwen3VL timestamp calculation vs scheduler kwarg handling." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Model.forward docs confusion versus an ImportError around flash-attention support; unrelated." + "reason": "Documentation confusion versus a flash-attention import error; no shared code-path bug." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command versus lazy loading malfunction; only broad v5-adjacent similarity, not the same bug." + "reason": "A broken env command and lazy loading failure are different issues, even if both appear in v5 contexts." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "Model RoPE implementation bug versus tar/zip-slip security flaw; unrelated." + "reason": "RoPE implementation and arbitrary file write/RCE are entirely unrelated." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:44861", + "right": "issue:47059", "accept": false, - "reason": "Lazy loading failure versus inverse_sqrt scheduler kwargs handling; different features." + "reason": "Different attribute errors in different areas; no evidence of one underlying defect." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug versus scheduler kwargs bug; no overlap in code path." - }, - { - "left": "issue:44861", - "right": "issue:47059", - "accept": false, - "reason": "Weight-key crash versus CLI failure from huggingface_hub API change; different failures." + "reason": "Processor timestamp bug versus scheduler kwarg bug; different subsystem and fix." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance cleanup versus VRAM leak in Qwen3ForCausalLM; unrelated." + "reason": "Import-star cleanup/performance complaint is unrelated to VRAM leakage in multithreaded dataloaders." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken transformers env command versus module import failure for Qwen3_5ForCausalLM; different surfaces." + "reason": "CLI/env command breakage and missing model-module import are unrelated failure modes." }, { - "left": "issue:44485", + "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation versus Gemma audio positional encoding; not the same bug." + "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." }, { - "left": "issue:43606", + "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch versus Gemma audio positional encoding; unrelated." + "reason": "RoPE implementation and audio positional encoding are not the same bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings versus VRAM leak across dataloader threads; different concerns." + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded use versus GLM-5 RoPE implementation; unrelated." + "reason": "VRAM leak in multi-threaded loading and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad model-breakage regression versus a tar/zip-slip security issue; not the same underlying change." + "reason": "A broad v5 breakage complaint and a tar/zip slip RCE are unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General v5 regression umbrella versus command-substitution allowlist bypass; different security/functionality areas." + "reason": "Broad v5 breakage and command-substitution allowlist bypass are unrelated." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Nemotron Flash Attention support gap versus tar/zip-slip security flaw; unrelated." + "reason": "Flash Attention 2.0 support gap and archive extraction RCE are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Accidental network requests with local_files_only versus incorrect timestamp computation; unrelated." + "reason": "Local-files-only API requests and Qwen3VL timestamp calculation are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug versus missing files on processor.save_pretrained; different parts of the API." + "reason": "Processor timestamp bug versus missing processor.save_pretrained files; different symptoms and fixes." }, { - "left": "issue:28348", - "right": "issue:45250", + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic topic stub; insufficient evidence they are the same concrete fix." + "reason": "MLA rms_norm_eps precision issue and Gemma audio positional encoding are unrelated model implementation bugs." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:28348", + "right": "issue:45250", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue versus Gemma audio positional encoding; unrelated." + "reason": "Specific GPT2LMHeadModel Flash Attention 2.0 support request and a vague Flash Attention 2.0 issue are not enough to prove the same concrete bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage complaint versus a specific Qwen3_5 import failure; different concrete problems." + "reason": "Broad v5 breakage complaint and model import failure are unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in model threading versus a testing_utils bug; unrelated." + "reason": "VRAM leakage in dataloader threads and a testing_utils bug are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support missing for Nemotron versus Qwen3_5 import failure; different code paths." + "reason": "Flash Attention 2.0 support gap for Nemotron and Qwen module import failure are different issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure versus Qwen3_5 module import failure; both are import errors but not the same missing symbol or module." + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM module are both import-related, but they are not the same broken symbol or code path." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights-key crash versus chat template/tool-call crash; unrelated." + "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request versus missing processor save files; different feature areas." + "reason": "FP8 inference support request and processor.save_pretrained missing files are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0-related, but they target different models and different support gaps; not the same concrete bug/change." + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is Nemotron support; different models and concrete changes." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler behavior bug versus an unrelated placeholder issue title; no relation." + "reason": "Inverse-sqrt scheduler kwargs bug and an unrelated non-technical issue clearly do not match." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Placeholder issue title versus tar/zip-slip security bug; unrelated." + "reason": "Unemployment joke/noise issue and archive RCE are unrelated." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Placeholder issue title versus command-substitution allowlist bypass; unrelated." + "reason": "Noise issue and command-injection bypass are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request versus from_pretrained error for Qwen3.5 MoE; different topics." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are related only at the model family level, not the same bug." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies versus unrelated placeholder issue; no overlap." + "reason": "Typo in cache strategies and unrelated noise are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression versus unrelated placeholder issue; not duplicate." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow checkpoint loading versus ImportError for layer_type_validation; different symptoms and fixes." - }, - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "BART generate() decoder_attention_mask bug versus slow from_pretrained loading; unrelated." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching not supporting audio models versus FP8 inference support request; different model/runtime concerns." + "reason": "CLIPOutput attentions regression and unrelated noise are not duplicates." } ] }, @@ -20497,23 +20728,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-541", + "cluster_id": "cluster-10000-544", "nodes": [ + "issue:29870", "issue:30333", "issue:31515", "issue:31795", "issue:36296", "issue:37934", + "issue:38617", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", "issue:43717", "issue:43813", "issue:44031", + "issue:44230", "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:43298|issue:44230", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", @@ -20530,124 +20768,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "8674b3e22b599e39724e67ae51d6af6dd0a1f2b1dfcb42c464da7486a057fa05", + "prepared_review_unit_hash": "0873cd7169c3b8323813dffbb9d04af4056b49c29f4cc6aebb72e7fbeffb2063", "component_budget": { - "node_count": 541, - "item_count": 541, - "soft_pair_count": 2001, - "serialized_chars": 1036466, - "estimated_input_tokens": 259117, - "estimated_eval_tokens": 518490 + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 15, - "serialized_chars": 11767, - "estimated_input_tokens": 2942, - "estimated_eval_tokens": 6140 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14983, + "estimated_input_tokens": 3746, + "estimated_eval_tokens": 7748 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are not duplicates of one another; they span unrelated topics like MLflow reporting, checkpoint loading, docs wording, tensor-parallel training, tokenizer warnings, config typing, and model-specific implementation details.", - "confidence": 0.97, - "canonical_issue_reason": "No strong canonical issue: the set is too heterogeneous to represent one underlying bug or change.", - "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative; issue 43240 is the broadest/general bug report, but it still does not match the rest of the cluster.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous; the high similarity scores are mostly driven by generic model/config wording rather than a shared root cause. None of the soft-edge pairs look like the same underlying bug or change, so no merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span unrelated topics such as generation failures, training/reporting, loading speed, docs, tensor parallelism, config typing, and model-specific implementation bugs.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "None of the issues is a good global representative. Issue 31515 is only a superficial hub because it mentions generic checkpoint/loading language, but it does not share a concrete root cause with the others.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness vs missing import error; unrelated problems and code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder mask bug vs slow checkpoint loading; different symptoms and subsystems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs fp8 Qwen VL/MoE inference support; different model features." + }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "Different problems: MLflow failure reporting vs slow checkpoint loading." + "reason": "MLflow job-state reporting vs checkpoint loading performance; no shared bug." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint-loading performance and tensor-parallel training are separate code paths." + "reason": "Loading speed issue vs tensor-parallel training bug; unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowdown is unrelated to documentation confusion about forward inputs." + "reason": "Loading performance vs confusing forward-docs issue; one is a runtime bug, the other documentation." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba/Mamba-2 init weight behavior is unrelated to RoFormer attention interface usage." + "reason": "Mamba init-weights behavior vs RoFormer attention interface usage; different models and fixes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are different model bugs." + "reason": "Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating; unrelated model internals." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint issue in ModernBERT is unrelated to tokenizer regex warnings." + "reason": "ModernBERT type-hint issue vs tokenizer regex warning regression; unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both mention loss-related behavior, but one is ignore_value usage in Mask2Former and the other is kwargs propagation to loss; different fixes." + "reason": "Ignored value not used vs kwargs not passed to loss calculation; different bug locations." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention-interface behavior are unrelated." + "reason": "Loss kwargs propagation vs RoFormer attention interface usage; no same code path." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling is unrelated to tokenizer regex warning noise." + "reason": "Mask2Former ignore_value bug vs tokenizer warning regression; unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Ignore_value handling in Mask2Former does not match RoFormer attention implementation." + "reason": "Mask2Former loss-argument handling vs RoFormer attention interface usage; unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug and a quantization-typo issue are unrelated." + "reason": "Mask2Former ignore_value bug vs typo in quantization operation text; not the same issue." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and a quantization-operation typo are different concerns." + "reason": "Incorrect type hint in config vs quantization-operation typo; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding bug is unrelated to a ModernBERT config type-hint typo." + "reason": "Loss kwargs propagation vs ModernBERT config typing; different components." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 RMS-norm question and ModernBERT norm_eps typing are separate model/config issues." + "reason": "Llama4TextL2Norm/RMSNorm question vs ModernBERT type hint issue; unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to ModernBERT config typing." + "reason": "Mask2Former ignore_value bug vs ModernBERT type hint issue; no common underlying change." } ] }, @@ -20680,52 +20936,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "861233ec7ea47dfb22776f2e115d8f3c3bcbb133454efea3476f54e4113fdb57", + "prepared_review_unit_hash": "122fb8d5f6d296369fd24d321ca83a5840aa92481ea350037842fd81d7307786", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are about different topics: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not look like duplicates, so no canonical issue emerges from this cluster.", + "summary": "These are three unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word-level timing offsets. They do not describe the same underlying bug/change, so no duplicate cluster emerges.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the titles and descriptions point to unrelated feature requests/questions in different subsystems.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 11307 is the most concrete and discussion-heavy of the three, but it is still unrelated to the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different requests: tokenizer truncation direction vs Wav2Vec2 word boundary offsets." + "reason": "Different areas and different requested capabilities: truncation strategy vs Wav2Vec2 word offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Different topics: truncation option vs a ReduceLROnPlateau-like scheduler feature." + "reason": "No shared bug or code path; one is about tokenizer truncation direction, the other about learning-rate scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated feature requests in separate areas: LR scheduling vs speech model time offsets." + "reason": "Unrelated functionality requests in different subsystems; no plausible single fix would cover both." } ] }, @@ -20757,12 +21013,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2d3c9ffb90e1ea1404005ebf957c1534c918d2792c92472cd0cb10f2295f836c", + "prepared_review_unit_hash": "90ab2797731d3f54af06011c8067bf3aec30af600d024d3874cf4f20481927ee", "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 }, @@ -20770,7 +21026,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -20779,24 +21035,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like three separate issues rather than one duplicate cluster: one tokenizer mismatch report, one private-model login/error-message report, and one generic model-loading failure for a public model. The only somewhat related pair is the two loading issues, but they describe different failure modes and targets.", + "summary": "Only issues are present here. `issue:16618` is the best cluster anchor because it is the broadest model-loading complaint and the only one with any plausible overlap with another item; `issue:15980` is a narrower auth/download error, and `issue:13244` is unrelated tokenization behavior.", "confidence": 0.88, - "canonical_issue_reason": "Issue 16618 is the broadest and most central user-facing failure in the set: the model cannot be loaded. It is more likely to represent the main problem than the narrower error-message complaint in 15980, while 13244 is unrelated.", + "canonical_issue_reason": "`issue:16618` is the most central of the three: it concerns failing to load a model, which is the broadest and most likely umbrella symptom in this set. The others are either a specific login/download error (`15980`) or a separate tokenization discrepancy (`13244`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best representative because it captures the core symptom of a load failure rather than a secondary wording problem, and it is the most generally actionable of the three.", + "best_issue_reason": "`issue:16618` is the strongest representative issue because it matches the cluster\u2019s shared theme of model-loading failure more than the others and is the most general user-facing problem statement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenizer mismatch vs model loading failure are different code paths and different symptoms; not the same underlying bug." + "reason": "Different problems: tokenization mismatch vs. model-loading failure. They do not describe the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model loading, but 15980 is specifically about a bad login/private-model error message, while 16618 is a generic inability to load bert-base-uncased; they do not clearly describe the same bug." + "reason": "Related only at a very high level. One is a bad login/download error message for private models; the other is a generic inability to load `bert-base-uncased`. Not clearly the same bug." } ] }, @@ -20842,7 +21098,7 @@ "issue:22352|issue:25725", "issue:22372|issue:25725" ], - "prepared_review_unit_hash": "f50041117775e9f2a230d3563d270debb69c9416c827f615484d75fc09031d71", + "prepared_review_unit_hash": "d02f83e3fa0702c6ea56f3e7d1efa22e7d1986b66767de31ddb1d8d3dbe6d3a1", "component_budget": { "node_count": 8, "item_count": 8, @@ -20864,7 +21120,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate issues; they are separate feature requests for different models/tasks (super-resolution, audio/video-text, content modeling, finetuning, etc.). The soft similarities are mostly generic \"add model\" wording rather than the same underlying request.", + "summary": "These are not duplicates; they are separate feature requests for different models or model-related tasks. The shared wording is just a common \"Add model\" pattern, not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -20875,67 +21131,67 @@ "left": "issue:19631", "right": "issue:22372", "accept": false, - "reason": "Both are model-addition requests, but EDSR/MDSR and Restormer are different image restoration architectures and distinct feature work." + "reason": "EDSR/MDSR vs Restormer are different model additions with no concrete overlap." }, { "left": "issue:19631", "right": "issue:20362", "accept": false, - "reason": "EDSR/MDSR (super-resolution) and FlexiBERT are unrelated model requests with different domains and code paths." + "reason": "EDSR/MDSR and FlexiBERT are unrelated model requests." }, { "left": "issue:19865", "right": "issue:25725", "accept": false, - "reason": "VATT and Meta-Transformer are different models for different purposes; this is only broad NLP/multimodal similarity." + "reason": "VATT and Meta-Transformer are distinct model targets." }, { "left": "issue:19865", "right": "issue:22372", "accept": false, - "reason": "VATT is a multimodal model request, while Restormer is an image restoration model request." + "reason": "VATT and Restormer are different requested additions." }, { "left": "issue:20334", "right": "issue:22352", "accept": false, - "reason": "longformer_content and XVector finetuning are different tasks; one is a model/content request, the other is a finetuning workflow." + "reason": "A longformer content issue and Whisper XVector finetuning are not the same change." }, { "left": "issue:20334", "right": "issue:20362", "accept": false, - "reason": "Longformer content and FlexiBERT are separate model additions, not the same underlying change." + "reason": "Longformer-related content and FlexiBERT are different model requests." }, { "left": "issue:20334", "right": "issue:25725", "accept": false, - "reason": "These mention different model families and likely different implementation work; similarity is too generic." + "reason": "Longformer content and Meta-Transformer are unrelated feature requests." }, { "left": "issue:20362", "right": "issue:25839", "accept": false, - "reason": "FlexiBERT and D_Nikud are distinct model requests with no evidence they target the same feature." + "reason": "FlexiBERT and D_Nikud are separate model additions." }, { "left": "issue:20362", "right": "issue:25725", "accept": false, - "reason": "FlexiBERT and Meta-Transformer are different architectures; not the same concrete change." + "reason": "FlexiBERT and Meta-Transformer are different concrete model requests." }, { "left": "issue:22352", "right": "issue:25725", "accept": false, - "reason": "XVector finetuning and Meta-Transformer are unrelated requests; one is a workflow, the other a model add." + "reason": "Whisper XVector finetuning and Meta-Transformer do not describe the same bug or change." }, { "left": "issue:22372", "right": "issue:25725", "accept": false, - "reason": "Restormer and Meta-Transformer are different model additions for different domains, so they should not be merged." + "reason": "Restormer and Meta-Transformer are distinct model additions." } ] }, @@ -21033,7 +21289,7 @@ "issue:47299|issue:47402", "issue:46226|issue:47299" ], - "prepared_review_unit_hash": "536b4f6c39dd90aeecbd39bde080874fb6befa48b6fde4ae7a94f68b139d4710", + "prepared_review_unit_hash": "80ef1bd0cb6bc06571a781bc6c39bb47ae1f435b8f0b74ae3165d9e92e05b3ee", "component_budget": { "node_count": 16, "item_count": 16, @@ -21055,349 +21311,352 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is noisy: it mixes two unrelated feature requests (Flash Attention 2 vs GGUF support) with a large set of i18n translation requests that mostly share template boilerplate but target different languages. I do not see any true duplicate pair here.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly unrelated i18n translation requests. The only plausible duplicates are the exact placeholder-title translation issues, which appear to be the same template-based request repeated multiple times; the language-specific translation requests are distinct and should stay separate. The Flash Attention 2 and GGUF support issues are different feature requests.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43834 is the cleanest canonical issue for the duplicate placeholder-title group: it is the earliest of the near-identical template translation requests and best represents that repeated issue pattern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the cleanest generic i18n template among the translation items, but it only represents that subcluster and is not a true duplicate anchor for the whole cluster.", + "best_issue_reason": "43834 is the best issue to keep as the representative anchor because it is the earliest and most central of the exact-match template translation issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: Flash Attention 2 support vs GGUF support." + "reason": "Both are broad community contribution feature requests, but they target different capabilities (Flash Attention 2 vs GGUF) and are not the same concrete change." }, { "left": "issue:26794", "right": "issue:44370", "accept": false, - "reason": "Both are translation-template issues, but they refer to different language requests, not the same change." + "reason": "Different translation requests; same i18n template style is not enough to make them duplicates." }, { "left": "issue:26794", "right": "issue:44365", "accept": false, - "reason": "Same template, but different language-target translation request; not a duplicate underlying task." + "reason": "Different languages/request targets, so these are separate issues." }, { "left": "issue:26794", "right": "issue:47402", "accept": false, - "reason": "Shared i18n boilerplate is not enough; this is a distinct translation request." + "reason": "Same generic translation template, but no evidence they are the same underlying language request." }, { "left": "issue:26794", "right": "issue:43834", "accept": false, - "reason": "Different language translation requests despite similar template wording." + "reason": "Different language-specific translation requests; not the same issue." }, { "left": "issue:26794", "right": "issue:47299", "accept": false, - "reason": "The titles/body pattern is similar, but the request is not clearly the same translation work." + "reason": "Distinct translation request, not a duplicate of the Kannada issue." }, { "left": "issue:26794", "right": "issue:27088", "accept": false, - "reason": "Different target languages (Kannada vs Turkish); not the same underlying issue." + "reason": "Kannada and Turkish translation requests are different issues." }, { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Similar translation template, but not the same locale/request." + "reason": "Different translation requests; shared template text is insufficient for duplication." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation target; template similarity alone is not a duplicate." + "reason": "Different language translation requests, so not duplicates." }, { "left": "issue:27088", "right": "issue:47402", "accept": false, - "reason": "No evidence these describe the same language translation task." + "reason": "No concrete evidence these are the same underlying translation issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Both are i18n-style issues, but they are distinct translation requests." + "reason": "Different languages/request targets; should not be merged." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Both are docs translation issues, but for different languages and not the same change." + "reason": "Spanish translation request is distinct from the placeholder template issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish docs translation vs Spanish docs translation are separate tasks." + "reason": "Turkish and Spanish translation issues are different." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Same broad i18n category, but different translation request." + "reason": "Different language translation requests." }, { "left": "issue:28936", "right": "issue:30240", "accept": false, - "reason": "Spanish vs Polish translation requests are unrelated duplicates." + "reason": "Spanish and Polish translation requests are separate issues." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different language translation tasks; no shared underlying fix/change." + "reason": "Spanish and Romanian translation requests are different." }, { - "left": "issue:28936", + "left": "issue:27088", "right": "issue:30191", "accept": false, - "reason": "Spanish docs translation and Persian docs translation are distinct." + "reason": "Turkish and Persian translation requests are distinct." }, { "left": "issue:26794", "right": "issue:30191", "accept": false, - "reason": "Kannada translation request is separate from Persian translation request." + "reason": "Kannada and Persian translation requests are separate issues." }, { "left": "issue:30191", "right": "issue:30240", "accept": false, - "reason": "Persian vs Polish translation requests are not the same issue." + "reason": "Persian and Polish translation requests are different." }, { "left": "issue:28936", "right": "issue:30191", "accept": false, - "reason": "Spanish and Persian translation requests are different work items." + "reason": "Spanish and Persian translation requests are not duplicates." }, { "left": "issue:26794", "right": "issue:30240", "accept": false, - "reason": "Kannada and Polish translation requests are distinct issues." + "reason": "Kannada and Polish translation requests are different issues." }, { "left": "issue:30240", "right": "issue:44370", "accept": false, - "reason": "Same docs-translation template, but different target language/request." + "reason": "Polish translation request is distinct from the generic placeholder issues." }, { "left": "issue:30240", "right": "issue:44365", "accept": false, - "reason": "Polish translation request is not the same as the other translation issue." + "reason": "Different translation requests; no evidence of the same underlying issue." }, { "left": "issue:30240", "right": "issue:47402", "accept": false, - "reason": "Different translation locale; no concrete duplicate evidence." + "reason": "Polish translation request is separate from the placeholder template issues." }, { "left": "issue:30240", "right": "issue:43834", "accept": false, - "reason": "Different translation requests despite similar template text." + "reason": "Different underlying translation requests." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is separate from the other language request." + "reason": "Romanian translation request is distinct from the placeholder template issues." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different target language; not the same underlying change." + "reason": "Different translation requests." }, { "left": "issue:38435", "right": "issue:47402", "accept": false, - "reason": "Template similarity only; the translation task is distinct." + "reason": "Romanian translation issue is not the same as the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian docs translation is not a duplicate of a generic translation template issue." + "reason": "Different translation requests; same subsystem is too broad to merge." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Different translation request; no evidence of the same locale or fix." + "reason": "Romanian and the Thai-text issue are not clearly the same underlying request." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "These are separate translation requests, not one concrete duplicate." + "accept": true, + "reason": "Exact same placeholder translation title and near-identical issue body indicate the same underlying template issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Same i18n boilerplate, but not the same language translation task." + "accept": true, + "reason": "These are effectively identical template translation issues with no meaningful distinction visible." }, { "left": "issue:43834", "right": "issue:47402", - "accept": false, - "reason": "No match on concrete translation target; similarity is only template-level." + "accept": true, + "reason": "Same placeholder title/body pattern; looks like a duplicate of the same translation template issue." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "The wording is similar, but the issue content does not show the same underlying request." + "reason": "Despite high similarity, the titles/body text differ and there is no clear evidence it is the same language request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "These are not clearly the same translation request; template overlap only." + "reason": "Different visible title content; not enough evidence for a duplicate merge." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "The title text is different and no concrete same-underlying-issue evidence is present." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different visible title content; could be similar spammy translation requests, but not the same issue." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "High textual similarity, but still appears to be separate language translation requests." + "accept": true, + "reason": "Same placeholder translation issue pattern; plausible duplicate." }, { "left": "issue:44365", "right": "issue:47402", - "accept": false, - "reason": "Different translation task; not enough evidence for a duplicate." + "accept": true, + "reason": "Same generic template translation request with effectively identical content." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "No clear same-language/same-change match." + "reason": "Different visible content; not safe to treat as the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Distinct translation issue; similarity is boilerplate-driven." + "reason": "Titles differ and the bodies do not clearly show the same concrete request." }, { - "left": "issue:44370", - "right": "issue:47402", + "left": "issue:44365", + "right": "issue:46931", "accept": false, - "reason": "These look like separate locale-specific translation requests." + "reason": "Different visible issue content; no solid duplicate signal." }, { - "left": "issue:44370", - "right": "issue:47299", + "left": "issue:44365", + "right": "issue:46222", "accept": false, - "reason": "No evidence these are the same underlying translation task." + "reason": "Similar theme, but not the same underlying issue." }, { "left": "issue:44370", - "right": "issue:46226", - "accept": false, - "reason": "Template similarity is not enough to merge these as duplicates." + "right": "issue:47402", + "accept": true, + "reason": "Exact same placeholder translation request pattern; acceptable duplicate." }, { - "left": "issue:46222", + "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "The titles differ substantially and do not clearly describe the same request." + "reason": "Different visible title/body content, so not clearly the same issue." }, { "left": "issue:44370", - "right": "issue:46222", + "right": "issue:46226", "accept": false, - "reason": "Different issue text and no concrete indication of the same translation change." + "reason": "Not enough evidence these are the same underlying translation request." }, { - "left": "issue:44365", - "right": "issue:46222", + "left": "issue:44370", + "right": "issue:46931", "accept": false, - "reason": "These do not look like the same underlying bug or change." + "reason": "Different visible content; should remain separate." }, { - "left": "issue:46222", - "right": "issue:47402", + "left": "issue:44370", + "right": "issue:46222", "accept": false, - "reason": "No reliable evidence that these are duplicate translation requests." + "reason": "Similar theme only, not the same concrete issue." }, { - "left": "issue:43834", - "right": "issue:46222", + "left": "issue:46222", + "right": "issue:47299", "accept": false, - "reason": "The overlap is superficial; the requests are not clearly the same." + "reason": "Both are Thai-text issues, but the visible wording differs and there is no clear duplicate match." }, { - "left": "issue:46226", + "left": "issue:46222", "right": "issue:47402", "accept": false, - "reason": "Different text and no concrete duplicate signal." + "reason": "Different visible content; not the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "These appear to be separate issues, not one merged request." + "reason": "Different Thai-text issue titles; no concrete duplicate evidence." }, { - "left": "issue:44370", - "right": "issue:46931", - "accept": false, - "reason": "No clear same-language or same-task match." - }, - { - "left": "issue:44365", - "right": "issue:46931", + "left": "issue:46226", + "right": "issue:47299", "accept": false, - "reason": "Similarity is boilerplate-level only; reject as duplicate." + "reason": "Similar language/script is not enough to merge these as duplicates." }, { - "left": "issue:43834", - "right": "issue:46931", + "left": "issue:46226", + "right": "issue:47402", "accept": false, - "reason": "Generic template similarity does not establish the same underlying issue." + "reason": "Different visible title content and no explicit linkage." }, { "left": "issue:46931", "right": "issue:47402", "accept": false, - "reason": "These titles do not indicate the same translation change." + "reason": "Different visible content; not the same underlying issue." }, { "left": "issue:47299", "right": "issue:47402", "accept": false, - "reason": "Shared i18n-style wording, but not the same concrete request." - }, - { - "left": "issue:46226", - "right": "issue:47299", - "accept": false, - "reason": "Different content and no strong evidence of duplication." + "reason": "The titles differ and there is no strong evidence of a single shared issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The exact-match placeholder translation issues (43834/44365/44370/47402) are reasonably treated as duplicates based on identical titles and very high similarity, while the language-specific translation issues are kept separate. The Flash Attention 2 and GGUF issues are correctly distinguished as different feature requests. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21420,12 +21679,12 @@ "soft_pairs": [ "issue:30396|issue:31103" ], - "prepared_review_unit_hash": "8b0009c33a3bf43b9297ec57d034b0c5990435c4aa9a59642b95480e92c1eda6", + "prepared_review_unit_hash": "fadbe6e53619f8fe79dba52e993743f309b3acf3ff0c1b42113b13e2b4723f21", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1539, + "serialized_chars": 1540, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21433,7 +21692,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1539, + "serialized_chars": 1540, "estimated_input_tokens": 385, "estimated_eval_tokens": 1026 }, @@ -21442,18 +21701,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are feature-request issues about HelpingAI additions, but they do not clearly describe the same concrete change: one requests a specific model release, the other asks to add a HelpingAIForCausalLM class. They are related, but not duplicates with enough certainty.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 30396 is the more specific and descriptive request, so it best serves as the representative issue if these were to be grouped.", + "summary": "Both items are closed feature requests about adding model support, but they target different additions and do not clearly describe the same underlying change. Treat them as related, not duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 30396 is the more specific and self-contained request; it names a concrete model addition and reads like the clearer original feature request.", "canonical_pr_reason": null, - "best_issue_reason": "30396 has the clearest concrete scope and naming; 31103 reads like a follow-up or variant request rather than the same exact change.", + "best_issue_reason": "Issue 30396 is the best representative for the cluster because it is the more explicit feature request, but it should not be considered a duplicate of 31103.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30396", "right": "issue:31103", "accept": false, - "reason": "Related HelpingAI feature requests, but they target different additions and do not clearly represent the same underlying bug or code change." + "reason": "Reject: both are model-addition requests in the same broad area, but they name different targets ('HelpingAI-3B-v2.2' vs 'HelpingAIForCausalLM') and there is no evidence they refer to the same concrete change." } ] }, @@ -21562,388 +21821,388 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "865a0ee663b8b742263259d08485cb4fe8d652d630d239bf0d8d05467b1b1527", + "prepared_review_unit_hash": "b2fbdd12750b529800e95840a2a614f834a59fa307a987e8208139f3c4447171", "component_budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33616, - "estimated_input_tokens": 8404, - "estimated_eval_tokens": 17064 + "serialized_chars": 33608, + "estimated_input_tokens": 8402, + "estimated_eval_tokens": 17060 }, "budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 59, - "serialized_chars": 33616, - "estimated_input_tokens": 8404, - "estimated_eval_tokens": 17064 + "serialized_chars": 33608, + "estimated_input_tokens": 8402, + "estimated_eval_tokens": 17060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose set of model-request issues with overlapping wording (\u201cAdd\u201d, \u201csupport\u201d, \u201cmodel\u201d) but different concrete models and tasks. I don\u2019t see any soft pair that is the same underlying change, so all soft edges should be rejected.", + "summary": "This cluster is a broad mix of unrelated model-request issues. The titles often share generic phrasing like \"Add\" or \"Support,\" but they target different model families and code paths, so none look like true duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated requests across keypoint matching, vision-language models, audio ASR/TTS, OCR, and BERT-style configs, so there isn\u2019t one duplicate thread to anchor on.", + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated additions for vision, speech, OCR, BERT-like, and multimodal models.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:36879 is a decent hub because it is a concrete model-add request with multiple soft links, but it is not a true cluster-wide canonical since the items are heterogeneous.", + "best_issue_reason": "No global best issue for deduping; any one ticket would be too narrow to represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Different models and scope: RoMa matcher vs LoMa detector+matcher." + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different model requests, not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different tasks/models: keypoint matching vs MiniCPM3 architecture support." + "reason": "Keypoint matcher request and MiniCPM3 model architecture request are unrelated." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Config entry for EuroBert is unrelated to adding DEIMv2." + "reason": "EuroBert config support and DEIMv2 model support are different model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are different model changes." + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families: EuroBert vs RF-DETR." + "reason": "EuroBert and RF-DETR are different model families and different code paths." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config request is unrelated to XiaoMi MiMo." + "reason": "EuroBert config and MiMo are unrelated requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are model additions, but RF-DETR and DEIMv2 are distinct architectures and code paths." + "reason": "RF-DETR and DEIMv2 are separate detection models, not one concrete bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Detection model request vs audio model request; not the same change." + "reason": "RF-DETR model support and LFM2.5 Audio support are unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer are different model features." + "reason": "RF-DETR model addition and weight-sparse transformer support are different changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR detector and Qwen3-ASR are unrelated models/tasks." + "reason": "RF-DETR and Qwen3-ASR are different model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detection vs Qwen3-TTS support are different concrete requests." + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition is unrelated to Qwen3-ASR support." + "reason": "NeoBERT and Qwen3-ASR target different architectures and tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT model addition vs sparse-transformer request are different changes." + "reason": "NeoBERT support and weight-sparse transformer support are not the same concrete change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:37015", "right": "issue:37334", "accept": false, - "reason": "NeoBERT addition is not the same as adding LLMDet." + "reason": "NeoBERT and LLMDet are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct model requests with different implementations." + "reason": "RF-DETR and NeoBERT are unrelated additions." }, { "left": "issue:37334", "right": "issue:41115", "accept": false, - "reason": "LLMDet support is unrelated to MiniCPM3 architecture support." + "reason": "LLMDet support and MiniCPM3 architecture support are different model changes." }, { "left": "issue:37334", "right": "issue:43837", "accept": false, - "reason": "LLMDet and Qwen3-ASR are different models and code paths." + "reason": "LLMDet and Qwen3-ASR are unrelated." }, { "left": "issue:37334", "right": "issue:43671", "accept": false, - "reason": "LLMDet vs Qwen3-TTS are unrelated model-support requests." + "reason": "LLMDet and Qwen3-TTS are different model requests." }, { "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "LLMDet model support is not the same as ModernVBERT models." + "reason": "LLMDet and ModernVBERT are distinct model additions." }, { "left": "issue:40330", "right": "issue:42503", "accept": false, - "reason": "open-qwen2vl-base and ModernVBERT are different vision-language models." + "reason": "open-qwen2vl-base and ModernVBERT are different models with different implementation needs." }, { "left": "issue:40330", "right": "issue:43671", "accept": false, - "reason": "Qwen2-VL base model request vs Qwen3-TTS support are unrelated." + "reason": "open-qwen2vl-base and Qwen3-TTS are unrelated requests." }, { "left": "issue:40330", "right": "issue:42954", "accept": false, - "reason": "open-qwen2vl-base is unrelated to XiaoMi MiMo." + "reason": "open-qwen2vl-base and MiMo are not the same underlying model change." }, { "left": "issue:40330", "right": "issue:46653", "accept": false, - "reason": "A model request and a person-named issue are not the same underlying change." + "reason": "open-qwen2vl-base is a model request; Mirko Privitera is not the same kind of artifact." }, { "left": "issue:40330", "right": "issue:42738", "accept": false, - "reason": "Qwen2-VL base model and BERT-like RoPE support are different requests." + "reason": "open-qwen2vl-base and BERT-like models with RoPE are unrelated." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 and Qwen3-ASR are different model families." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer are different model changes." + "reason": "MiniCPM3 support and weight-sparse transformer support are different code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture support is not the same as ModernVBERT models." + "reason": "MiniCPM3 and ModernVBERT are separate model additions." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 addition vs Qwen3-TTS support are different model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-family additions." + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not the same change." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR are unrelated model requests." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS target different model families/tasks." + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS support are different concrete tasks." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT model support and generic RoPE support are not the same concrete change." + "reason": "ModernVBERT models and BERT-like models with RoPE are related only loosely, but not the same issue." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support is unrelated to XiaoMi MiMo." + "reason": "BERT-like models with RoPE and MiMo are different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "RoPE-enabled BERT-like models and a person-named issue are unrelated." + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + "reason": "MiMo and SAM3-LiteText are different model families." }, { "left": "issue:37334", "right": "issue:42954", "accept": false, - "reason": "LLMDet support is unrelated to XiaoMi MiMo." + "reason": "LLMDet and MiMo are unrelated model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo model support is unrelated to Qwen3-TTS." + "reason": "MiMo and Qwen3-TTS are different models and tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are distinct model requests." + "reason": "ModernVBERT and MiMo are unrelated additions." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Both are Qwen3-related, but TTS and ASR are different concrete model capabilities." + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they are different concrete models and changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, not one shared fix." + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model requests, not one mergeable PR." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support vs DeepSeek-OCR2 are unrelated model changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as adding a weight-sparse transformer." + "reason": "Qwen3-TTS support and weight-sparse transformer support are different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support and LFM2.5 Audio are different audio-model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are unrelated model additions." + "reason": "Qwen3-ASR and EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer are different code paths." + "reason": "Qwen3-ASR support and weight-sparse transformer support are not the same change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio-model support vs SAM3-LiteText are different requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink option are different changes." + "reason": "LFM2.5 Audio support and Granite SWA+sink option are unrelated." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request is unrelated to EUPE." + "reason": "Weight-sparse transformer support and EUPE support are different requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS are different models." + "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio model requests." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are both speech-related, but not the same concrete change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT addition is unrelated to Voxtral TTS support." + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated." }, { "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "LLMDet support is not the same as Voxtral TTS." + "reason": "LLMDet and Voxtral-4B-TTS are different model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different tasks/models." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + "reason": "MiMo and DeepSeek-OCR2 are different model families." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language-ish, but they are distinct model requests with different implementations." + "reason": "EUPE and TIPSv2 are separate model requests, not one underlying bug/change." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo model support and a person-named issue are unrelated." + "reason": "MiMo and Mirko Privitera are not the same artifact or change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a person-named issue are unrelated." + "reason": "ModernVBERT and Mirko Privitera are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a person-named issue are unrelated." + "reason": "Voxtral-4B-TTS-2603 support and Mirko Privitera are unrelated." } ] }, @@ -21973,12 +22232,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "2d22ddf26dbedaf629bd5ca0365faa6edf74615790897a3a4b00d98a5c04d4a6", + "prepared_review_unit_hash": "423cd57beada2bd06843beea88ad75138edccd860300ba8ec996f88acd5a0aad", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -21986,7 +22245,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -21995,18 +22254,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests documentation for the Pruna optimization framework, the other is a vision RoPE refactor. The soft similarity is not enough to treat them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor technical task. No duplicate relationship is indicated.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the better representative because it is an active technical issue with a concrete implementation focus, while #38740 is a separate closed docs request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#46443 best fits as the cluster representative if one must be chosen, since it is the only open engineering issue and not just documentation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "[DOCS] Add `pruna` as optimization framework", - "right": "Vision RoPE refactor", + "left": "issue:38740", + "right": "issue:46443", "accept": false, - "reason": "Different subject areas and different change types: a docs request about an optimization framework versus a model architecture refactor. They do not describe the same underlying bug or change." + "reason": "Different topics and scopes: documentation about an optimization framework vs a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." } ] }, @@ -22036,12 +22295,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "14565ca5f4a770d9f65b196fffebfc2ee2493c28b408a00e3508bd5edcaabaa1", + "prepared_review_unit_hash": "0173c9a9baf6be76d12c213d08757eb12faf1eda9cfa9da9f969b93d24c9700b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22049,7 +22308,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -22058,18 +22317,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different topics: block decoding versus DeepSeek v3.2 support. They should not be treated as duplicates or clustered together.", + "summary": "The two issues appear unrelated: one is about block decoding, the other is a request for DeepSeek v3.2 support. I would not cluster them as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43037 is the more actionable representative because it names a specific model-version support request; issue 41084 is a separate decoding-related topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: one concerns block decoding, the other asks for DeepSeek v3.2 support. No clear same-bug/same-change overlap." + "reason": "Different underlying problems: block decoding vs. model support for DeepSeek v3.2. They do not describe the same bug or change." } ] }, @@ -22099,7 +22358,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "f2d9799e20530254e70c778ca78127239775e88a3f1e3568a50aa31ecf9293f1", + "prepared_review_unit_hash": "c7da709544572cb879440c6f58f8a04b812e699f8edab19093cc1f77b531f78e", "component_budget": { "node_count": 2, "item_count": 2, @@ -22121,18 +22380,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both optimization-related feature requests, but they target different model components and different implementations: one is about enabling TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy in from_pretrained(), while the other requests integrating TiledMLP for lower memory use. They are not the same underlying issue.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 41306 is more specific and actionable: it names the exact feature flag/path (`from_pretrained()`), the exact component (TiledFusedLogitsLoss / FLCE), and likely a concrete integration point.", + "summary": "The two issues are unrelated: one is about enabling a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other is a feature request to integrate TiledMLP for reduced memory use. No duplicate or same-underlying-change signal is present.", + "confidence": 0.98, + "canonical_issue_reason": "issue:41306 is the more concrete, narrowly scoped bug/feature request and is easier to treat as the representative issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the better canonical issue because it is narrower and more clearly tied to a single code path, making it easier to track and implement independently.", + "best_issue_reason": "issue:41306 is the strongest standalone issue because it targets a specific API behavior change, whereas issue:41826 is broader and more speculative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Both are memory/performance oriented, but they concern different modules and different changes. There is no indication they are the same bug or that one PR could plausibly fix both." + "reason": "Different features and different code paths; they do not describe the same underlying bug or change." } ] }, @@ -22162,7 +22421,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "a512a54ec062b5d68e2837a17c937bb50203437c2d9ebdefae5a40840ee129a9", + "prepared_review_unit_hash": "42e14c8cae58555f6fc1f8c5a643e7a4a588ba5c7f32664cbc24be1886befbd0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22184,18 +22443,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not about the same underlying problem: one is about `remove_unused_column` behavior in `Trainer`, while the other is about FLOPS estimation for custom trainers. They may both involve Trainer internals, but the concrete bugs/feature requests differ.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two closed issues are related only at a broad Trainer/customization level, but they describe different problems and code paths: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete Trainer behavior change request, centered on `remove_unused_column` and customizability.", "canonical_pr_reason": null, - "best_issue_reason": "No clear canonical issue for this pair; if forced to pick an anchor, issue #43598 is the more specific Trainer-behavior request, but it does not subsume #43600.", + "best_issue_reason": "Issue #43598 is the best representative because it names a specific Trainer mechanism and likely corresponds to a distinct actionable fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different concrete concerns: `remove_unused_column` customizability vs FLOPS estimation for custom trainers. Same subsystem, but not the same bug or change." + "reason": "They are not the same underlying bug: one concerns unused-column removal in Trainer, while the other concerns FLOPS estimation for custom trainers. Shared Trainer/customization context is too broad to merge." } ] }, @@ -22225,12 +22484,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "18c6c821cbe25340ca1da48e5b52132103a664319931d8dfe4ab005fe6df21de", + "prepared_review_unit_hash": "1015f5e46f51136e1ded88ac9016c8b95f7375742a4c9f755868d964b510985a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1609, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -22238,7 +22497,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1609, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -22247,18 +22506,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Qwen model support, but they target different integration gaps: one is general AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other is AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying issue.", + "summary": "These are two different feature requests for different Qwen variants and different auto-classification paths, so they should not be merged as duplicates.", "confidence": 0.93, - "canonical_issue_reason": "Issue #43684 is the broader, more foundational request and is the better cluster representative if one must be chosen; it concerns model registration in core AutoModel APIs rather than a single task head.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the best representative issue because it is the most general API-registration request in the set and is cleaner as a cluster anchor.", + "best_issue_reason": "Issue 43684 is the broader, more general registration request, but it does not cover 44405\u2019s specific AutoModelForSequenceClassification support for Qwen3.5.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different concrete requests: Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They involve different model families and different API heads, so they should not be merged as duplicates." + "reason": "Different model families and different capabilities: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They do not look like the same underlying bug or change." } ] }, @@ -22295,12 +22554,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "343c485be380cd0231a41ff11fe44059e7af1980e8fc0996dd475c5f9d010df2", + "prepared_review_unit_hash": "59ac9588b13b05c1c1bf8a1e01a058abcd90168b9173476cc02f0fec5466dc02", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -22308,7 +22567,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, + "serialized_chars": 4263, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -22317,55 +22576,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same very generic title \"huggingface\" and likely belong together, but the available evidence is too thin to safely collapse any pair as definite duplicates. The \"Fett\" issue looks unrelated.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface\" reports, so it is the best canonical placeholder if these are later confirmed duplicates. Issue 43835 has a different title and does not fit the same topic.", + "summary": "Three issues share the same sparse \"huggingface\" title and look like duplicates; #43835 (\u201cFett\u201d) appears unrelated. I would cluster the huggingface issues together and keep the earliest one as canonical.", + "confidence": 0.87, + "canonical_issue_reason": "#43845 is the earliest of the near-identical \"huggingface\" issues and is a reasonable representative for the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest representative in this set: earliest creation time among the matching titles and no competing detail suggesting another issue is more informative.", + "best_issue_reason": "#43845 is the strongest single issue to keep: it is the earliest duplicate-looking \"huggingface\" report and best represents the repeated topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body details tying them to the same underlying problem." + "reason": "Different titles; \"Fett\" does not look like the same underlying report as the repeated \"huggingface\" issues." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence beyond generic similarity." + "reason": "Different titles; no evidence these describe the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles; insufficient evidence they describe the same issue." + "reason": "Different titles; no indication of a shared underlying issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Identical generic title, but no description or target details to confirm the same bug." + "accept": true, + "reason": "Same title, same body length, and created one minute apart; these look like duplicates of the same report." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same broad title only; body evidence is too sparse to safely mark as duplicates." + "accept": true, + "reason": "Same title and clearly the same repeated topic; likely another duplicate in the huggingface cluster." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same broad title only; cannot verify a shared underlying issue from the available data." + "accept": true, + "reason": "Same title and repeated topic; despite the shorter body, it still looks like the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: #43835 has a different title and the three 'huggingface' issues share the same title with soft-similarity evidence, so clustering them together and treating #43845 as the canonical representative is reasonable. The soft-edge accepts are also conservative enough given the identical titles and high similarity scores." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -22403,106 +22665,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "913cc16d6e9f6518de7d744a2dfa129bfd8952edc7ec01f44477317d6c0a2db0", + "prepared_review_unit_hash": "fb1ef3f0fc39eaacd3de782a80ca55bba8c61fd6d122408ee91fcf8bc0747236", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-signal/spam-like issues with only superficial title similarity; there is no clear true duplicate set to merge.", - "confidence": 0.9, - "canonical_issue_reason": "If a canonical issue must be chosen, 44371 is the earliest exact-match '' placeholder among the repeated spam-like reports, but the cluster does not form a coherent duplicate group.", + "summary": "These are low-information, mostly spam-like issues with no concrete shared bug or change, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44371 is the best representative only in the narrow sense that it is an exact-title duplicate of the other '' issues and is the earliest of that subgroup.", + "best_issue_reason": "issue:44418 is the least spammy and most descriptive title, but it is still too vague to be a reliable canonical representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but no body details, targets, or evidence that they describe the same underlying issue." + "reason": "Both are just '' with no body detail; no evidence of the same underlying issue beyond generic similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam title alone is not enough; these look like separate low-effort reports rather than one bug." + "reason": "Both are just '' with no body detail; generic title match is not enough to treat them as duplicates." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a generic documentation suggestion; no shared concrete problem." + "reason": "One is spam, the other is a vague documentation suggestion; no concrete shared bug or change is described." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Different titles and no supporting details tying them to the same issue." + "reason": "Spam vs. a community benchmark tip are unrelated on their face; no duplicate signal beyond weak text similarity." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated; only weak keyword similarity is present." + "reason": "Spam and 'Check out \"Google LLC\"' do not indicate the same problem or request." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; not the same underlying issue." + "reason": "A vague documentation enhancement and a spam issue are not the same actionable report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond both being low-information issues." + "reason": "A vague documentation enhancement and a spam issue are not the same actionable report." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are titled '', but there is no evidence they refer to the same report or code path." + "reason": "Both are '', but there is no substantive description to confirm they report the same underlying item." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Different titles and no shared issue specifics." + "reason": "Spam vs. benchmark tip are unrelated; the titles do not identify a shared bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No substantive evidence of a shared bug or request." + "reason": "Spam and 'Check out \"Google LLC\"' appear to be different low-signal submissions, not duplicates." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "A spam placeholder and a community benchmark tip are not the same underlying issue." + "reason": "Spam vs. benchmark tip are unrelated; no concrete overlap in problem statement." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles and apparent intents differ completely." + "reason": "Spam and 'Check out \"Google LLC\"' do not describe the same underlying issue." } ] }, @@ -22532,46 +22794,46 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f0f6d761e0d558eeed5ffb996eace7f0f2c03d2396c4ee66e758cb5b473afd00", + "prepared_review_unit_hash": "542f7caf103dfcca01676b21efbd9a4c95a85d40d58d5e019b679c1a56d07d80", "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 earlier issue, 45145, remains the best canonical record, but the pair should not be treated as a confirmed duplicate on the evidence shown. The only signal is title/text similarity, so this is at most a soft match.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45145 is earlier and already has inbound reference activity, so it is the better canonical issue to retain.", + "summary": "The two closed issues look strongly similar, but the packet only proves identical titles, close body sizes, and a soft-similarity signal. That is enough for a tentative duplicate suspicion, not a confident same-issue determination.", + "confidence": 0.67, + "canonical_issue_reason": "If this cluster is treated as duplicate issues, #45145 is the better canonical candidate because it has the same title and at least one inbound reference, making it slightly more established.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45145 is the strongest issue for the cluster because it is the earliest established report and already has reference activity.", + "best_issue_reason": "#45145 is the best issue representative for the cluster only in the provisional sense: it is slightly more connected than #45151, but the duplicate relationship itself is not firmly established from the available evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Same title and moderate text overlap suggest possible duplication, but there are no explicit links, shared targets, or other deterministic signals. The evidence supports only a likely-duplicate/soft similarity judgment, not a confirmed duplicate." + "reason": "This is a tentative similarity match, not a confirmed duplicate: the evidence is limited to identical titles, similar body length, and soft_similarity, with deterministic_accept=false and no substantive body comparison shown." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice is grounded, but the duplicate verdict is a bit too strong for the evidence shown. The packet only supports a soft similarity match: same title and moderate text similarity (jaccard ~0.63), with no explicit links or stronger deterministic signal. Saying the bodies are \"very similar\" and treating them as definitively duplicate overstates the evidence. A more conservative verdict would be \"likely duplicate\" or rejected pending stronger corroboration." + "feedback": "The summary is a bit too strong for the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not show that the issue bodies are substantively the same. The accepted soft edge is also not conservative here because the pairing is based only on soft_similarity and deterministic_accept is false. Please downgrade the verdict to tentative rather than a clear duplicate." }, "evaluator_used": true, "retried": true, @@ -22652,12 +22914,12 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "685bb86d624037361765868076b3dad96606ae4c5feac960b2b4fbfab687d9d3", + "prepared_review_unit_hash": "117938920d4a664af88445be661a8b740138cd03c2608e1bee30280b7953ffbe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, + "serialized_chars": 1475, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -22665,7 +22927,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, + "serialized_chars": 1475, "estimated_input_tokens": 369, "estimated_eval_tokens": 994 }, @@ -22674,8 +22936,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are just separate person-name/date entries with no shared subject matter or actionable bug report, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These two closed issues do not look like duplicates or the same underlying bug/report: they have different personal-name titles, different dates, and no bodies or cross-references tying them together.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -22685,7 +22947,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates only; no indication they describe the same bug, request, or target." + "reason": "Titles reference different people and different dates; with no descriptions, references, or shared context, there is no evidence they describe the same issue." } ] }, @@ -22715,7 +22977,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "07db7ef5493b6a394b8ca9808ba52b24f22511e5bdac1077da824ed2088567e0", + "prepared_review_unit_hash": "19e452a54d4b9b979a032cce6d779024f632db1c7d36f516e3e01b26f4e6ed25", "component_budget": { "node_count": 2, "item_count": 2, @@ -22737,18 +22999,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated personal-name/date posts with no shared topic, code path, or explicit linkage, so they should not be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: neither item appears to be a duplicate of the other; they are separate, unrelated reports.", + "summary": "The two closed issues appear unrelated: they are just personal-name/date titles with no body, targets, or shared evidence of a common bug report. No duplicate relationship is supported.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical choice because they do not describe the same underlying problem.", + "best_issue_reason": "Neither issue is a good canonical choice because both lack any substantive report content, and they do not describe the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are unrelated and there is no evidence of the same underlying bug or change." + "reason": "Only soft similarity is present; the titles refer to different names and dates, with no shared issue content or explicit linkage indicating the same underlying bug." } ] }, @@ -22778,7 +23040,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "50e8aa324aa74032ef05ccb5c03b39a16fd4bd0c4edfb458c14117356406dfa4", + "prepared_review_unit_hash": "a19c4ff53b4ad9fec42764f6251da5b15d13a2fcb2afe08af95cb66c9db14c87", "component_budget": { "node_count": 2, "item_count": 2, @@ -22800,18 +23062,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model, the other asks for FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45810 is the more concrete, narrowly scoped feature request; it is a better representative if one issue must be kept as the cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45810 is the best issue overall because it is specific and actionable, whereas issue:46295 is a broad training-capability request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests in different areas: model-classification support vs FP8 training support. No shared code path or concrete duplicate target." + "reason": "Different underlying requests: adding a Qwen3_5ForTokenClassification/value-model class versus enabling FP8 training support. They do not describe the same bug or change." } ] }, @@ -22851,91 +23113,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "3d60bbe35b0ca2da76463ce9c9376b4ca025cebf549f9805e2ffbeb9ce3c327b", + "prepared_review_unit_hash": "838af35a8cac4a3f4cb7ef7a00f5a46821847b1b38015011eafcb615bcc2891e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "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": "The cluster splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only thematically related and should stay separate. There is no strong evidence for one canonical issue across the full cluster, so the safe triage is two duplicate pairs rather than one merged group.", - "confidence": 0.87, - "canonical_issue_reason": null, + "summary": "This set is not one single duplicate cluster. It contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus an unrelated dataset issue (45869). 45870 is the cleanest representative of the exact duplicate \"Example: Financial time series prediction with DataForge\" pair, but the broader set should be split into separate groups.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earliest, clearest representative of that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "No single best global representative is supported for the whole cluster; the evidence points to two separate exact-duplicate pairs, with 45869 as a distinct related item.", + "best_issue_reason": "45870 is the best single issue to keep as the representative for the exact duplicate example-prediction pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad financial/data theme, but the dataset bundle request is a different artifact and scope than the example request." + "reason": "Different topics: a financial dataset bundle versus an example about time-series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic only; the dataset listing is not the same underlying issue as the example proposal." + "reason": "Different topics: a financial dataset bundle versus an example about time-series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and same apparent example request; these are duplicates." + "reason": "Same title and apparently the same example issue; this looks like an exact duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention DataForge, but one is an example request and the other is a scraping-service/time-series request; different underlying issue." + "reason": "Related broad domain, but different concrete issue: prediction example versus scraping-service topic." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different requested feature and scope; not the same change." + "reason": "Related broad domain, but different concrete issue: prediction example versus scraping-service topic." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same as the 45870/45872 comparison: related domain, but distinct request." + "reason": "Different concrete issue themes; these are not the same underlying bug or request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related only by product area; the requested functionality differs." + "reason": "Different concrete issue themes; these are not the same underlying bug or request." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and same apparent feature request; these are duplicates." + "reason": "Same title and likely the same request; this looks like an exact duplicate." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair summary is mostly grounded, but the analyst overstates evidence in the representative/canonical reasons. The packet does not support claims like 45872 having the \u2018fuller title/body\u2019 or being the \u2018clearest, most specific scope,\u2019 and the choice of 45872 as the best global representative is not evidenced. The soft-edge verdicts for 45870/45871 and 45872/45873 are plausible, but the unsupported canonicalization makes the overall result too strong." + "accept": true, + "feedback": "Grounded and conservative overall: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly a different topic. The split into two duplicate pairs plus one unrelated issue is supported by the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22959,46 +23221,49 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "21f66fb1fa68c0e17dea6ce0b8ee7fd15315eb93a1ab19a6fa027d816fd45e4a", + "prepared_review_unit_hash": "809f1a65718778fb896c0dff500e16f665217fce66df67fe27cbc9134c6d4275", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are about static-cache handling around `linear_attention`, but they describe different failure modes and one is model-specific, so I would not merge them as duplicates with high confidence.", - "confidence": 0.64, - "canonical_issue_reason": "Issue 46439 is the broader, more root-cause-oriented report: it describes static-cache `early_initialization` corrupting linear-attention layers, which can plausibly explain downstream crashes in specific models.", + "summary": "Issue 46439 remains the best canonical issue because it describes the broader root cause, while 46441 reads as a narrower symptom report. The pair is plausibly related through `cache_implementation=\"static\"` and linear-attention behavior, but the evidence is too weak to confirm they are the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "46439 is the better canonical issue because it names the likely underlying mechanism (`early_initialization` corrupting linear-attention layers) instead of just one downstream failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the best representative issue because it frames the bug at the mechanism level rather than a single model symptom.", + "best_issue_reason": "46439 is the strongest cluster representative since it is the most root-cause-oriented report and better captures the shared failure family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "They share the static-cache/linear-attention theme, but the reported symptoms differ materially: wrong shapes leading to `RuntimeError` versus a `KeyError: 'linear_attention'` in Qwen3.5. That is not enough evidence that they are the same underlying bug." + "reason": "The reports are similar, but the packet only provides `soft_similarity` with no shared targets/files and `deterministic_accept: false`. That supports a possible duplicate relationship, not a confirmed same-bug match." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice of 46439 is reasonable, but the soft-edge accept is too strong for the evidence in the packet. The only pair evidence is `soft_similarity` with no shared targets/files and `deterministic_accept: false`, so saying both issues \"point to the same\" failure path overstates the support. This should be phrased more cautiously as a possible or likely match, not a confirmed one." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -23022,7 +23287,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "591e74aa7fb01f9d8fd23bb9ca239dd8d71a5c63ff91ee10ec490be63f57bc9a", + "prepared_review_unit_hash": "58d22273b29feb5ba59d4f56d04083a157c31742df08fd4cdad4b3cf3edb5d81", "component_budget": { "node_count": 2, "item_count": 2, @@ -23044,24 +23309,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two items are near-exact duplicates: same title, same underlying Wav2Vec2CTCTokenizer v5 special-token bug, and no distinguishing evidence. They should be clustered together.", + "summary": "These are duplicate issue reports with identical titles and bodies about Wav2Vec2CTCTokenizer v5 misclassifying the word delimiter as a special token. Issue #46552 is the better canonical because it already has inbound references and likely serves as the main thread.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it has more inbound references and slightly more discussion activity, suggesting it is the more visible/original thread.", + "canonical_issue_reason": "#46552 has the same report as #46551 but with more linkage/inbound references, making it the better central issue to keep.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 best represents the duplicate cluster since it appears to have more traction and likely already serves as the main discussion point for this bug.", + "best_issue_reason": "#46552 is the best issue for the cluster because it is the same bug report and appears to be the more established discussion point.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact same title and same described tokenizer bug; clearly the same underlying issue." + "reason": "Identical title and body describe the same tokenizer bug, so this is a clear duplicate issue pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative: the two issues have identical titles, identical body length, and very similar activity, with issue:46552 having more inbound references/discussion, so the canonical choice is adequately supported. The soft-edge duplicate verdict is also well supported by the packet evidence." + "feedback": "The conclusion is grounded in the packet: both issues have the same title, the same body length, and maximum soft-similarity, so treating them as duplicates is reasonable. The canonical choice of #46552 is also supported by its inbound references. The only slightly speculative phrase is \u2018likely serves as the main thread,\u2019 but it does not materially overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -23088,7 +23353,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "925c04de4bfa4f1bc79c9a1b39b1d0c69b051a5bc0007ccce5db129abd5eec73", + "prepared_review_unit_hash": "70871a11ab701cbda34cb2b92bbf0656ad9540aa195d54ab1ef73e384d0a8c21", "component_budget": { "node_count": 2, "item_count": 2, @@ -23110,18 +23375,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about object detection training, but they describe different failure modes: one is a tensor size mismatch error, the other is GPU memory exhaustion after several epochs. They do not look like duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #46657 is the better anchor because it describes a concrete, reproducible training error with a clear symptom; #46692 appears to be a different runtime failure mode.", + "summary": "These two issues are both about training object detection models, but they report different failure modes: a tensor size mismatch vs. an out-of-memory crash after several epochs. They do not look like the same underlying bug, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the strongest issue to keep as the representative item since it is more specific and actionable, while #46692 is a separate OOM report rather than the same bug.", + "best_issue_reason": "Issue #46657 is the more concrete, specific bug report, but it still does not represent the other issue\u2019s OOM behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor shape mismatch vs out-of-memory during later training epochs. Same broad training area, but not the same bug." + "reason": "The symptoms are materially different: one is a tensor-shape mismatch during training, the other is memory exhaustion after some epochs. Shared domain alone is not enough to treat them as the same bug." } ] }, @@ -23151,7 +23416,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "709ad9b8d791283115df1c04159dd3827eb525f5c361a08ae6fcdabe7a5ea98c", + "prepared_review_unit_hash": "7a41c7d4bc0b50ceaf741389cfd72d2ab2fc899078be7d366ba11adc544f3832", "component_budget": { "node_count": 2, "item_count": 2, @@ -23173,18 +23438,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different bugs: one is a ZeRO-3 partitioning/OOM problem during multi-GPU load of a composite model submodule, and the other is a 4-bit + device_map='auto' dispatch error where max_memory is ignored and modules are sent to CPU. They should not be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": "If a representative issue must be chosen, 46822 is the more specific and actionable report, and it is still open; 46823 is a separate, already-closed 4-bit dispatch bug.", + "summary": "These are two different model-loading/memory bugs: one about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other about 4-bit auto device mapping incorrectly spilling to CPU and raising a ValueError. They are not duplicates and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "46822 is the better cluster representative because it describes a concrete ZeRO-3 failure mode in detail and is the more active open report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying problems and code paths: ZeRO-3 composite submodule partitioning/OOM vs 4-bit auto device_map respecting max_memory. Same broad model-loading area, but not the same bug." + "reason": "Different failure modes and code paths: ZeRO-3 submodule partitioning/OOM vs 4-bit device_map/max_memory CPU dispatch error; only a broad loading-memory similarity." } ] }, @@ -23288,8 +23553,8 @@ "issue:47227|issue:47377", "issue:47227|issue:47256", "issue:47182|issue:47309", - "issue:47227|issue:47279", "issue:47309|issue:47419", + "issue:47227|issue:47279", "issue:47182|issue:47227", "issue:47227|issue:47265", "issue:47419|issue:47442", @@ -23306,454 +23571,460 @@ "issue:47377|issue:47406", "issue:47279|issue:47406" ], - "prepared_review_unit_hash": "4b59eb43eb285ba41f3cd1663ae75d1081a71737a612cd763ea23ba826e0c679", + "prepared_review_unit_hash": "9f896b88b968364f2aeb415a0d368cef41810a1ba6915e8d7b81c948b9ea0103", "component_budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 74, - "serialized_chars": 39466, - "estimated_input_tokens": 9867, - "estimated_eval_tokens": 19990 + "serialized_chars": 39459, + "estimated_input_tokens": 9865, + "estimated_eval_tokens": 19986 }, "budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 72, - "serialized_chars": 34132, - "estimated_input_tokens": 8533, - "estimated_eval_tokens": 17322 + "serialized_chars": 34125, + "estimated_input_tokens": 8532, + "estimated_eval_tokens": 17320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a sequence of dated \u001b[serge] integration failure triage\u001b[0m issues with highly similar templates, but they appear to be separate daily trackers rather than true duplicates of one underlying bug. The latest open issue is the best live representative, but I did not accept any soft duplicate edges.", - "confidence": 0.87, - "canonical_issue_reason": "47442 is the latest open triage issue and has strong inbound activity, so it is the best single live tracker if this series must be consolidated.", + "summary": "These items are a chronological series of dated '[serge] integration failure triage' issues. They look like separate daily triage threads with the same template, not duplicate reports of one underlying bug. The open 2026-07-20 issue is the best representative for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": "If a single representative is needed, issue:47442 is the best choice because it is the latest open triage thread and has the most recent activity. However, the set appears to be date-specific triage issues rather than true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "47442 is the most current and actionable issue in the series; it best represents the ongoing triage thread.", + "best_issue_reason": "Issue:47442 is the best global representative: it is open, newest, and appears to continue the same triage stream as the earlier dated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same dated triage template, but no evidence they describe the same failure; likely separate daily reports." + "reason": "Same triage template, but different dated issue threads; not the same underlying report." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "High textual similarity from the recurring template, but these look like different daily triage entries." + "reason": "These are separate daily triage issues, not duplicate bug reports." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Template overlap only; no concrete sign of a shared underlying bug." + "reason": "Different dates and likely different daily failure snapshots; do not merge." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "These are date-stamped triage issues, not clearly the same incident." + "reason": "Same series, but each issue is date-specific triage rather than one duplicate." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Similar boilerplate, but the dated triage reports likely correspond to different runs/failures." + "reason": "The titles match, but the dated triage threads are separate artifacts." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Recurring daily triage template only; insufficient evidence of the same bug." + "reason": "Adjacent daily triage issues; same format, but not the same underlying issue." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Looks like consecutive triage reports, not a duplicated issue." + "reason": "Different daily triage threads, not duplicates." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "No concrete evidence beyond shared template text." + "reason": "Same triage series, but the date-stamped reports are distinct." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different dated triage tickets; similarity is procedural, not bug-specific." + "reason": "Separate dated triage issues; no evidence they are the same bug." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "These appear to be separate daily integration failure reports." + "reason": "Daily triage threads for different days; reject as duplicates." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Adjacent triage issues, but no clear shared failure signature is visible." + "reason": "Same subsystem and title pattern, but different day-specific triage reports." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "The overlap is mostly the repeated triage template, not a proven duplicate bug." + "reason": "These look like separate daily integration-failure triage issues." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same series pattern, but not enough evidence they track the same underlying failure." + "reason": "Distinct dated triage issues, not one duplicated report." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Likely separate daily triage entries with similar wording." + "reason": "Different daily triage entries; no shared underlying bug shown." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "No concrete duplicate evidence beyond the shared title pattern." + "reason": "Same recurring triage pattern, but each issue corresponds to a different date." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Date-stamped reports from different days; treat as distinct unless failure details match." + "reason": "Date-specific triage threads; the similarity is template-level only." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Looks like recurring triage boilerplate, not the same underlying issue." + "reason": "Separate daily reports, not a single duplicate issue." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Adjacent daily reports; no proof of a single shared bug." + "reason": "Same triage series, but different day-specific issue instances." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "High similarity from the template, but not enough to merge as duplicates." + "reason": "Different dated triage threads; not the same concrete problem instance." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Separate triage runs for different dates; same subsystem mention is not enough." + "reason": "No evidence of one underlying duplicated report beyond the shared template." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "These read as daily status issues, not duplicate bug reports." + "reason": "Separate daily triage issues; reject as duplicates." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same recurring triage format, but no evidence of the same failure condition." - }, - { - "left": "issue:47037", - "right": "issue:47053", - "accept": false, - "reason": "Likely different daily reports, despite near-identical titles." + "reason": "Different date-stamped triage threads." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Template similarity only; no concrete shared bug indication." + "reason": "Same series, but the issues represent different days." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "These are separate daily triage issues, not clearly the same incident." + "reason": "These are distinct triage reports with the same naming pattern." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Consecutive triage entries, but the title similarity is boilerplate-driven." + "reason": "Adjacent daily triage entries, but not the same underlying bug." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "No evidence they target the same code-path problem." + "reason": "Different day-specific triage issues; no duplicate signal." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Shared template only; do not merge without explicit matching failure details." + "reason": "Same recurring triage thread format, but separate issues." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Different dated tracker issues, likely separate integration failures." + "reason": "Different dated triage issues." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Similarity comes from the repeated triage form, not a confirmed duplicate." + "reason": "Template similarity only; these are separate daily reports." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "No shared concrete failure is evident from the metadata provided." + "reason": "Distinct daily triage issues, not one mergeable duplicate." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Date-sequenced triage reports; insufficient evidence of one underlying bug." + "reason": "Different dates and likely different failure snapshots." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "These look like separate daily integration failure triage tickets." + "reason": "Same series, but each issue is a separate daily triage thread." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same repetitive triage title pattern, but not the same issue." + "reason": "No concrete evidence these are the same bug report." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Even with very high textual similarity, these are still date-specific triage issues without shared failure evidence." + "reason": "These are consecutive daily triage issues, not duplicates." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Daily triage entries; no concrete proof of a single duplicate bug." + "reason": "Same named triage stream, but different date-specific issue instances." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Looks like consecutive report templates, not one merged incident." + "reason": "Separate daily triage threads with the same template." }, { "left": "issue:47265", "right": "issue:47377", "accept": false, - "reason": "Same recurring integration-triage series, but not clearly the same underlying failure." + "reason": "Different dated triage issues; same series but not the same report." }, { "left": "issue:47279", "right": "issue:47377", "accept": false, - "reason": "No explicit linkage or failure signature showing a duplicate." + "reason": "Each issue is a distinct day\u2019s triage thread." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "These appear to be separate daily tracker issues with shared boilerplate." + "reason": "Adjacent daily triage issues, not duplicate bug reports." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "High similarity is explained by the repeated template, not a shared bug." + "reason": "Same recurring triage pattern, but separate artifacts." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Consecutive triage reports, but not enough to treat as duplicates." + "reason": "These are day-specific triage issues, not the same underlying issue." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Likely different daily integration failure snapshots." + "reason": "Different dated integration triage threads; reject as duplicates." }, { "left": "issue:47309", "right": "issue:47377", "accept": false, - "reason": "Date-stamped triage issues; do not merge on title similarity alone." + "reason": "Separate daily triage issues with the same naming scheme." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Different days in the same triage series, not a single duplicated report." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "These are distinct daily triage threads." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same series format, but no evidence of the same underlying problem." + "reason": "Adjacent daily issues, but not the same concrete bug instance." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "These look like separate daily triage tickets, not duplicates." + "reason": "Same triage template, different date-stamped issue." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Title/body template overlap only; no concrete shared failure details." + "reason": "Separate daily triage threads rather than duplicates." }, { "left": "issue:47120", "right": "issue:47377", "accept": false, - "reason": "Not enough evidence that they describe the same code-path issue." + "reason": "Different day-specific integration failure triage issues." }, { "left": "issue:47182", "right": "issue:47377", "accept": false, - "reason": "Recurring triage boilerplate does not establish a duplicate." + "reason": "Same series, but the issues correspond to different dates." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "Different daily reports; similarity is procedural." + "reason": "Distinct daily triage reports." }, { "left": "issue:47227", "right": "issue:47377", "accept": false, - "reason": "No explicit issue target or failure signature tying them together." + "reason": "These are separate date-specific triage issues." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Looks like separate daily integration-failure triage entries." + "reason": "Same title pattern, but not the same underlying report." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "Same subsystem and title pattern, but not the same underlying bug." + "reason": "Different dated triage threads." }, { - "left": "issue:47227", - "right": "issue:47279", + "left": "issue:47309", + "right": "issue:47419", "accept": false, - "reason": "Highly similar template, but distinct dated tracker issues." + "reason": "Separate daily triage issues, not duplicates." }, { - "left": "issue:47309", - "right": "issue:47419", + "left": "issue:47227", + "right": "issue:47279", "accept": false, - "reason": "These are daily triage reports; no evidence they should be merged as duplicates." + "reason": "These appear to be different days\u2019 triage reports." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "No concrete duplicate signal beyond the shared triage wording." + "reason": "Adjacent daily triage issues; template similarity only." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Separate reports from different dates; not the same bug by available evidence." + "reason": "Different dated triage issue instances." }, { "left": "issue:47419", "right": "issue:47442", "accept": false, - "reason": "Both are date-specific triage issues, and the metadata does not show a single shared failure." + "reason": "These are consecutive daily triage threads, not one duplicated issue." }, { "left": "issue:47377", "right": "issue:47419", "accept": false, - "reason": "Similarity is caused by the recurring template, not a confirmed duplicate." + "reason": "Same series, but the date-stamped issues are distinct." }, { "left": "issue:47377", "right": "issue:47442", "accept": false, - "reason": "No concrete evidence of the same underlying integration failure." + "reason": "Different daily triage threads; no mergeable duplicate." }, { "left": "issue:47279", "right": "issue:47419", "accept": false, - "reason": "Different daily triage entries; do not collapse without matching failure details." + "reason": "Distinct day-specific integration triage issues." }, { "left": "issue:47406", "right": "issue:47419", "accept": false, - "reason": "Title similarity alone is not enough to mark these as duplicates." + "reason": "Separate dated triage issues, not the same report." }, { "left": "issue:47279", "right": "issue:47442", "accept": false, - "reason": "These appear to be separate dated trackers in the same series." + "reason": "Same naming pattern, but these are different daily threads." }, { "left": "issue:47227", "right": "issue:47442", "accept": false, - "reason": "No evidence of the same concrete bug or change." + "reason": "Different daily triage issues with the same template." }, { "left": "issue:47390", "right": "issue:47419", "accept": false, - "reason": "Recurring daily triage pattern only; no duplicate proof." + "reason": "These are day-specific triage threads, not duplicates." }, { "left": "issue:47390", "right": "issue:47406", "accept": false, - "reason": "These look like adjacent daily reports, not one merged issue." + "reason": "Separate dated issue reports in the same series." }, { "left": "issue:47390", "right": "issue:47442", "accept": false, - "reason": "Same triage template, but not the same underlying incident." + "reason": "Different daily triage threads; no evidence of one underlying duplicate." }, { "left": "issue:47406", "right": "issue:47442", "accept": false, - "reason": "No shared explicit target or concrete failure signature." + "reason": "Consecutive daily triage issues, but not the same issue." }, { "left": "issue:47377", "right": "issue:47406", "accept": false, - "reason": "Date-stamped triage tickets; similarity is boilerplate-driven." + "reason": "Distinct date-specific triage issues." }, { "left": "issue:47279", "right": "issue:47406", "accept": false, - "reason": "Not enough evidence they refer to the same bug." + "reason": "Same triage stream, but separate daily reports." } ] }, @@ -23785,14 +24056,14 @@ "issue:47377|issue:47390", "issue:47227|issue:47390" ], - "prepared_review_unit_hash": "21611e5ea3577015ff560c3c1ddc962066c2ba9366d0307ec5a7ce5101f4a052", + "prepared_review_unit_hash": "b46511e16678980cc427a8a87b37578e40290b1f919ac6cb42c7dd8f8616efc8", "component_budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 74, - "serialized_chars": 39466, - "estimated_input_tokens": 9867, - "estimated_eval_tokens": 19990 + "serialized_chars": 39459, + "estimated_input_tokens": 9865, + "estimated_eval_tokens": 19986 }, "budget": { "node_count": 3, @@ -23807,24 +24078,24 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All three items are recurring Serge integration-failure triage reports with the same template but different dates, so they should be kept separate rather than deduplicated.", - "confidence": 0.93, - "canonical_issue_reason": "No true duplicate issue here: each ticket is a distinct dated triage report ([serge] integration failure triage - 2026-07-09/16/17) rather than the same underlying bug.", + "summary": "These are recurring \"[serge] integration failure triage\" issues for different dates. They look like separate daily triage reports rather than duplicates of one underlying bug, so the cluster should not be merged; if one issue must represent the set, the most referenced one is the best anchor.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47377 has the strongest signal as the anchor: it is the same triage series, and it has the highest inbound reference count among the three.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47377 is the best representative only as a midpoint triage report with the highest inbound references, but it is still not a canonical duplicate target.", + "best_issue_reason": "issue:47377 is the best single issue in the cluster because it has the most inbound references and sits in the middle of the dated series, making it the most central triage record.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47377", "right": "issue:47390", "accept": false, - "reason": "Same triage template and subsystem, but different dates and different triage instances; not the same underlying issue." + "reason": "Reject: same template/title family, but the date suffix indicates separate daily integration-failure triage reports, not the same underlying bug." }, { "left": "issue:47227", "right": "issue:47390", "accept": false, - "reason": "These are separate dated integration-failure triage reports, not one bug report duplicated across time." + "reason": "Reject: these are consecutive dated triage issues; similarity is from the shared reporting format, not evidence of one duplicate defect." } ] }, @@ -23854,7 +24125,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "0e1b80a42ec263481e488aa24278cc0a18d630be00eb530c4761d270f0883c44", + "prepared_review_unit_hash": "373d0b04a0299e52cbd0ed67ae70bc4c5052bb28810755844aae39286bef3dfd", "component_budget": { "node_count": 2, "item_count": 2, @@ -23876,24 +24147,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are a strong dedupe candidate for the same request: identical title, very high textual similarity, and no conflicting metadata. #46984 looks like the better canonical thread because it has slightly more discussion activity.", - "confidence": 0.96, - "canonical_issue_reason": "#46984 is the better canonical issue because it appears to be the more active discussion thread for the same RWKV7 model support request.", + "summary": "Both issues share the exact same title and highly overlapping bodies, so they are likely duplicates for the same RWKV7 support request. issue:46983 is the better canonical issue because it is slightly earlier and has the fuller description.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46983 is the earlier report and appears to have the more complete body, making it the best canonical issue to keep.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the best overall issue candidate for deduping since it matches the same request exactly and seems to be the richer thread.", + "best_issue_reason": "issue:46983 is the strongest standalone issue because it is earlier and provides the fuller problem description; issue:46984 looks like a likely duplicate rather than a distinct report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and very high similarity strongly indicate the same underlying feature request for RWKV7 support." + "reason": "Same title and very similar body content indicate the same underlying feature request. This is a likely duplicate, though the packet does not show an explicit follow-up relationship." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that these two closed issues have identical titles and very high similarity, so they are plausible duplicates of the same feature request. However, the summary overstates the evidence by calling them a \"duplicate report\" and \"the same duplicate report\"; the packet does not show explicit duplicate metadata or linkage. The soft-edge acceptance is mostly conservative, but the canonical/duplicate phrasing should be toned down to \"likely same request\" or \"strong dedupe candidate.\"" + "feedback": "The duplicate judgment is mostly grounded, but the analyst is a bit too strong in places. The packet supports that the issues have the same title and highly overlapping bodies, so they are likely duplicates. However, calling issue:46984 a \"duplicate follow-up\" and describing the pair as \"near-certain\" goes beyond the evidence we have; the packet only shows similarity, not an explicit follow-up relationship. Please keep the soft-edge verdict more conservative and phrase the relationship as likely/possible duplicate rather than definitive." }, "evaluator_used": true, "retried": true, @@ -23920,12 +24191,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "52500bc14aaec3cdb92963f11076f8d8a9f4e70ea4d40870317301080b8d310f", + "prepared_review_unit_hash": "e0dac138b4438b0ece1bef7e6d1cade3b80475fd7d8f6b8256a8029cb4e3a0ff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23933,7 +24204,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -23942,18 +24213,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are closed and discuss AI-driven cybersecurity/vulnerability discovery at a high level, but they read like separate article/topic submissions rather than the same underlying bug or change.", - "confidence": 0.88, - "canonical_issue_reason": "None of the issues clearly represents a duplicate of the other; they overlap only in broad subject matter, not in a specific actionable defect or request.", + "summary": "Both items are high-level writeups about AI/LLM-driven vulnerability discovery, but they read like different topic proposals rather than the same underlying issue. I would not merge them as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 47015 is the broader umbrella topic; 47007 is a more specific \u201clessons from using advanced LLMs\u201d variant.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 has the cleaner, more general title and is slightly better as the representative of the broad topic, but it is not a strong duplicate canonical.", + "best_issue_reason": "47015 is the best representative of the cluster because it has the clearest, most general framing of the shared AI-vulnerability-discovery theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They share a broad AI/cybersecurity theme, but the titles and descriptions suggest different writeups/topics rather than the same concrete bug, feature, or code-path change." + "reason": "Same general subject area, but not the same concrete bug/change. The titles suggest different angles and likely different writeups, not one underlying duplicate issue." } ] }, @@ -23983,7 +24254,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "c40b8aa194c581ecb9d40d936d6ad74df3232ad773549fdc5dce43cc5f038502", + "prepared_review_unit_hash": "36b8688902d81b16a6e11706805b1051e266fdef5251e43ec736976008b19a87", "component_budget": { "node_count": 2, "item_count": 2, @@ -24005,24 +24276,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues are effectively duplicates: same title, same apparent description, and no distinguishing metadata beyond minor reference counts. Keep the earlier, more-referenced issue as canonical.", + "summary": "The two items are near-perfect duplicates: identical titles, matching body size, and the same reported bug about chat routes management endpoints under /v1 when base_url includes /v1.", "confidence": 0.99, - "canonical_issue_reason": "Issue #47138 is slightly better to keep as canonical because it was created first and has more inbound references, while #47139 appears to be the same report.", + "canonical_issue_reason": "Issue #47138 is the better canonical candidate because it was created first and has slightly more discussion/inbound references, suggesting marginally higher centrality.", "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the best representative for this duplicate cluster: earliest created, same title/body, and marginally higher inbound attention.", + "best_issue_reason": "Issue #47138 is the best global issue representative for the same reasons: earliest creation and slightly stronger apparent traction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and likely same underlying bug report; no evidence of a distinct issue." + "reason": "Same title and same underlying bug report; no distinguishing evidence suggests different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the packet shows identical titles, identical body length, very close creation times, and a soft-similarity signal of 1.0, which supports treating them as duplicates. The canonical choice of the earlier issue with slightly more inbound references is also conservative. If anything, wording like \"same title/body\" should be read as \"likely same report,\" but that does not rise to a rejection." + "feedback": "The assessment is grounded in the packet: the issues have identical titles, identical body length, and near-identical metadata, with 47138 slightly ahead on created_at, discussion activity, and inbound references. The soft-edge accept is conservative enough, and no unsupported claims are made." }, "evaluator_used": true, "retried": false, @@ -24033,71 +24304,80 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-96", "nodes": [ "pull_request:43251", "pull_request:43254", "pull_request:44775", - "pull_request:45157", "pull_request:46196", "pull_request:46266", - "pull_request:46836", - "pull_request:46903", + "pull_request:46381", "pull_request:46912", "pull_request:46957", - "pull_request:46958", - "pull_request:46995", - "pull_request:47003", "pull_request:47077", "pull_request:47078", - "pull_request:47090", - "pull_request:47093", "pull_request:47105", "pull_request:47108", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", "pull_request:47129", - "pull_request:47163", "pull_request:47166", "pull_request:47173", "pull_request:47179", "pull_request:47202", "pull_request:47204", - "pull_request:47210", "pull_request:47212", "pull_request:47216", + "pull_request:47224", "pull_request:47243", "pull_request:47268", "pull_request:47275", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", "pull_request:47284", "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47301", - "pull_request:47336", - "pull_request:47357", + "pull_request:47310", "pull_request:47360", "pull_request:47374", + "pull_request:47380", "pull_request:47384", - "pull_request:47395", - "pull_request:47422", - "pull_request:47446", + "pull_request:47441", + "pull_request:47443", + "pull_request:47444", + "pull_request:47445", "pull_request:47447", "pull_request:47449", - "pull_request:47450" + "pull_request:47450", + "pull_request:47457" ], "soft_pairs": [ "pull_request:43251|pull_request:43254", - "pull_request:46903|pull_request:47090", - "pull_request:47090|pull_request:47395", - "pull_request:46903|pull_request:46958", - "pull_request:46903|pull_request:47395", + "pull_request:47282|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47280|pull_request:47282", + "pull_request:47282|pull_request:47444", + "pull_request:47123|pull_request:47281", + "pull_request:47124|pull_request:47380", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47124|pull_request:47445", + "pull_request:47310|pull_request:47445", + "pull_request:47282|pull_request:47445", + "pull_request:47124|pull_request:47443", + "pull_request:47281|pull_request:47445", "pull_request:47268|pull_request:47284", "pull_request:47173|pull_request:47284", "pull_request:47284|pull_request:47449", @@ -24106,330 +24386,328 @@ "pull_request:47284|pull_request:47292", "pull_request:47108|pull_request:47202", "pull_request:47077|pull_request:47078", + "pull_request:47224|pull_request:47457", "pull_request:47204|pull_request:47243", "pull_request:47202|pull_request:47360", "pull_request:47108|pull_request:47360", + "pull_request:47292|pull_request:47457", + "pull_request:47441|pull_request:47457", "pull_request:47105|pull_request:47129", + "pull_request:47449|pull_request:47457", "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", "pull_request:47301|pull_request:47360", + "pull_request:47173|pull_request:47457", "pull_request:47360|pull_request:47450", "pull_request:47360|pull_request:47447", "pull_request:47384|pull_request:47447", "pull_request:44775|pull_request:47275", + "pull_request:46957|pull_request:47216", + "pull_request:46381|pull_request:47457", "pull_request:47166|pull_request:47173", "pull_request:47291|pull_request:47384", + "pull_request:47216|pull_request:47275", + "pull_request:47216|pull_request:47450", "pull_request:47077|pull_request:47275", - "pull_request:47336|pull_request:47446", "pull_request:47294|pull_request:47450", "pull_request:47275|pull_request:47301", - "pull_request:47422|pull_request:47446", - "pull_request:47216|pull_request:47275", + "pull_request:47216|pull_request:47384", "pull_request:46912|pull_request:47284", "pull_request:46912|pull_request:47179", - "pull_request:47204|pull_request:47357", - "pull_request:46196|pull_request:47202", - "pull_request:47166|pull_request:47449", - "pull_request:46836|pull_request:47202", - "pull_request:47003|pull_request:47204", - "pull_request:46196|pull_request:47210", - "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:46196|pull_request:47202" ], - "prepared_review_unit_hash": "a75fd85656e9e398ef173f0438de1851c0bc561df9a4413e4a8305747de49c59", + "prepared_review_unit_hash": "d92b12119b09e8fed836d8e857fa1678826145f843b7c7b00a1b58085cdb5676", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 230, - "serialized_chars": 287236, - "estimated_input_tokens": 71809, - "estimated_eval_tokens": 143874 + "node_count": 96, + "item_count": 96, + "soft_pair_count": 272, + "serialized_chars": 334252, + "estimated_input_tokens": 83563, + "estimated_eval_tokens": 167382 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 44, - "serialized_chars": 126191, - "estimated_input_tokens": 31548, - "estimated_eval_tokens": 63352 + "soft_pair_count": 51, + "serialized_chars": 127735, + "estimated_input_tokens": 31934, + "estimated_eval_tokens": 64124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated PRs. I only see one clear duplicate pair around `fixed_cross_entropy` kwargs forwarding, plus one plausible duplicate sub-pair around the same training-loss double-shift fix in the ASR/formulaNet family. Everything else is too broad or touches different code paths to merge as duplicates.", - "confidence": 0.91, + "summary": "Mostly a heterogeneous cluster with a few true near-duplicate pairs: one cross-entropy kwargs fix and a few same-model test-failure remediations. Most other soft links are just broad topical similarity and should stay separate.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the cleanest canonical PR for the `fixed_cross_entropy` kwargs fix: it directly targets issue 43240 and includes the full functional change in one place.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "There is no single PR that represents the whole mixed cluster. If forced to pick one, `pull_request:47090` is the strongest substantive representative of the training-loss double-shift subcluster because it applies the fix across multiple affected model variants and is the broadest version of that change.", + "best_pr_reason": "43251 is the cleanest representative PR in the set: it has an explicit issue link, a narrow single-function fix, and it neatly subsumes the companion kwargs variant 43254.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same `fixed_cross_entropy` kwarg-forwarding bug in the same file; `43254` is essentially the same fix with equivalent signature changes." + "reason": "Same file/function, same issue 43240, and nearly identical cross_entropy argument plumbing; these look like alternate fixes for the same change." }, { - "left": "pull_request:46903", - "right": "pull_request:47090", - "accept": true, - "reason": "Same double-shift training-loss bug in the CohereASR/PPFormulaNet path; `47090` is a superset that extends the same fix to additional model variants, so they could be combined." + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Both are test-fix PRs, but they target different models and different failures (Mamba2 OOM vs Gemma3 output mismatch)." }, { - "left": "pull_request:47090", - "right": "pull_request:47395", + "left": "pull_request:47124", + "right": "pull_request:47282", "accept": false, - "reason": "Both are loss-shift fixes, but they affect different concrete model code paths (`CohereASR` vs `GitForCausalLM`), so they are not the same PR." + "reason": "Different models and failure types; these are unrelated test adjustments, not the same bug." }, { - "left": "pull_request:46903", - "right": "pull_request:46958", + "left": "pull_request:47280", + "right": "pull_request:47282", "accept": false, - "reason": "Same model family and same symptom, but the patches are competing implementations for the same lines rather than a single mergeable change." + "reason": "Same broad serge-style pattern, but different model/test files and different failures." }, { - "left": "pull_request:46903", - "right": "pull_request:47395", + "left": "pull_request:47282", + "right": "pull_request:47444", "accept": false, - "reason": "Same high-level bug class, but different model and different training-loss implementation; not a duplicate code-path fix." + "reason": "Unrelated models and code paths; the DeepSeek/MPT changes do not match the Mamba2 OOM fix." }, { - "left": "pull_request:47268", - "right": "pull_request:47284", + "left": "pull_request:47123", + "right": "pull_request:47281", "accept": false, - "reason": "Unrelated failing tests in different models (`zaya` vs `mimo_v2_flash`)." + "reason": "Different model families and different fix targets; no shared concrete bug." }, { - "left": "pull_request:47173", - "right": "pull_request:47284", + "left": "pull_request:47124", + "right": "pull_request:47380", "accept": false, - "reason": "Different test failures in different model families; only both are test updates." + "reason": "Different model failures (falcon_mamba vs mamba2), so these are not duplicates." }, { - "left": "pull_request:47284", - "right": "pull_request:47449", + "left": "pull_request:47122", + "right": "pull_request:47280", "accept": false, - "reason": "Different model test fixes (`mimo_v2_flash` vs `qwen3_omni_moe`), no shared underlying bug." + "reason": "Different model/test targets; the Edgetam fix and MiniMax-M3-VL fix are unrelated." }, { - "left": "pull_request:47202", - "right": "pull_request:47204", - "accept": false, - "reason": "One removes a workflow, the other adds exporter test dependencies; both are CI-related but not the same change." + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Both address Edgetam passing `original_sizes` into a backbone that does not accept it; 47224 is broader, but the Edgetam fix is the same underlying bug." }, { - "left": "pull_request:47204", - "right": "pull_request:47374", + "left": "pull_request:47124", + "right": "pull_request:47445", "accept": false, - "reason": "Different scopes: Docker image dependencies vs exporter docs/architecture docs." + "reason": "Different models and different failure modes; not the same underlying issue." }, { - "left": "pull_request:47284", - "right": "pull_request:47292", + "left": "pull_request:47310", + "right": "pull_request:47445", "accept": false, - "reason": "Both are XPU/test adjustments, but for different models and unrelated failures." + "reason": "Gemma3 generation output mismatch and PEFT/DeepSeek integration failures are unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47202", + "left": "pull_request:47282", + "right": "pull_request:47445", "accept": false, - "reason": "Docs pin-comment cleanup vs docker workflow removal; no shared bug or change." + "reason": "No shared code path or model; these are separate integration fixes." }, { - "left": "pull_request:47077", - "right": "pull_request:47078", + "left": "pull_request:47124", + "right": "pull_request:47443", "accept": false, - "reason": "Overlapping Japanese doc edits, but the PRs have different goals (DistilBERT docs vs wording cleanup) and are not the same change." + "reason": "Falcon-Mamba output mismatch and DeepSeek-V32 load-related cleanup are unrelated." }, { - "left": "pull_request:47204", - "right": "pull_request:47243", + "left": "pull_request:47281", + "right": "pull_request:47445", "accept": false, - "reason": "Different exporter/CI work: docker test dependencies vs exporter base/runtime changes." + "reason": "Different model families and different failure classes; not mergeable as one PR." }, { - "left": "pull_request:47202", - "right": "pull_request:47360", + "left": "pull_request:47268", + "right": "pull_request:47284", "accept": false, - "reason": "Unrelated CI infrastructure changes (docker image builder removal vs OTEL workflow pilot)." + "reason": "Different models and different symptoms; one is Zaya test cleanup, the other is MIMO V2 Flash model fix." }, { - "left": "pull_request:47108", - "right": "pull_request:47360", + "left": "pull_request:47173", + "right": "pull_request:47284", "accept": false, - "reason": "Different docs/CI maintenance items with no shared concrete fix." + "reason": "XPU expectation updates for different test suites are not the same change." }, { - "left": "pull_request:47105", - "right": "pull_request:47129", + "left": "pull_request:47284", + "right": "pull_request:47449", "accept": false, - "reason": "Unrelated test re-enable for VITS vs RT-DETR v2 converter fix." + "reason": "Different models and different code paths; these are unrelated test/model fixes." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:47202", + "right": "pull_request:47204", "accept": false, - "reason": "Different feature areas: model conversion/standards vs generation optimization for finegrained FP8." + "reason": "Both touch docker/CI infrastructure, but one removes a workflow while the other adds exporter test deps; not the same bug/change." }, { - "left": "pull_request:47077", - "right": "pull_request:47212", + "left": "pull_request:47204", + "right": "pull_request:47374", "accept": false, - "reason": "Japanese DistilBERT docs vs kv-cache documentation updates; unrelated." + "reason": "A docker image dependency update and exporter documentation are separate concerns." }, { - "left": "pull_request:47301", - "right": "pull_request:47360", + "left": "pull_request:47284", + "right": "pull_request:47292", "accept": false, - "reason": "MTP docs vs CI workflow pilot; different subsystems." + "reason": "Different model/test suites with different failures; no concrete overlap." }, { - "left": "pull_request:47360", - "right": "pull_request:47450", + "left": "pull_request:47108", + "right": "pull_request:47202", "accept": false, - "reason": "CI workflow pilot vs linear-attention dispatch cleanup; unrelated." + "reason": "Doc-builder comment cleanup and docker workflow deletion are not the same underlying change." }, { - "left": "pull_request:47360", - "right": "pull_request:47447", + "left": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "CI workflow pilot vs cache rollback/speculative decoding work; different code paths." + "reason": "Both are Japanese docs PRs, but they make different wording/content edits and are not duplicates." }, { - "left": "pull_request:47384", - "right": "pull_request:47447", + "left": "pull_request:47224", + "right": "pull_request:47457", "accept": false, - "reason": "Shared generation-adjacent area, but heterogeneous Gemma 4 config changes are not the same as sliding-window cache rollback." + "reason": "Edgetam/Whisper/tokenizer fixes and Inkling auto-fix are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47275", + "left": "pull_request:47105", + "right": "pull_request:47129", "accept": false, - "reason": "Both are docs/model support work, but one is parallelism docs and the other is a new EfficientViT-SAM model." + "reason": "VITS test re-enable and RT-DETR converter updates are unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47173", + "left": "pull_request:47449", + "right": "pull_request:47457", "accept": false, - "reason": "Different test suites and different XPU failures; only both mention expectations." + "reason": "Different model code paths; these do not fix the same bug." }, { - "left": "pull_request:47291", - "right": "pull_request:47384", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "Different generation/configuration changes: deprecating continuous batching config vs heterogeneous per-layer config for Gemma 4." + "reason": "Both are large PRs with model/integration work, but they touch different subsystems and changesets." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese documentation translation vs new model support; no duplicate change." - }, - { - "left": "pull_request:47336", - "right": "pull_request:47446", - "accept": false, - "reason": "Offloading/saving bugfix vs typo-only comment cleanup." + "reason": "Japanese docs wording changes are unrelated to EfficientViT-SAM model support." }, { "left": "pull_request:47294", "right": "pull_request:47450", "accept": false, - "reason": "Different integration work: kernel-native causal_conv1d support vs linear-attention dispatch simplification." + "reason": "Kernel-native causal_conv1d dispatch and linear-attention dispatch simplification are different changes." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model support vs assisted-decoding docs; unrelated." + "reason": "EfficientViT-SAM model support and MTP docs are unrelated." }, { - "left": "pull_request:47422", - "right": "pull_request:47446", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "Docker/CI pinning fix vs comment typo cleanup; not the same change." + "reason": "Compressed-tensors fp8 and EfficientViT-SAM are distinct features with no shared code path." }, { "left": "pull_request:47216", - "right": "pull_request:47275", + "right": "pull_request:47384", "accept": false, - "reason": "Compressed-tensors fp8 support vs new EfficientViT-SAM model support; different features." + "reason": "Quantization docs/code and Gemma 4 heterogeneous attention config are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47284", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "RoPE test coverage changes vs MIMO test fixes; unrelated." + "reason": "GPTQ/MXFP4 quantization tests and XPU expectation updates are different test fixes." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:47291", + "right": "pull_request:47384", "accept": false, - "reason": "RoPE test improvements vs Granite-SWA model support; no shared bug." + "reason": "Continuous batching deprecation and Gemma 4 heterogeneous config are separate generation/config changes." }, { - "left": "pull_request:47204", - "right": "pull_request:47357", + "left": "pull_request:47216", + "right": "pull_request:47450", "accept": false, - "reason": "Different exporter/CI changes: one is docker dependencies, the other is FSDP CI and save-pretrained/offload work." + "reason": "Compressed-tensors fp8 and linear-attention dispatch simplification are unrelated changes." }, { - "left": "pull_request:46196", - "right": "pull_request:47202", + "left": "pull_request:47301", + "right": "pull_request:47360", "accept": false, - "reason": "SDPA attention dispatch work vs docker workflow cleanup; unrelated." + "reason": "MTP docs and the OTEL CI workflow pilot are unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47449", + "left": "pull_request:47360", + "right": "pull_request:47450", "accept": false, - "reason": "Quantization test adjustments vs Qwen3 Omni MoE model bugfix; different failures." + "reason": "OTEL CI workflow changes and linear-attention dispatch are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47202", + "left": "pull_request:47360", + "right": "pull_request:47447", "accept": false, - "reason": "Add Unlimited OCR model vs remove old docker image builder; no overlap beyond broad repo scope." + "reason": "OTEL CI workflow changes and speculative decoding cache rollback are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:47384", + "right": "pull_request:47447", "accept": false, - "reason": "OpenVINO exporter implementation vs docker image dependency updates; not a duplicate." + "reason": "Gemma 4 heterogeneous config and speculative-decoding cache rollback solve different problems." }, { - "left": "pull_request:46196", - "right": "pull_request:47210", + "left": "pull_request:44775", + "right": "pull_request:47275", "accept": false, - "reason": "Both touch attention internals, but one is SDPA dispatch for several models and the other is packed varlen attention routing; different concrete changes." + "reason": "Japanese N-D parallelism docs and EfficientViT-SAM model support are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47275", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "OpenPangu-V2 model addition vs EfficientViT-SAM model addition; different model integrations." + "reason": "Both are quantization-adjacent, but they target different mechanisms and code paths." }, { - "left": "pull_request:45157", - "right": "pull_request:47093", + "left": "pull_request:46381", + "right": "pull_request:47457", "accept": false, - "reason": "Prism GGUF support vs OpenPangu-V2 model addition; unrelated." + "reason": "Tokenizer version compatibility and Inkling test/autofix changes are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:46912", + "right": "pull_request:47284", "accept": false, - "reason": "MLU flash-linear-attention availability vs XPU paged-attention tests; unrelated." + "reason": "RoPE test improvements and MIMO V2 Flash fixes are different changes." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test improvements and Granite-SWA model support are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", "accept": false, - "reason": "Paged-attention XPU tests vs XPU expectation fixes in vision models; different test areas." + "reason": "SDPA dispatch support and docker image builder removal are separate subsystems with no shared bug." } ] }, @@ -24443,15 +24721,15 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 2, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-96", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -24461,6 +24739,7 @@ "pull_request:46266", "pull_request:46395", "pull_request:46509", + "pull_request:46556", "pull_request:46604", "pull_request:46658", "pull_request:46836", @@ -24478,6 +24757,7 @@ "pull_request:47166", "pull_request:47175", "pull_request:47179", + "pull_request:47202", "pull_request:47204", "pull_request:47210", "pull_request:47216", @@ -24489,23 +24769,27 @@ "pull_request:47301", "pull_request:47304", "pull_request:47320", - "pull_request:47322", "pull_request:47336", "pull_request:47357", - "pull_request:47367", "pull_request:47384", - "pull_request:47420", "pull_request:47422", - "pull_request:47446", "pull_request:47447", "pull_request:47449", "pull_request:47450", - "pull_request:47452" + "pull_request:47451", + "pull_request:47452", + "pull_request:47461" ], "soft_pairs": [ - "pull_request:47108|pull_request:47420", + "pull_request:47204|pull_request:47357", + "pull_request:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", + "pull_request:47166|pull_request:47449", + "pull_request:46836|pull_request:47202", + "pull_request:47093|pull_request:47275", + "pull_request:45157|pull_request:47093", + "pull_request:46995|pull_request:47163", "pull_request:45157|pull_request:46395", - "pull_request:47446|pull_request:47449", "pull_request:46836|pull_request:47275", "pull_request:47204|pull_request:47295", "pull_request:46912|pull_request:47082", @@ -24513,375 +24797,401 @@ "pull_request:44775|pull_request:47301", "pull_request:47301|pull_request:47447", "pull_request:46196|pull_request:46995", - "pull_request:47301|pull_request:47384", "pull_request:47447|pull_request:47450", - "pull_request:47216|pull_request:47384", + "pull_request:47301|pull_request:47384", "pull_request:47243|pull_request:47304", - "pull_request:47292|pull_request:47446", - "pull_request:47322|pull_request:47446", "pull_request:47077|pull_request:47301", "pull_request:47243|pull_request:47447", - "pull_request:47216|pull_request:47450", "pull_request:46604|pull_request:47357", + "pull_request:47163|pull_request:47451", "pull_request:44775|pull_request:47077", + "pull_request:47082|pull_request:47216", "pull_request:47166|pull_request:47292", - "pull_request:47166|pull_request:47446", "pull_request:47294|pull_request:47320", - "pull_request:47367|pull_request:47420", "pull_request:47113|pull_request:47422", "pull_request:47163|pull_request:47357", - "pull_request:46509|pull_request:46995", "pull_request:47093|pull_request:47143", + "pull_request:46509|pull_request:46995", + "pull_request:46196|pull_request:47179", "pull_request:46995|pull_request:47143", "pull_request:46266|pull_request:47301", - "pull_request:46196|pull_request:47179", "pull_request:44775|pull_request:47304", "pull_request:47093|pull_request:47163", - "pull_request:46509|pull_request:47357", "pull_request:47082|pull_request:47210", + "pull_request:46509|pull_request:47357", "pull_request:47179|pull_request:47210", "pull_request:46604|pull_request:47003", "pull_request:47082|pull_request:47108", "pull_request:47108|pull_request:47301", - "pull_request:46266|pull_request:47216", "pull_request:43451|pull_request:47357", "pull_request:47078|pull_request:47275", + "pull_request:46266|pull_request:47216", "pull_request:47082|pull_request:47275", "pull_request:46266|pull_request:47336", "pull_request:46995|pull_request:47301", "pull_request:47175|pull_request:47179", "pull_request:44775|pull_request:46836", - "pull_request:47163|pull_request:47179", "pull_request:46604|pull_request:46658", + "pull_request:47163|pull_request:47179", "pull_request:47320|pull_request:47452", - "pull_request:47082|pull_request:47216", "pull_request:44517|pull_request:45157", "pull_request:46266|pull_request:47452", + "pull_request:47210|pull_request:47304", "pull_request:47275|pull_request:47336", - "pull_request:47210|pull_request:47304" + "pull_request:46556|pull_request:46836", + "pull_request:47301|pull_request:47450", + "pull_request:46196|pull_request:47461", + "pull_request:47204|pull_request:47422", + "pull_request:47113|pull_request:47452", + "pull_request:47336|pull_request:47357", + "pull_request:46196|pull_request:47450" ], - "prepared_review_unit_hash": "0882169fc6e09d9c2cf6b2387940489b19d80073ff40932878a8c8a60e54b317", + "prepared_review_unit_hash": "14909caa413c82ca06059a636617576d50e950a12013bf1fcd0fe091566d8f9a", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 230, - "serialized_chars": 287236, - "estimated_input_tokens": 71809, - "estimated_eval_tokens": 143874 + "node_count": 96, + "item_count": 96, + "soft_pair_count": 272, + "serialized_chars": 334252, + "estimated_input_tokens": 83563, + "estimated_eval_tokens": 167382 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 56, - "serialized_chars": 134864, - "estimated_input_tokens": 33716, - "estimated_eval_tokens": 67688 + "soft_pair_count": 64, + "serialized_chars": 140805, + "estimated_input_tokens": 35202, + "estimated_eval_tokens": 70660 }, "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 additions, docs edits, tests, or CI/infrastructure fixes that only share broad keywords. I would reject all soft edges as false positives.", - "confidence": 0.12, + "summary": "This cluster is a loose mix of unrelated PRs: new model integrations, documentation updates, backend/runtime support, CI/test fixes, and a few isolated bugfixes. The soft edges are mostly driven by shared subsystems or filenames, not by the same underlying change, so none should be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out; the cluster spans unrelated features and maintenance changes, so selecting any one PR would be misleading.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative because the cluster is mostly superficial similarity across different subsystems and change types.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:47108", - "right": "pull_request:47420", + "left": "pull_request:47204", + "right": "pull_request:47357", "accept": false, - "reason": "Docs/workflow comment tweak vs tokenizer special-token logic; unrelated changes." + "reason": "Both touch CI/runtime packaging, but one adds exporter test deps to torch-light while the other adds FSDP CI and save support; different problems and merge scopes." }, { - "left": "pull_request:45157", - "right": "pull_request:46395", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "Different model support additions (PrismML Bonsai vs Param2MoE), not the same code path." + "reason": "Both modify sdpa attention code, but one is broad audio-model SDPA dispatch support and the other is a specific packed-row varlen_attn routing change." }, { - "left": "pull_request:47446", + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter support and torch-light exporter test dependencies are separate features with different code paths and goals." + }, + { + "left": "pull_request:47166", "right": "pull_request:47449", "accept": false, - "reason": "Comment typo cleanup vs qwen3_omni_moe test/model fix; no shared bug or feature." + "reason": "Quantization test adjustments and Qwen3 Omni-MoE test fixes are unrelated model/backend issues." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "A new OCR model integration is unrelated to removing a CI docker image builder." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "Both add models, but they are different architectures with distinct configs, processors, and model code." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47093", + "accept": false, + "reason": "PrismML Bonsai support and OpenPangu-V2 support are unrelated model integrations." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Backend availability for flash-linear-attention on MLU and XPU paged-attention test coverage are different changes." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46395", + "accept": false, + "reason": "Different model additions: PrismML Bonsai support versus Param2MoE architecture support." }, { "left": "pull_request:46836", "right": "pull_request:47275", "accept": false, - "reason": "Two different model onboardings (Unlimited OCR vs EfficientVit-SAM); only broad similarity." + "reason": "Unlimited OCR and EfficientViT-SAM are unrelated model additions." }, { "left": "pull_request:47204", "right": "pull_request:47295", "accept": false, - "reason": "Docker/export test dependency update vs DiffusionGemma mask fix; unrelated subsystems." + "reason": "Exporter test dependency changes do not overlap with DiffusionGemma mask-casting bugfixes." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test coverage vs a new RoMa model; not the same underlying change." + "reason": "RoPE test coverage and RoMa keypoint matcher are unrelated; shared 'model support' only at a very broad level." }, { "left": "pull_request:47163", "right": "pull_request:47384", "accept": false, - "reason": "Paged-attention XPU tests vs Gemma 4 heterogeneous config; different problems." + "reason": "XPU paged-attention tests and Gemma 4 heterogeneous config changes are unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47301", "accept": false, - "reason": "Two docs PRs, but one is parallelism navigation and the other is assisted decoding/MTP; not the same change." + "reason": "Both are docs-only, but one is parallelism docs and the other is assisted decoding/MTP docs; different topics." }, { "left": "pull_request:47301", "right": "pull_request:47447", "accept": false, - "reason": "Docs for MTP support vs cache rollback logic for speculative decoding; different code paths." + "reason": "Assisted-decoding docs for MTP and cache rollback for speculative decoding are related to generation, but they fix different mechanisms." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "SDPA dispatch support in model code vs backend availability check for flash linear attention; not mergeable as one fix." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47384", - "accept": false, - "reason": "Documentation for MTP vs a heterogeneous Gemma 4 config change; unrelated." + "reason": "Both concern attention/backends, but one is SDPA dispatch for audio models and the other is flash-linear-attention availability on MLU." }, { "left": "pull_request:47447", "right": "pull_request:47450", "accept": false, - "reason": "Sliding-window cache rollback vs hub-kernel dispatch simplification; different modules and goals." + "reason": "Speculative-decoding cache rollback and linear-attention dispatch simplification are different code paths and problems." }, { - "left": "pull_request:47216", + "left": "pull_request:47301", "right": "pull_request:47384", "accept": false, - "reason": "Compressed-tensors fp8 support vs Gemma 4 heterogeneous attention config; unrelated." + "reason": "MTP generation docs and Gemma 4 heterogeneous-attention config changes are unrelated." }, { "left": "pull_request:47243", "right": "pull_request:47304", "accept": false, - "reason": "Executorch exporter fixes vs MPS graph-cache docs; code change vs documentation." + "reason": "Executorch exporter fixes and an Apple Silicon docs cleanup are unrelated." }, { - "left": "pull_request:47292", - "right": "pull_request:47446", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "XPU test expectation updates vs comment typo fixes; no shared underlying bug." + "reason": "Japanese DistilBERT docs translation and MTP docs are unrelated documentation changes." }, { - "left": "pull_request:47322", - "right": "pull_request:47446", + "left": "pull_request:47243", + "right": "pull_request:47447", "accept": false, - "reason": "Quark quantization config API change vs comment typo cleanup; unrelated." + "reason": "Exporter fixes and speculative-decoding cache rollback are separate runtime features." }, { - "left": "pull_request:47357", - "right": "pull_request:47420", + "left": "pull_request:46604", + "right": "pull_request:47357", "accept": false, - "reason": "FSDP CI/save-pretrained work vs tokenizer special-token builder cleanup; different areas." + "reason": "Mistral tekken tokenizer utilities and FSDP CI/save changes are unrelated." }, { - "left": "pull_request:47367", - "right": "pull_request:47420", + "left": "pull_request:47163", + "right": "pull_request:47451", "accept": false, - "reason": "Pipeline device-placement clarification vs tokenizer special-token return removal; unrelated." + "reason": "XPU paged-attention tests and flash-attention value padding interfaces solve different issues." }, { - "left": "pull_request:47384", - "right": "pull_request:47210", - "accept": false, - "reason": "Gemma 4 heterogeneous config work vs packed SDPA varlen attention routing; different code paths." - }, - { - "left": "pull_request:47420", - "right": "pull_request:47422", - "accept": false, - "reason": "Tokenizer helper cleanup vs torch/torchaudio pinning and RNN-T CI fix; unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47422", + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "Audio feature/proc requirement fixes vs Docker torch pinning and rnnt break; not the same bug." + "reason": "Both are documentation PRs, but they target different language/topic areas and are not the same change." }, { - "left": "pull_request:47143", - "right": "pull_request:47420", + "left": "pull_request:47082", + "right": "pull_request:47216", "accept": false, - "reason": "NeuCodec model support vs tokenizer special-token cleanup; unrelated." + "reason": "RoMa keypoint matcher and compressed-tensors fp8 support are unrelated model/runtime features." }, { "left": "pull_request:47166", - "right": "pull_request:47175", + "right": "pull_request:47292", "accept": false, - "reason": "Quantization test extensions vs Olmo3 CI expectation updates; both tests but different models and issues." + "reason": "Quantization test tweaks and XPU test fixes for tipsv2_dpt are unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:47294", + "right": "pull_request:47320", "accept": false, - "reason": "Olmo3 CI adjustments vs Granite model support; unrelated." + "reason": "Kernel native causal_conv1d functions and response_schema deprecation touch different APIs and concerns." }, { - "left": "pull_request:47204", - "right": "pull_request:47295", + "left": "pull_request:47113", + "right": "pull_request:47422", "accept": false, - "reason": "Exporter test-image dependency changes vs DiffusionGemma mask casting fix; no shared code path." + "reason": "Audio feature/process requirements fixes and torchaudio pinning/RNNT cleanup are related to audio tooling but not the same bug/change." }, { - "left": "pull_request:47210", - "right": "pull_request:47384", + "left": "pull_request:47163", + "right": "pull_request:47357", "accept": false, - "reason": "Attention packing optimization vs Gemma 4 config heterogeneity; unrelated." + "reason": "Paged-attention XPU tests and FSDP CI/save support are unrelated test infra changes." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Compressed-tensors quantization support vs fully-offloaded model saving; different features." + "reason": "Two separate model integrations: OpenPangu-V2 and NeuCodec." }, { - "left": "pull_request:43451", - "right": "pull_request:47357", + "left": "pull_request:46509", + "right": "pull_request:46995", "accept": false, - "reason": "Molmo2 model addition vs FSDP CI/save support; unrelated changes." + "reason": "Nemotron Omni support and flash-linear-attention backend availability are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47275", + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "Japanese wording polish vs EfficientVit-SAM model support; different topics." + "reason": "Audio SDPA dispatch support and Granite model support are unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "Flash-linear-attention availability on MLU vs NeuCodec model addition; unrelated." + "reason": "MLU flash-linear-attention availability and NeuCodec support are unrelated backend/model additions." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "DINO modernization work vs MTP docs; no common underlying change." + "reason": "DINOv2 modernization/conversion mapping and MTP docs are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47336", + "left": "pull_request:44775", + "right": "pull_request:47304", "accept": false, - "reason": "SDPA dispatch support vs fully-offloaded model saving; unrelated code paths." + "reason": "Parallelism docs and MPS graph cache docs are different documentation topics." }, { - "left": "pull_request:44775", - "right": "pull_request:47304", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Parallelism docs/navigation vs MPS graph-cache docs; different documentation updates." + "reason": "Model addition and XPU paged-attention test coverage are unrelated." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support vs packed SDPA variable-length attention routing; unrelated." + "reason": "RoMa model support and sdpa varlen routing are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47322", + "left": "pull_request:46509", + "right": "pull_request:47357", "accept": false, - "reason": "DINO modernization vs Quark quantization config API changes; unrelated." + "reason": "Nemotron Omni support and FSDP CI/save support are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47301", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "MLU availability check vs MTP documentation; not the same bug or feature." + "reason": "Granite SWA model support and packed-row SDPA routing are unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:46604", + "right": "pull_request:47003", "accept": false, - "reason": "Olmo3 CI tests vs Granite-SWA/GraniteMoE-SWA model support; unrelated." + "reason": "Mistral tekken utilities and OpenVINO exporter support are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU test updates vs Granite-SWA model support; unrelated." + "reason": "XPU attention tests and Granite SWA model support are unrelated." }, { - "left": "pull_request:46604", - "right": "pull_request:47304", + "left": "pull_request:47320", + "right": "pull_request:47452", "accept": false, - "reason": "Mistral tekken tokenizer utilities vs docs for MPS graph cache; different areas." + "reason": "Response-schema deprecation and mamba standardization are unrelated changes." }, { - "left": "pull_request:47082", - "right": "pull_request:47304", + "left": "pull_request:44517", + "right": "pull_request:45157", "accept": false, - "reason": "RoMa keypoint matcher addition vs MPS graph-cache docs; unrelated." + "reason": "Qwen3-TTS support and PrismML Bonsai support are distinct model additions." }, { "left": "pull_request:46266", - "right": "pull_request:47336", + "right": "pull_request:47452", "accept": false, - "reason": "DINO modernization work vs offloaded saving bugfix; different subsystems." + "reason": "DINOv2/DINOv3 conversion modernization and mamba code cleanup are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47275", + "left": "pull_request:47210", + "right": "pull_request:47304", "accept": false, - "reason": "Japanese docs wording cleanup vs EfficientVit-SAM model onboarding; unrelated." + "reason": "Packed SDPA routing and MPS graph cache docs are unrelated." }, { - "left": "pull_request:47292", - "right": "pull_request:47446", + "left": "pull_request:47275", + "right": "pull_request:47336", "accept": false, - "reason": "XPU test updates vs typo/comment cleanup; no shared bug." + "reason": "EfficientViT-SAM model addition and fully offloaded model saving bugfix are unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47420", + "left": "pull_request:46556", + "right": "pull_request:46836", "accept": false, - "reason": "Japanese DistilBERT docs vs tokenizer special-token builder cleanup; unrelated." + "reason": "Processor/image utility updates and Unlimited OCR model support are not the same change." }, { - "left": "pull_request:47082", + "left": "pull_request:47301", "right": "pull_request:47450", "accept": false, - "reason": "RoMa model support vs linear-attention dispatch simplification; different code paths." + "reason": "MTP docs and linear-attention dispatch simplification are unrelated generation/backend changes." }, { - "left": "pull_request:47113", + "left": "pull_request:46196", + "right": "pull_request:47461", + "accept": false, + "reason": "SDPA dispatch support and stale phonemizer language fixes are unrelated." + }, + { + "left": "pull_request:47204", "right": "pull_request:47422", "accept": false, - "reason": "Audio requirement fixes vs container torch/torchaudio pinning and RNN-T CI; only broad audio/CI overlap." + "reason": "Exporter test image/dependency setup and torchaudio pinning/RNNT cleanup are different CI fixes." }, { - "left": "pull_request:47093", - "right": "pull_request:47143", + "left": "pull_request:47113", + "right": "pull_request:47452", "accept": false, - "reason": "OpenPangu-V2 model support vs NeuCodec model support; different model integrations." + "reason": "Audio feature requirement fixes and mamba/causal-conv standardization are unrelated." }, { - "left": "pull_request:47275", - "right": "pull_request:47336", + "left": "pull_request:47336", + "right": "pull_request:47357", "accept": false, - "reason": "EfficientVit-SAM model addition vs fully-offloaded saving fix; unrelated." + "reason": "Model saving offload bugfix and FSDP CI/save work overlap only on 'saving'; they target different failure modes." }, { - "left": "pull_request:47210", - "right": "pull_request:47304", + "left": "pull_request:46196", + "right": "pull_request:47450", "accept": false, - "reason": "Packed SDPA varlen attention vs MPS graph-cache docs; unrelated." + "reason": "SDPA dispatch support and linear-attention function dispatch simplification are different attention subsystems." } ] }, @@ -24895,35 +25205,35 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 3, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-96", "nodes": [ "pull_request:41855", - "pull_request:42668", "pull_request:43424", "pull_request:43451", "pull_request:43823", "pull_request:44517", "pull_request:45157", - "pull_request:45655", + "pull_request:45273", "pull_request:46196", "pull_request:46381", + "pull_request:46556", "pull_request:46604", "pull_request:46658", - "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:47077", "pull_request:47078", "pull_request:47096", "pull_request:47105", + "pull_request:47108", "pull_request:47113", "pull_request:47143", "pull_request:47163", @@ -24944,412 +25254,421 @@ "pull_request:47320", "pull_request:47322", "pull_request:47336", - "pull_request:47357", "pull_request:47360", "pull_request:47367", - "pull_request:47420", "pull_request:47422", "pull_request:47438", "pull_request:47447", - "pull_request:47450", - "pull_request:47452" + "pull_request:47451", + "pull_request:47452", + "pull_request:47457", + "pull_request:47461" ], "soft_pairs": [ - "pull_request:46957|pull_request:47216", - "pull_request:47301|pull_request:47450", - 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"pull_request:46895|pull_request:47306", - "pull_request:46196|pull_request:47301", - "pull_request:47243|pull_request:47301", + "pull_request:47216|pull_request:47243", + "pull_request:47077|pull_request:47461", + "pull_request:45273|pull_request:47451", + "pull_request:47216|pull_request:47294", "pull_request:47078|pull_request:47452", "pull_request:47175|pull_request:47447", "pull_request:46912|pull_request:47438", "pull_request:47105|pull_request:47298", - "pull_request:47294|pull_request:47447", "pull_request:47078|pull_request:47322", + "pull_request:47322|pull_request:47461", "pull_request:45157|pull_request:46658", "pull_request:44517|pull_request:47301", "pull_request:47294|pull_request:47438", "pull_request:47113|pull_request:47304", - "pull_request:47438|pull_request:47447", "pull_request:46912|pull_request:47291", + "pull_request:47438|pull_request:47447", "pull_request:43451|pull_request:44517", + "pull_request:45273|pull_request:46196", + "pull_request:46556|pull_request:47301", "pull_request:44517|pull_request:47143", "pull_request:44517|pull_request:47163", "pull_request:47210|pull_request:47291", "pull_request:46604|pull_request:47163", - "pull_request:46957|pull_request:47360", - "pull_request:46895|pull_request:47298", "pull_request:47113|pull_request:47175", + "pull_request:43451|pull_request:47451", + "pull_request:43451|pull_request:46556", + "pull_request:46556|pull_request:47096", + "pull_request:46957|pull_request:47360", + "pull_request:45273|pull_request:46556", "pull_request:46381|pull_request:47322", "pull_request:46957|pull_request:47301", "pull_request:43451|pull_request:46604", "pull_request:47298|pull_request:47447", "pull_request:47113|pull_request:47275", "pull_request:47077|pull_request:47367", + "pull_request:45273|pull_request:47447", + "pull_request:45273|pull_request:47294", "pull_request:47294|pull_request:47306", - "pull_request:46658|pull_request:46895", "pull_request:47210|pull_request:47367", "pull_request:47275|pull_request:47367", "pull_request:46957|pull_request:47336", "pull_request:43451|pull_request:46381", "pull_request:46381|pull_request:47096", + "pull_request:47166|pull_request:47457", + "pull_request:45273|pull_request:47243", "pull_request:41855|pull_request:43424", - "pull_request:41855|pull_request:43823", - "pull_request:42668|pull_request:43823", - "pull_request:43424|pull_request:47301", - "pull_request:43823|pull_request:45655" + "pull_request:41855|pull_request:43823" ], - "prepared_review_unit_hash": "89bbe0fe8cb260c3fff14ba8b202e97f596d0a98402f56cafcd4aacaac9f72f1", + "prepared_review_unit_hash": "c6104929d516986cd551d4bdd47f1ea78e4cb38322daa891de4c6418bead090e", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 230, - "serialized_chars": 287236, - "estimated_input_tokens": 71809, - "estimated_eval_tokens": 143874 + "node_count": 96, + "item_count": 96, + "soft_pair_count": 272, + "serialized_chars": 334252, + "estimated_input_tokens": 83563, + "estimated_eval_tokens": 167382 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 60, - "serialized_chars": 132734, - "estimated_input_tokens": 33184, - "estimated_eval_tokens": 66624 + "soft_pair_count": 63, + "serialized_chars": 134477, + "estimated_input_tokens": 33620, + "estimated_eval_tokens": 67496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated PRs spanning docs, model additions, CI, quantization, exporters, audio, and generation. The soft links are mostly driven by shared filenames or broad subsystem similarity, not the same concrete bug/change, so none should be deduplicated together.", - "confidence": 0.96, + "summary": "This is not a duplicate cluster: the PRs span unrelated model additions, docs translations, CI/test tweaks, export/quantization work, and separate low-level runtime fixes. None of the soft edges look like the same underlying bug or change, so all are rejected.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is canonical here: the set covers many unrelated changes across different subsystems, so there is no common underlying change to anchor a duplicate cluster.", + "canonical_pr_reason": "No single canonical PR: the bucket mixes unrelated model adds, docs-only edits, CI updates, exporter/runtime fixes, and test-only changes, so any representative would be arbitrary.", "best_issue_reason": null, - "best_pr_reason": "No global best PR fits well; any choice would overfit to superficial similarity rather than a shared bug or mergeable change.", + "best_pr_reason": "No global best PR for deduping; the more substantive PRs still target distinct code paths and cannot plausibly be merged into one change.", "soft_edge_verdicts": [ { - "left": "pull_request:46957", - "right": "pull_request:47216", - "accept": false, - "reason": "Both touch quantization-related config code, but they fix different backends and different behaviors (finegrained FP8 scheduling vs compressed-tensors support)." - }, - { - "left": "pull_request:47301", - "right": "pull_request:47450", - "accept": false, - "reason": "One adds assisted decoding docs for MTP; the other simplifies linear-attention dispatch. Same generation area, but not the same change or bug." - }, - { - "left": "pull_request:47216", - "right": "pull_request:47336", - "accept": false, - "reason": "Shared file path only; one is compressed-tensors FP8 support and the other fixes offloaded model saving semantics." - }, - { - "left": "pull_request:47204", + "left": "pull_request:47360", "right": "pull_request:47422", "accept": false, - "reason": "Both affect CI/docker, but one installs export test dependencies and the other fixes torch/torchaudio pinning plus an RNN loss break. Different problems." + "reason": "CI/OTEL workflow change vs Docker pinning for exporter tests; different subsystems and different bugs." }, { - "left": "pull_request:47306", - "right": "pull_request:47420", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "Neuron training experiments and a tokenizer special-token return cleanup are unrelated changes." + "reason": "RoPE test coverage vs Japanese documentation wording; unrelated changes." }, { - "left": "pull_request:47113", - "right": "pull_request:47452", + "left": "pull_request:47108", + "right": "pull_request:47204", "accept": false, - "reason": "Audio feature/proc requirements fixes are unrelated to the LFM2 Mamba-style model refactor." + "reason": "Doc-builder comment tweak vs adding executorch/onnx to torch-light; not the same fix." }, { "left": "pull_request:47336", - "right": "pull_request:47357", + "right": "pull_request:47447", "accept": false, - "reason": "One fixes fully offloaded saving; the other adds FSDP CI and end-to-end distributed tests. Different code paths and goals." + "reason": "Fully offloaded save bug vs sliding-window rollback for speculative decoding; separate cache/save paths." }, { - "left": "pull_request:46196", - "right": "pull_request:47450", + "left": "pull_request:47179", + "right": "pull_request:47301", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch support and linear-attention function dispatch are both attention-related, but they target different mechanisms and models." + "reason": "Granite model support vs assisted-decoding docs for MTP; unrelated feature areas." }, { - "left": "pull_request:47360", - "right": "pull_request:47422", + "left": "pull_request:47175", + "right": "pull_request:47461", "accept": false, - "reason": "OTEL CI workflow changes are unrelated to torch/torchaudio pinning and RNNT loss fixes." + "reason": "Olmo3 CI expectation updates vs Wav2Vec2 phonemizer state bug; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47078", + "left": "pull_request:47322", + "right": "pull_request:47451", "accept": false, - "reason": "RoPE tests and Japanese docs wording are entirely different changes." + "reason": "Quark config-class compatibility fix vs attention value padding; different code paths." }, { - "left": "pull_request:47322", - "right": "pull_request:47420", + "left": "pull_request:47291", + "right": "pull_request:47451", "accept": false, - "reason": "AMD Quark config class changes and a tokenizer return cleanup are unrelated." + "reason": "Generation config deprecation vs attention interface padding; not the same issue." }, { - "left": "pull_request:47179", - "right": "pull_request:47301", + "left": "pull_request:47216", + "right": "pull_request:47336", "accept": false, - "reason": "Granite SWA model support and MTP docs are separate features with no shared bug or code path." + "reason": "Compressed-tensors quantization support vs offloaded model saving; different functionality." }, { "left": "pull_request:47166", "right": "pull_request:47422", "accept": false, - "reason": "Quantization test expansion and torch/torchaudio pinning/RNNT fixes are not the same underlying issue." + "reason": "Quantization test extensions vs Docker pinning for exporter CI; unrelated." }, { "left": "pull_request:47298", "right": "pull_request:47438", "accept": false, - "reason": "Image loading fallback for MI450 and recurrent-mask shape/bool changes solve different runtime issues." + "reason": "MI450 model failures / image decoder fallback vs mask-materialization reduction; distinct runtime problems." }, { - "left": "pull_request:47143", - "right": "pull_request:47320", + "left": "pull_request:47275", + "right": "pull_request:47422", "accept": false, - "reason": "NeuCodec model support and response-schema deprecation are unrelated feature changes." + "reason": "EfficientViT-SAM model addition vs CI image pinning; no shared underlying bug." }, { - "left": "pull_request:47298", - "right": "pull_request:47420", + "left": "pull_request:47143", + "right": "pull_request:47320", "accept": false, - "reason": "Image decoding fallback fixes and tokenizer special-token cleanup do not share a concrete bug." + "reason": "NeuCodec model support vs response_schema deprecation; unrelated API/model work." }, { "left": "pull_request:46912", "right": "pull_request:47294", "accept": false, - "reason": "RoPE tests and kernel-native causal_conv1d dispatch are unrelated." + "reason": "RoPE tests vs kernel-native causal_conv1d functions; different code paths and purposes." }, { "left": "pull_request:47175", "right": "pull_request:47294", "accept": false, - "reason": "Olmo3 CI expectation updates and kernel dispatch utilities are not the same change." + "reason": "Olmo3 CI updates vs causal_conv1d kernels; unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47438", "accept": false, - "reason": "Olmo3 CI tweaks and recurrent-mask materialization changes are unrelated." + "reason": "Olmo3 CI updates vs less-materialized masks; different bugs and scopes." }, { - "left": "pull_request:46895", - "right": "pull_request:47306", + "left": "pull_request:47216", + "right": "pull_request:47243", "accept": false, - "reason": "CohereASR double-shift loss fix and Neuron experiments are different code paths and problems." + "reason": "Compressed-tensors fp8 vs Executorch exporter fixes; both exporter-related, but separate concrete problems." }, { - "left": "pull_request:46196", - "right": "pull_request:47301", + "left": "pull_request:47077", + "right": "pull_request:47461", "accept": false, - "reason": "SDPA dispatch support and MTP docs are unrelated even though both mention generation/attention." + "reason": "Japanese docs translation vs tokenizer language-state bug; unrelated." }, { - "left": "pull_request:47243", - "right": "pull_request:47301", + "left": "pull_request:45273", + "right": "pull_request:47451", + "accept": false, + "reason": "Liger eval OOM fix vs attention padding logic; not the same change." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47294", "accept": false, - "reason": "Executorch exporter fixes and MTP docs are different concerns." + "reason": "Quantization format support vs causal_conv1d kernel utilities; unrelated." }, { "left": "pull_request:47078", "right": "pull_request:47452", "accept": false, - "reason": "Japanese docs wording updates are unrelated to the LFM2 model refactor." + "reason": "Japanese wording/docs cleanup vs model implementation alignment work; unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47447", "accept": false, - "reason": "Olmo3 CI expectations and speculative-decoding cache rollback are unrelated." + "reason": "Olmo3 CI expectations vs speculative-decoding cache rollback; different concerns." }, { "left": "pull_request:46912", "right": "pull_request:47438", "accept": false, - "reason": "RoPE coverage updates and mask materialization changes do not fix the same bug." + "reason": "RoPE test coverage vs recurrent-mask materialization reduction; both low-level, but not the same bug." }, { "left": "pull_request:47105", "right": "pull_request:47298", "accept": false, - "reason": "VITS test re-enablement and MI450 image decoding fixes are unrelated." + "reason": "Re-enable VITS test vs MI450 failures; test coverage change vs runtime bugfix." }, { - "left": "pull_request:47294", - "right": "pull_request:47447", + "left": "pull_request:47078", + "right": "pull_request:47322", "accept": false, - "reason": "Kernel dispatch simplification and speculative-decoding cache rollback are different subsystems and behaviors." + "reason": "Japanese docs wording vs Quark config changes; unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47322", + "left": "pull_request:47322", + "right": "pull_request:47461", "accept": false, - "reason": "Japanese docs wording and AMD Quark config changes are unrelated." + "reason": "Quark version/config changes vs stale phonemizer language handling; unrelated." }, { "left": "pull_request:45157", "right": "pull_request:46658", "accept": false, - "reason": "PrismML Bonsai support and Step-3.7-Flash support are different model additions with no shared bug." + "reason": "PrismML support vs Step-3.7 mini-model tooling; different model families and goals." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support and MTP docs are separate features." + "reason": "Qwen3 TTS model support vs MTP documentation; unrelated." }, { "left": "pull_request:47294", "right": "pull_request:47438", "accept": false, - "reason": "Kernel dispatch work and recurrent-mask changes are not the same underlying issue." + "reason": "Causal-conv kernel plumbing vs mask materialization optimization; separate infrastructure changes." }, { "left": "pull_request:47113", "right": "pull_request:47304", "accept": false, - "reason": "Audio requirements fixes and a docs-only MPS graph-cache edit are unrelated." + "reason": "Audio feature/processor requirement fixes vs docs-only MPS graph cache cleanup; unrelated." }, { - "left": "pull_request:47438", - "right": "pull_request:47447", + "left": "pull_request:46912", + "right": "pull_request:47291", "accept": false, - "reason": "Less-materialized masks and cache rollback for speculative decoding are different generation optimizations." + "reason": "RoPE tests vs generation-config deprecation; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47291", + "left": "pull_request:47438", + "right": "pull_request:47447", "accept": false, - "reason": "RoPE testing coverage and deprecating continuous batching config are unrelated." + "reason": "Less-materialized masks vs sliding-window rollback for speculative decoding; both generation internals, but different concrete mechanisms." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are separate model additions, not duplicates." + "reason": "Molmo2 model addition vs Qwen3 TTS model addition; different model families." + }, + { + "left": "pull_request:45273", + "right": "pull_request:46196", + "accept": false, + "reason": "Liger eval OOM fix vs SDPA dispatch support; separate runtime optimizations." + }, + { + "left": "pull_request:46556", + "right": "pull_request:47301", + "accept": false, + "reason": "Processor updates across models vs MTP docs; unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Qwen3-TTS and NeuCodec support are different model integrations." + "reason": "Qwen3 TTS vs NeuCodec; distinct model integrations." }, { "left": "pull_request:44517", "right": "pull_request:47163", "accept": false, - "reason": "Qwen3-TTS model support and XPU paged-attention tests are unrelated." + "reason": "Qwen3 TTS support vs XPU paged-attention tests; unrelated." }, { "left": "pull_request:47210", "right": "pull_request:47291", "accept": false, - "reason": "Packed SDPA varlen attention and continuous batching config deprecation are distinct generation changes." + "reason": "Packed SDPA varlen routing vs generation-config deprecation; unrelated." }, { "left": "pull_request:46604", "right": "pull_request:47163", "accept": false, - "reason": "Mistral tekken tokenizer utilities and XPU paged-attention tests are unrelated." + "reason": "Mistral tekken tokenizer utilities vs XPU paged-attention tests; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47360", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Finegrained FP8 decoding kernels and OTEL CI workflow changes do not address the same bug." + "reason": "Audio backend requirement fixes vs Olmo3 CI expectations; unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47298", + "left": "pull_request:43451", + "right": "pull_request:47451", "accept": false, - "reason": "CohereASR training-loss fix and MI450 image loading fallback are unrelated." + "reason": "Molmo2 model support vs flash-attention value padding; different code paths." }, { - "left": "pull_request:47113", - "right": "pull_request:47175", + "left": "pull_request:43451", + "right": "pull_request:46556", "accept": false, - "reason": "Audio backend requirements and Olmo3 CI expectation updates are different concerns." + "reason": "Molmo2 model support vs processors update sweep; unrelated." }, { - "left": "pull_request:46381", - "right": "pull_request:47322", + "left": "pull_request:46556", + "right": "pull_request:47096", "accept": false, - "reason": "Tokenizers 0.23.1 compatibility and AMD Quark config changes are unrelated dependency updates." + "reason": "Processor sweep vs Kimi exportability work; different areas." }, { "left": "pull_request:46957", - "right": "pull_request:47301", + "right": "pull_request:47360", "accept": false, - "reason": "Finegrained FP8 kernel changes and MTP docs have no shared code path or bug." + "reason": "Finegrained FP8 kernel/generation changes vs CI OTEL workflow; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46381", + "left": "pull_request:45273", + "right": "pull_request:47447", "accept": false, - "reason": "Molmo2 model support and tokenizers version compatibility are unrelated." + "reason": "Liger eval OOM fix vs cache rollback for speculative decoding; separate generation behaviors." }, { - "left": "pull_request:46381", - "right": "pull_request:47096", + "left": "pull_request:45273", + "right": "pull_request:47294", "accept": false, - "reason": "Tokenizers compatibility fixes and exportable Kimi support are different changes." + "reason": "Liger eval OOM fix vs causal_conv1d kernel support; unrelated." }, { - "left": "pull_request:41855", - "right": "pull_request:43424", + "left": "pull_request:47294", + "right": "pull_request:47306", "accept": false, - "reason": "Missing Mistral tokenizer methods and ExecuTorch dynamic-shape tests are unrelated." + "reason": "Kernel-native causal_conv1d functions vs Neuron experiments script; unrelated." }, { - "left": "pull_request:41855", - "right": "pull_request:43823", + "left": "pull_request:47210", + "right": "pull_request:47367", "accept": false, - "reason": "Mistral tokenizer methods and MobileLLM model support are different features." + "reason": "Packed SDPA varlen attention vs pipeline device-placement docs/code; different subsystems." }, { - "left": "pull_request:42668", - "right": "pull_request:43823", + "left": "pull_request:47275", + "right": "pull_request:47457", "accept": false, - "reason": "Processor auto-loading robustness and adding MobileLLM support are unrelated." + "reason": "EfficientViT-SAM model support vs Inkling test autofix; unrelated." }, { - "left": "pull_request:43424", - "right": "pull_request:47301", + "left": "pull_request:47166", + "right": "pull_request:47457", "accept": false, - "reason": "ExecuTorch dynamic-shape tests and MTP documentation are unrelated." + "reason": "Quantization test changes vs Inkling test autofix; unrelated test-only work." }, { - "left": "pull_request:43823", - "right": "pull_request:45655", + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method addition vs ExecuTorch dynamic-shape test; unrelated." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", "accept": false, - "reason": "MobileLLM model support and config-resolution order fix are different code paths." + "reason": "Mistral tokenizer fix vs MobileLLM model support; different features and code paths." } ] }, @@ -25363,20 +25682,19 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 4, - "review_unit_count": 4, + "review_unit_count": 5, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-83", + "cluster_id": "cluster-40546-96", "nodes": [ - "pull_request:40546", + "pull_request:42668", "pull_request:43251", "pull_request:43424", - "pull_request:43451", "pull_request:43823", "pull_request:43995", "pull_request:44827", @@ -25387,14 +25705,14 @@ "pull_request:46048", "pull_request:46509", "pull_request:46658", + "pull_request:46687", "pull_request:46836", - "pull_request:46895", "pull_request:46912", - "pull_request:46958", "pull_request:47003", "pull_request:47077", - "pull_request:47090", - "pull_request:47096", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", "pull_request:47143", "pull_request:47163", "pull_request:47166", @@ -25403,21 +25721,30 @@ "pull_request:47210", "pull_request:47216", "pull_request:47243", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", "pull_request:47291", "pull_request:47292", - "pull_request:47294", - "pull_request:47298", "pull_request:47301", "pull_request:47304", - "pull_request:47306", + "pull_request:47310", "pull_request:47322", "pull_request:47336", "pull_request:47367", + "pull_request:47380", "pull_request:47387", + "pull_request:47443", + "pull_request:47444", + "pull_request:47445", "pull_request:47449", - "pull_request:47452" + "pull_request:47461" ], "soft_pairs": [ + "pull_request:42668|pull_request:43823", + "pull_request:43424|pull_request:47301", + "pull_request:43823|pull_request:45655", "pull_request:44827|pull_request:45170", "pull_request:43424|pull_request:44827", "pull_request:43823|pull_request:43995", @@ -25430,14 +25757,37 @@ "pull_request:44827|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:43823|pull_request:45213", - "pull_request:46895|pull_request:47090", - "pull_request:46958|pull_request:47090", - "pull_request:46895|pull_request:46958", + "pull_request:46687|pull_request:47461", + "pull_request:47123|pull_request:47280", + "pull_request:47266|pull_request:47443", + "pull_request:47282|pull_request:47380", + "pull_request:47123|pull_request:47443", + "pull_request:47123|pull_request:47266", + "pull_request:47266|pull_request:47280", + "pull_request:47280|pull_request:47443", + "pull_request:47124|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47443|pull_request:47445", + "pull_request:47280|pull_request:47281", + "pull_request:47443|pull_request:47444", + "pull_request:47310|pull_request:47380", + "pull_request:47280|pull_request:47310", + "pull_request:47380|pull_request:47444", + "pull_request:47122|pull_request:47281", + "pull_request:47266|pull_request:47444", + "pull_request:47122|pull_request:47123", + "pull_request:47444|pull_request:47445", + "pull_request:47266|pull_request:47445", + "pull_request:47280|pull_request:47444", + "pull_request:47123|pull_request:47444", + "pull_request:47281|pull_request:47443", + "pull_request:47122|pull_request:47310", "pull_request:47173|pull_request:47449", "pull_request:47292|pull_request:47449", "pull_request:47173|pull_request:47292", "pull_request:46912|pull_request:47175", "pull_request:47301|pull_request:47304", + "pull_request:47216|pull_request:47301", "pull_request:47077|pull_request:47304", "pull_request:46658|pull_request:46836", "pull_request:47210|pull_request:47301", @@ -25446,413 +25796,667 @@ "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47163", "pull_request:45157|pull_request:46836", - "pull_request:47163|pull_request:47292", "pull_request:46836|pull_request:47387", "pull_request:47291|pull_request:47322", "pull_request:45157|pull_request:46509", "pull_request:47301|pull_request:47336", - "pull_request:46509|pull_request:47387", "pull_request:47304|pull_request:47367", - "pull_request:47216|pull_request:47301", - "pull_request:46912|pull_request:47298", - "pull_request:46509|pull_request:47301", - "pull_request:47175|pull_request:47298", - "pull_request:47163|pull_request:47210", - "pull_request:45157|pull_request:47387", - "pull_request:47294|pull_request:47298", - "pull_request:46658|pull_request:47387", - "pull_request:47143|pull_request:47163", - "pull_request:46658|pull_request:47143", - "pull_request:46658|pull_request:47322", - "pull_request:47143|pull_request:47387", - "pull_request:47143|pull_request:47322", - "pull_request:45157|pull_request:47143", - "pull_request:47301|pull_request:47367", - "pull_request:43451|pull_request:47291", - "pull_request:46912|pull_request:47452", - "pull_request:40546|pull_request:43451", - "pull_request:47306|pull_request:47367", - "pull_request:43451|pull_request:47143", - "pull_request:43451|pull_request:47163", - "pull_request:43451|pull_request:46509", - "pull_request:43451|pull_request:47096", - "pull_request:43451|pull_request:47003", - "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47322", - "pull_request:47096|pull_request:47322", - "pull_request:43451|pull_request:47306", - "pull_request:47096|pull_request:47306", - "pull_request:43451|pull_request:47166", - "pull_request:47003|pull_request:47306", - "pull_request:47096|pull_request:47387", - "pull_request:47003|pull_request:47387", - "pull_request:47096|pull_request:47143", - "pull_request:47096|pull_request:47163" + "pull_request:46509|pull_request:47387" ], - "prepared_review_unit_hash": "394c19c0e55434438d948761964e35d7f733a097fb72d6dfccb3db024ed547b4", + "prepared_review_unit_hash": "37cfdf546ea1d607f9641679f984ce15976ae82cd0822e22b32243f39d96b9a9", "component_budget": { - "node_count": 83, - "item_count": 83, - "soft_pair_count": 230, - "serialized_chars": 287236, - "estimated_input_tokens": 71809, - "estimated_eval_tokens": 143874 + "node_count": 96, + "item_count": 96, + "soft_pair_count": 272, + "serialized_chars": 334252, + "estimated_input_tokens": 83563, + "estimated_eval_tokens": 167382 }, "budget": { - "node_count": 43, - "item_count": 43, - "soft_pair_count": 70, - "serialized_chars": 123175, - "estimated_input_tokens": 30794, - "estimated_eval_tokens": 61844 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 60, + "serialized_chars": 128370, + "estimated_input_tokens": 32093, + "estimated_eval_tokens": 64442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains many false-positive similarity links across unrelated model additions, docs-only updates, exporter changes, and test-only tweaks. The only clear duplicate subcluster is the CohereASR training-loss double-shift fix trio, where all three PRs target the same concrete code path and issue.", - "confidence": 0.93, + "summary": "This cluster is mostly heterogeneous: many pairs are only superficially similar (same subsystem or both test/doc updates), while a few are true duplicates around the same exact bug/fix pattern. The clearest duplicate groups are the Wav2Vec2 phonemizer state fix, the MiniMax-M3-VL OOM/load_error test fixes, the Mamba2 OOM test fixes, and one DeepSeek model-file cleanup pair.", + "confidence": 0.66, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the best canonical PR: it targets the shared issue 46894, fixes the same CohereASR loss path as the earlier attempts, and is the most complete/clearly explained version of that fix.", + "canonical_pr_reason": "PR 46687 is the cleanest duplicate anchor: it is a surgical one-file fix, has an explicit issue target (46614), and matches its twin PR almost exactly.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest representative of the only true duplicate group in this cluster; it is the clearest final fix for the CohereASR loss bug and is more complete than the earlier variants.", + "best_pr_reason": "PR 46687 is the best representative of the duplicate-worthy subset because it is precise, issue-linked, and clearly tied to a single concrete bug in the tokenizer state handling.", "soft_edge_verdicts": [ + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different work: processor auto-loading robustness vs adding a new model implementation." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47301", + "accept": false, + "reason": "Unrelated fixes: ExecuTorch test coverage vs assisted-decoding docs for MTP." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support vs config-resolution bugfix; not the same change." + }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Different changes: Mistral4 test/model fixes vs CLIP-like layernorm renaming across several vision models. Same broad theme, not the same underlying bug." + "reason": "Mistral4 test fixes vs a LayerNorm spelling/renaming cleanup; different bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs Mistral4 test/model fixes. Both are tests, but they address different code paths and issues." + "reason": "Different models and failures; only broad test-fix similarity." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model support vs Falcon output-interface refactor. Unrelated model additions/cleanup, not a duplicate fix." + "reason": "Model addition vs Falcon refactor; no shared bug path." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs passthrough fix vs adding MobileLLM. No shared bug or code path." + "reason": "Cross-entropy kwargs fix vs new model support; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fix and TDT loss kernel support are unrelated changes; only broad infrastructure overlap." + "reason": "Mistral4 test noise vs TDT loss kernel support; not the same concrete issue." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs MobileLLM model addition. Not the same underlying issue." + "reason": "ExecuTorch test coverage vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix vs Mistral4 test changes. Same area of testing/training, but not the same bug." + "reason": "Loss utility kwargs fix vs Mistral4 test updates; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs config-resolution order fix in modeling_utils. Different subsystems and different failure modes." + "reason": "Test/model issue vs config-resolution bugfix; not duplicate content." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill scaffolding. No shared bug or mergeable change." + "reason": "Falcon output-interface refactor vs model-creation skill; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model work vs model-creation skill PR. Unrelated." + "reason": "Mistral4 tests vs repo skill scaffolding; not the same bug/change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 tests. Different models and code paths." + "reason": "Different model families and different objectives; no concrete overlap." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM addition vs model-creation skill scaffolding. Not a duplicate." + "reason": "New model support vs skill/documentation scaffolding; unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47090", + "left": "pull_request:46687", + "right": "pull_request:47461", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug, same files, same issue target 46894." + "reason": "Same tokenizer file and same stale-phonemizer-lang bug; clearly the same fix with a wording/packaging tweak." }, { - "left": "pull_request:46958", - "right": "pull_request:47090", + "left": "pull_request:47123", + "right": "pull_request:47280", "accept": true, - "reason": "Same CohereASR loss bug and same issue target 46894; 47090 is the fuller correction." + "reason": "Both address the same MiniMax-M3-VL load_error/OOM test instability by adding offload-folder handling." }, { - "left": "pull_request:46895", - "right": "pull_request:46958", + "left": "pull_request:47266", + "right": "pull_request:47443", + "accept": false, + "reason": "Different model failures and different fixes; shared style is not enough to merge them." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", "accept": true, - "reason": "Both patch the same CohereASR double-shift loss path for issue 46894." + "reason": "Same Mamba2 OOM test issue; both patches are test-level mitigations for the same failure mode." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and failure modes; one is MiniMax-M3-VL, the other is DeepSeek_v32 cleanup." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "MiniMax-M3-VL OOM fix vs DeepSeek_v32 load_error fix; not the same code-path problem." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "DeepSeek_v32 and MiniMax-M3-VL are unrelated model failures; similar test plumbing only." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Falcon-Mamba expected-output updates are unrelated to the Gemma3 cache-implementation fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model families and different bug classes." + }, + { + "left": "pull_request:47380", + "right": "pull_request:47444", + "accept": false, + "reason": "Mamba2 OOM test fix vs MPT load_error fix; unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "EdgeTam import-or-config fix vs GLM46V model refactor; not the same issue." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47445", + "accept": false, + "reason": "DeepSeek_v32 test offload handling vs PEFT hotswap/load logic; different changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47444", + "accept": false, + "reason": "MiniMax-M3-VL load fix vs MPT integration fix; not duplicate content." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47444", + "accept": false, + "reason": "Different model failures and different remedies." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47443", + "accept": false, + "reason": "GLM46V refactor is unrelated to DeepSeek_v32 load-error cleanup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "EdgeTam backbone kwargs cleanup vs Gemma3 generation-config behavior; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47449", "accept": false, - "reason": "Different XPU-related test fixes in different model suites; not the same concrete bug." + "reason": "XPU expectation updates for vision models vs Qwen3 Omni MoE model fix; different bugs." }, { "left": "pull_request:47292", "right": "pull_request:47449", "accept": false, - "reason": "Different model test expectation updates for XPU, but not one underlying fix." + "reason": "Different models and different test-failure causes." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU expectation adjustments, but they touch different model suites and likely different failures." + "reason": "Both are XPU-related test updates, but for different models and different failure modes." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE coverage changes across several models vs OLMo3 CI expectation updates. Similar test theme only." + "reason": "RoPE behavior refactor vs an OLMo3 CI expectation update; not the same concrete fix." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "MTP assisted-decoding docs vs MPS graph-cache docs. Documentation-only and unrelated." + "reason": "Assisted-decoding docs vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors fp8 support vs MTP docs; different topics." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs translation vs MPS graph-cache docs. Different docs changes, not duplicates." + "reason": "Japanese DistilBERT docs vs MPS graph-cache docs; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 model tooling/weights pipeline vs Unlimited OCR model addition. Both are new-model-style PRs, but not the same model or change." + "reason": "Two separate new-model efforts (Step3p7 vs Unlimited OCR); not the same model or bug." }, { - "left": "pull_request:47291", - "right": "pull_request:47322", + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA routing change vs MTP docs; not a duplicate." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU test support vs GPTQ test extensions; different test areas and failure modes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter introduction vs ExecuTorch exporter fixes; same broad area, different concrete changes." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "Deprecating continuous batching config vs AMD Quark config-class rename. Different configuration changes." + "reason": "Nemotron Omni support vs NeuCodec support; different model families." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46836", + "accept": false, + "reason": "PrismML Bonsai support vs Unlimited OCR support; unrelated model additions." }, { "left": "pull_request:45157", "right": "pull_request:46509", "accept": false, - "reason": "Prism GGUF support vs Nemotron Omni model addition. Different model families and problems." + "reason": "Different model-support PRs with no shared code-path." }, { - "left": "pull_request:47301", - "right": "pull_request:47367", + "left": "pull_request:47291", + "right": "pull_request:47322", "accept": false, - "reason": "MTP docs vs pipeline device-placement clarification. Both docs, but unrelated content." + "reason": "Generation-config deprecation vs AMD Quark config-class changes; not the same bug." }, { - "left": "pull_request:45157", - "right": "pull_request:47387", + "left": "pull_request:47301", + "right": "pull_request:47336", "accept": false, - "reason": "Prism GGUF dequantization vs one-to-many conversion support. Different low-level mechanics and goals." + "reason": "MTP docs vs fully-offloaded model saving bugfix; unrelated." }, { "left": "pull_request:47304", "right": "pull_request:47367", "accept": false, - "reason": "MPS graph-cache docs vs pipeline device behavior docs. Unrelated documentation changes." + "reason": "MPS graph-cache docs vs pipeline device-placement behavior; not the same change." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:46509", + "right": "pull_request:47387", + "accept": false, + "reason": "Nemotron Omni support vs one-to-many conversion support; different features." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47444", + "accept": true, + "reason": "Same shared DeepSeek-family model-file cleanup across the same code paths; the only difference is the test target, so this could plausibly be one PR." + }, + { + "left": "pull_request:47444", + "right": "pull_request:47445", "accept": false, - "reason": "Compressed-tensors fp8 support vs MTP docs. Different subsystems and change types." + "reason": "Overlap in touched model files is not enough; one is a PEFT hotswap fix and the other is an integration-test/load-error fix." }, + { + "left": "pull_request:47443", + "right": "pull_request:47445", + "accept": false, + "reason": "Same broad model family, but distinct fixes: model-file cleanup vs PEFT load behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 5, + "review_unit_count": 5, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-96", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:45157", + "pull_request:45273", + "pull_request:46509", + "pull_request:46658", + "pull_request:46912", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47175", + "pull_request:47210", + "pull_request:47292", + "pull_request:47294", + "pull_request:47298", + "pull_request:47301", + "pull_request:47306", + "pull_request:47322", + "pull_request:47367", + "pull_request:47387", + "pull_request:47452" + ], + "soft_pairs": [ + "pull_request:46912|pull_request:47298", + "pull_request:46509|pull_request:47301", + "pull_request:47175|pull_request:47298", + "pull_request:47163|pull_request:47210", + "pull_request:45157|pull_request:47387", + "pull_request:47294|pull_request:47298", + "pull_request:46658|pull_request:47387", + "pull_request:47143|pull_request:47163", + "pull_request:46658|pull_request:47143", + "pull_request:46658|pull_request:47322", + "pull_request:47143|pull_request:47387", + "pull_request:47143|pull_request:47322", + "pull_request:45157|pull_request:47143", + "pull_request:47301|pull_request:47367", + "pull_request:47163|pull_request:47292", + "pull_request:46912|pull_request:47452", + "pull_request:47306|pull_request:47367", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:46509", + "pull_request:45273|pull_request:47298", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47322", + "pull_request:47096|pull_request:47322", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "pull_request:47003|pull_request:47306", + "pull_request:47096|pull_request:47387", + "pull_request:47003|pull_request:47387", + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163" + ], + "prepared_review_unit_hash": "aab9575bb887e9598f3004f5a237789a439fa05dc95c59664c3b6c91957157d7", + "component_budget": { + "node_count": 96, + "item_count": 96, + "soft_pair_count": 272, + "serialized_chars": 334252, + "estimated_input_tokens": 83563, + "estimated_eval_tokens": 167382 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 34, + "serialized_chars": 62318, + "estimated_input_tokens": 15580, + "estimated_eval_tokens": 31416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated model additions, exporter/integration work, and isolated test/doc fixes. None of the proposed soft edges look like true duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the items span independent features and fixes across different models and subsystems, so there is no single representative duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "No PR is globally suitable as a canonical duplicate because the cluster is not one change; it is a grab bag of unrelated PRs.", + "soft_edge_verdicts": [ { "left": "pull_request:46912", "right": "pull_request:47298", "accept": false, - "reason": "RoPE testing coverage vs MI450 model failures/image decoding fixes. Both test-heavy but not the same bug." + "reason": "Different test updates for different failures/model suites; not the same bug." }, { "left": "pull_request:46509", - "right": "pull_request:47143", + "right": "pull_request:47301", "accept": false, - "reason": "Nemotron Omni model support vs NeuCodec model support. Same general area, different models and code paths." + "reason": "Nemotron Omni model support vs docs-only MTP support; unrelated changes." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:47175", + "right": "pull_request:47298", "accept": false, - "reason": "Step-3.7 flash build/convert tooling vs NeuCodec model support. Not the same underlying change." + "reason": "Separate XPU/CUDA expectation edits in different model tests; not one underlying fix." }, { - "left": "pull_request:46658", - "right": "pull_request:47322", + "left": "pull_request:47163", + "right": "pull_request:47210", "accept": false, - "reason": "Step-3.7 flash tooling vs Quark config class changes. No duplicate relationship." + "reason": "Paged-attention XPU test coverage vs packed-SDPA varlen attention implementation; different code paths." }, { - "left": "pull_request:47096", + "left": "pull_request:45157", "right": "pull_request:47387", "accept": false, - "reason": "ExecuTorch exporter/kimi export work vs one-to-many conversion support. Different exporter mechanics." + "reason": "Prism GGUF dequantization support vs one-to-many conversion plumbing; unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:46509", + "left": "pull_request:47294", + "right": "pull_request:47298", "accept": false, - "reason": "Prism GGUF support vs Nemotron Omni support. Different model families and implementations." + "reason": "Kernel native causal_conv1d work vs MI450 model-failure fixes; different problems." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:46658", + "right": "pull_request:47387", + "accept": false, + "reason": "Step3.7 Flash model support vs conversion framework changes; not the same change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs paged-attention test additions; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", "accept": false, - "reason": "Paged-attention XPU tests vs packed SDPA varlen routing. Both performance/test-related, but not the same bug." + "reason": "Step3.7 Flash support vs NeuCodec support; distinct model implementations." }, { "left": "pull_request:46658", + "right": "pull_request:47322", + "accept": false, + "reason": "Step3.7 Flash support vs Quark config-version change; unrelated." + }, + { + "left": "pull_request:47143", "right": "pull_request:47387", "accept": false, - "reason": "Step-3.7 model conversion tooling vs one-to-many conversion framework changes. Related only at a very high level." + "reason": "NeuCodec support vs one-to-many conversion plumbing; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47306", + "left": "pull_request:47143", + "right": "pull_request:47322", "accept": false, - "reason": "OpenVINO exporter vs Neuron experiment scripts. Completely different subsystems." + "reason": "NeuCodec support vs Quark config-class change; unrelated." }, { - "left": "pull_request:47096", + "left": "pull_request:45157", "right": "pull_request:47143", "accept": false, - "reason": "Export pipeline changes vs NeuCodec model addition. Not the same issue." + "reason": "Prism GGUF support vs NeuCodec support; different model families and code paths." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "MTP docs vs pipeline device-placement behavior; unrelated documentation topics." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU test fixes for different model suites; not the same bug." }, { "left": "pull_request:46912", "right": "pull_request:47452", "accept": false, - "reason": "RoPE tests vs LFM2 family refactor/coverage changes. Same broad testing theme only." + "reason": "RoPE test coverage vs mamba coverage cleanup; unrelated test work." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron experiment scripts vs pipeline device-placement clarification; unrelated." }, { "left": "pull_request:40546", "right": "pull_request:43451", "accept": false, - "reason": "VibeVoice model implementation vs Molmo2 model addition. Both new-model PRs, but unrelated models." + "reason": "VibeVoice and Molmo2 are separate model additions, not one duplicate change." }, { "left": "pull_request:43451", "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 model addition vs NeuCodec model addition. Different models and code paths." + "reason": "Molmo2 vs NeuCodec are separate model support PRs." }, { "left": "pull_request:43451", - "right": "pull_request:47306", - "accept": false, - "reason": "Molmo2 model addition vs Neuron experiment scripts. Not duplicates." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47306", + "right": "pull_request:47163", "accept": false, - "reason": "ExecuTorch exporter fixes vs Neuron experiment scripts. Different tooling and goals." + "reason": "Molmo2 model addition vs paged-attention XPU test work; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47322", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 model addition vs Quark config changes. Unrelated." + "reason": "Molmo2 vs Nemotron Omni are distinct model-support PRs." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:45273", + "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter work vs ExecuTorch exporter fixes. Both exporters, but different runtimes and concrete changes." + "reason": "Liger eval OOM fix vs MI450 model failures; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter support vs ExecuTorch exporter fixes. Different exporter backends and code paths." + "reason": "Molmo2 model support vs exportability changes for Kimi; different features." }, { "left": "pull_request:43451", - "right": "pull_request:47387", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs one-to-many conversion support. Different problems." + "reason": "Molmo2 model support vs OpenVINO exporter work; unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47387", + "left": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "ExecuTorch exporter fixes vs one-to-many conversions. Different export/conversion mechanisms." + "reason": "OpenVINO exporter vs Kimi exportability; different exporter paths and goals." }, { "left": "pull_request:43451", - "right": "pull_request:47166", - "accept": false, - "reason": "Molmo2 model addition vs quantization test expansion. Unrelated." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47387", + "right": "pull_request:47322", "accept": false, - "reason": "OpenVINO exporter support vs one-to-many conversion support. Different areas." + "reason": "Molmo2 model support vs Quark config-version update; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "ExecuTorch exporter fixes vs Quark config-class changes. Different integration paths." + "reason": "Kimi exportability vs Quark config changes; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47096", + "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model addition vs ExecuTorch exporter fixes. Not the same change." + "reason": "Molmo2 model support vs Neuron experiment scripts; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "ExecuTorch exporter fixes vs Neuron experiment scripts. Unrelated." + "reason": "Kimi exportability vs Neuron experiments; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter support vs Neuron experiment scripts. Different runtime/tooling work." + "reason": "OpenVINO exporter vs Neuron experiments; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "ExecuTorch exporter fixes vs one-to-many conversion support. Different code paths." + "reason": "Kimi exportability vs one-to-many conversion framework; different plumbing." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter vs one-to-many conversion framework; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec support; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "ExecuTorch exporter fixes vs paged-attention XPU tests. Unrelated." + "reason": "Kimi exportability vs paged-attention XPU tests; unrelated." } ] }, @@ -25866,7 +26470,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25882,7 +26486,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "b8f9f819c7c939150506f3ddaf3aa559f63cbe1df0d537bb83af9e544660c35a", + "prepared_review_unit_hash": "5d479cabad5a77282e07d720bde1f6f8bad7fb4259c4eb9156c2bac1154ace23", "component_budget": { "node_count": 2, "item_count": 2, @@ -25904,18 +26508,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one adds covariate-aware forecasting for TimesFM, the other adds image-classification support for DINOv3ViT. They do not fix the same bug or implement the same change.", + "summary": "The cluster contains two unrelated open feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not appear to be the same underlying change, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the more self-contained and concrete change, centered on a single model capability (DINOv3 image classification) with tightly related code and docs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the better representative PR because it is narrowly scoped and clearly tied to one model feature, whereas #40755 is a broader feature addition spanning forecasting, xreg utilities, docs, and tests.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different capabilities: TimesFM covariate forecasting vs DINOv3 image classification. They are not the same underlying change and would not plausibly be merged into one PR." + "reason": "Different model families and code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support. They are not mergeable as one PR and do not fix the same bug/change." } ] }, @@ -25929,7 +26533,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25992,7 +26596,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26008,12 +26612,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "456794a7e0aba7f435155b14b16e730c2cb66260bfa60abaa415f9aeda375bc4", + "prepared_review_unit_hash": "0eed2b096edeac62d618c3084fbf5d2d9497c701fd8936116fbb5d72c96b6657", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -26021,7 +26625,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -26030,18 +26634,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different action families and different upgrade goals: one is for Node 24 compatibility across workflow actions, the other bumps docker/build-push-action and a few other actions. They are related maintenance changes, not the same underlying fix.", - "confidence": 0.9, + "summary": "Two separate GitHub Actions dependency upgrade PRs: one is a broad Node 24 compatibility pass across core workflow actions, the other is a Docker build action version bump. They are related in theme but not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the broader workflow-action upgrade and explicitly frames the compatibility goal (Node 24) across many files.", + "canonical_pr_reason": "PR 42975 is the broader and more representative workflow-actions upgrade, centered on Node 24 compatibility across many shared workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative of the cluster theme since it covers the larger set of workflow action upgrades and the clearest maintenance intent.", + "best_pr_reason": "PR 42975 is the best single representative of the cluster because it updates multiple widely used workflow actions and matches the shared upgrade theme more directly.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and related workflow actions. They are not the same underlying bug/change and would not naturally merge as one PR." + "reason": "Both are workflow-maintenance PRs, but they change different action families and different code paths: core GitHub Actions runtime-related upgrades vs docker/build-push-action bumps. They are not the same concrete change and would not be merged into one PR." } ] }, @@ -26055,7 +26659,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26076,12 +26680,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "a91bebe11d85b1eab7736e03552e44610c4cb92de986676401219677d6f64296", + "prepared_review_unit_hash": "68b166709d6794c08ee012675ea8d5ad7a94f4ad557335e73e9a8c9ebb7405a2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -26089,7 +26693,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13045, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -26098,36 +26702,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). They share Transformers boilerplate in docs/auto registries, but they do not fix the same concrete code path and should not be deduplicated.", + "summary": "These PRs are all model-addition changes, but for different models and codepaths. The overlap is mostly shared boilerplate (docs, auto-mapping, repo checks), so none of the soft pairs look like true duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each change introduces a different model family with its own configuration/modeling/tests, and the overlapping files are only shared registry/docs wiring.", + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model additions with different implementation files and targets; shared edits are generic registration/docs scaffolding.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good duplicate-canonical representative; if forced, 46562 is the most central on shared infra edits, but it still targets a distinct model and should remain separate.", + "best_pr_reason": "No single PR is a good global representative for a duplicate cluster here, since the items are unrelated model additions rather than one underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto files are generic boilerplate, not the same bug or change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model-introduction PRs with different codepaths and tests; similarity is only in common registry updates." + "reason": "Adds different models and codepaths; similarity is only broad Transformers registration/docs work." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM add different models and supporting code; overlapping filenames do not indicate a shared underlying fix." + "reason": "Molmo and CTSM are unrelated model implementations, so this is not the same underlying change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model implementations; despite higher structural overlap, they are separate features, not one mergeable fix." + "reason": "CTSM and Step3p7 are separate model integrations with different source files and behavior; not mergeable as one duplicate PR." } ] }, @@ -26141,7 +26745,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26176,7 +26780,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "c371cd5e900cfa00ea01afaadb58442490e01357f6f4f70ff730cf102e24c888", + "prepared_review_unit_hash": "1171908aa04278789bb7f2593642b109ccb58873bc5e1c9c013c1d11323c6171", "component_budget": { "node_count": 7, "item_count": 7, @@ -26198,111 +26802,111 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and should not be merged wholesale. The only strong duplicate-like pair is the YOLOS fixes (46886 and 46922), which both address the same device_map=\"auto\" mismatch in src/transformers/models/yolos/modeling_yolos.py. The other PRs touch unrelated models or subsystems and are not the same underlying change.", + "summary": "Only the two YOLOS pull requests look like the same underlying fix; the rest are unrelated despite similar \u201cfix\u201d wording or shared test/subsystem areas.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR for the YOLOS subcluster: it addresses the same YOLOS device-mismatch issue as 46886, explicitly targets issue 46869, and includes the more complete fix (device cast plus _no_split_modules). 46886 is also issue-linked, so 46922 is the better representative rather than the only one.", + "canonical_pr_reason": "PR #46922 is the strongest representative of the YOLOS device-mismatch fix: it addresses the concrete forward-pass device placement bug directly and also includes the no-split-module safeguard for device_map='auto'.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest overall representative because the only clear duplicate-like pair here is the YOLOS pair, and 46922 is the more complete of the two related fixes. It is not the only PR with a concrete issue target, though; 46886 also explicitly targets issue 46869.", + "best_pr_reason": "PR #46922 is the best overall fit because it contains the most complete code-path fix for the YOLOS device mismatch, not just the supporting model-splitting change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are generic test-only PRs, but they fix different model test files and do not indicate the same underlying bug or code change." + "reason": "Whisper tokenizer decoding/test cleanup is unrelated to the CLIP/ViT test-only changes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes versus FP8 dequant/loading changes are unrelated subsystems and different bugs." + "reason": "Whisper decoding logic and FP8 dequantization/model-loading fixes are different problems in different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix and generation/watermarking fix address different code paths and different failure modes." + "reason": "Whisper tokenizer changes do not match the generation watermarking validation fix." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test cleanup and YOLOS device-map fix are unrelated; no shared concrete bug." + "reason": "Whisper decoding/test work is unrelated to the YOLOS device-mismatch bug." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:44815", "accept": false, - "reason": "Both are test/CI-related in a broad sense, but one is model test noise and the other is a Phimoe integration/CI patch; not the same fix." + "reason": "These are unrelated test edits versus a dequantization/runtime-loading fix." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "These touch different model tests versus FP8 quantization/loading logic, so they are not the same underlying change." + "reason": "The CLIP/ViT test assertions are not the same change as generation config validation for watermarking." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test edits are not the same bug as the generation watermarking validation fix." + "reason": "Model test tweaks are not the same as the CI memory/device-map infrastructure fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Generic model test edits do not match the concrete YOLOS device mismatch fix." + "reason": "These touch different models and different bug classes; only both are test-related at a very broad level." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading changes and Phimoe CI/test infrastructure changes are unrelated." + "reason": "FP8 dequant/model-loading changes are unrelated to CI runner memory limits and test harness patching." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different functional areas: FP8 quantization versus generation config validation." + "reason": "The FP8 quantization path and generation/watermark validation are distinct code paths and bugs." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 model-loading fixes are not the same as the YOLOS device-placement bug." + "reason": "FP8 dequant fixes and YOLOS device placement fixes are different underlying issues." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI/device-memory patch address different problems." + "reason": "Generation config validation and CI integration-test environment setup are not the same bug/change." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "These are separate fixes in unrelated subsystems: generation config vs YOLOS model execution." + "reason": "Watermarking validation work is unrelated to the YOLOS device mismatch fix." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory patch plus Phimoe integration testing is unrelated to the YOLOS model device mismatch." + "reason": "CI CPU-memory patching for integration tests is not the same as the YOLOS model runtime bug." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device_map=\"auto\" mismatch on the same file and issue target; 46922 effectively extends/subsumes 46886's fix with an additional device cast." + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch in the same file and issue; the later PR simply adds the direct tensor device cast on top of the same fix path." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the overall cluster summary is mostly grounded, and the YOLOS pair verdict looks mergeable, but the analyst overstates the evidence in `best_pr_reason` by saying PR 46922 is the only PR that clearly matches a concrete issue target. PR 46886 also explicitly targets issue 46869, so 46922 can be the better canonical PR, but not the only issue-linked one. Please soften that claim." + "accept": true, + "feedback": "The judgments are grounded in the packet. The YOLOS pair (46886, 46922) is the only clearly mergeable same-bugfix pair because both target the same issue in the same file, and 46922 extends the earlier no-split-module fix with the direct device cast. The other pair rejections stay conservative and do not overstate similarity beyond soft similarity or broad subsystem overlap." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -26310,7 +26914,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26329,52 +26933,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "175aa97e886988c45dfbc9d17a528ead87fb6f4aea9b0e8f5d8ad6cf29a2be21", + "prepared_review_unit_hash": "16ca0ca3d12a86d2883424d2458c4368a8b64716ecc8c0d6c92406f591fd3e72", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three open '[don't merge]' PRs are synthetic/meta changes with only superficial overlap in tests/workflows; they do not look like the same underlying bug or mergeable code change.", - "confidence": 0.92, + "summary": "This cluster contains three unrelated '[don't merge]' PRs used for bot/workflow testing and repo checks. They do not fix the same underlying bug or implement the same change, despite superficial similarity in titles and some overlapping test/workflow surfaces.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43532 is the most representative of the cluster because it touches the widest set of files and looks like the broadest exploratory change, but none of these PRs are true duplicates in the normal sense.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43532 is the best single representative for triage only because it is the broadest and most central of the three test PRs; the others are narrower workflow toggles/checks.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: one edits packaging/dependency metadata and a test file, the other changes a security-gate workflow trigger. Shared repository context is too broad to treat as the same fix." + "reason": "Both are '[don't merge]' test PRs, but one changes packaging/versioning and Vit test files while the other only switches a workflow trigger for the security gate. Different code paths and different intended checks." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only overlap is a shared Vit test file; the PRs otherwise modify unrelated areas (setup/dependency metadata vs CI/workflow plumbing). They do not appear to fix one concrete bug or be combinable into one PR." + "reason": "Shared Vit test filename is incidental; #43488 is a setup/version-format repo-bot test, while #43532 rewrites multiple workflows and testing utilities. Not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but in different jobs and for different purposes: self-comment/notification/test-diff plumbing versus a security-gate trigger change. Not the same underlying change." + "reason": "#43532 is a broad workflow/test harness change; #46747 is a narrow PR CI security-gate trigger change. They affect different workflows and are not mergeable as one fix." } ] }, @@ -26388,7 +26992,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26404,12 +27008,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "eeaddd32420691b2642a558d04dfc33896be58400e9274a3d97dfaf2e6d01936", + "prepared_review_unit_hash": "5ef4ac788435b12fb88a2904156b8ff3754578a1b46ba3c63b6b71f544164e29", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -26417,7 +27021,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -26426,18 +27030,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new, similarly structured pipeline features, but they target different tasks and code paths: one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. The overlap is mostly shared documentation/registry scaffolding, not the same underlying change.", - "confidence": 0.95, + "summary": "These are two related but distinct PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share scaffolding and docs updates, but they target different features and code paths, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate feature additions with different pipeline classes, task docs, and model/test integrations.", + "canonical_pr_reason": "PR 43613 is the broader and more complete visual-segmentation addition, with more model/test coverage and larger surface area; PR 43612 is a separate concept-segmentation feature, not a duplicate.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if one had to represent the cluster, 43613 is the more expansive pipeline addition, but it is still not a substitute for 43612.", + "best_pr_reason": "43613 is the better representative PR because it covers the more substantial pipeline implementation and associated tests/docs, while 43612 is a distinct feature request/implementation.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and concrete implementations: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared infrastructure files do not make them the same change." + "reason": "Different pipelines for different tasks (concept segmentation vs visual segmentation). Shared docs and registry edits are boilerplate, not evidence of the same underlying change." } ] }, @@ -26451,7 +27055,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26467,7 +27071,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "a728bc9a39c701718b1b238f37e6312480c0936385bc17e4683110a7521e7745", + "prepared_review_unit_hash": "5bfc49b0a9e7f271a8f8e5233a63767ba2acbafd329e2f37526d3eaf81910cab", "component_budget": { "node_count": 2, "item_count": 2, @@ -26489,18 +27093,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch trainer.py but address different trainer behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicates.", + "summary": "These are two separate PRs modifying the same file but addressing different trainer extensibility hooks: one for gradient-accumulation loss scaling, the other for signature-column filtering. They do not look like duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate feature changes for different code paths and extension points in Trainer.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global representative of the cluster because the PRs are unrelated beyond sharing trainer.py.", + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no canonical PR for this cluster. If one had to be highlighted, #43651 is a self-contained trainer behavior change around loss scaling, but it does not subsume #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: GA loss scaling vs. signature-column extraction/override. They do not fix the same concrete bug and would not plausibly merge into one PR." + "reason": "Different underlying changes: #43651 adds _loss_is_scaled_for_ga and changes training loss normalization; #43663 adds _get_signature_columns for column filtering. Same file, but not the same bug or mergeable fix." } ] }, @@ -26514,7 +27118,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26530,12 +27134,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "1b83b75aa1a41979dc38584436da6fe7486cddecef2145d6173b3eb3b3d8590f", + "prepared_review_unit_hash": "e53021fead7465aa6c47a0dd13688306e3a0d6485184189b99f6be526995aa18", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26543,7 +27147,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -26552,18 +27156,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file but fix different runtime typing issues. They are related, not duplicates: one is a broader annotation/postponed-eval cleanup, the other is a targeted fix for missing-pydantic TypeAdapter annotation handling.", - "confidence": 0.9, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter/name-resolution issues, but they fix different runtime problems: one is a broader annotation cleanup, the other is a pydantic-absent import/typing fix. They are related, not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the better canonical PR because it is narrower and directly addresses a specific runtime failure path: avoiding a TypeAdapter NameError when pydantic is not installed.", + "canonical_pr_reason": "PR #43842 is the more focused and concrete fix: it directly addresses the TypeAdapter NameError when pydantic is unavailable by keeping the import in TYPE_CHECKING and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the strongest standalone fix because the title, issue link, and diff all point to one concrete bug with minimal scope; #43656 is broader and less clearly the same failure.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it targets a specific runtime failure mode with the smallest, clearest change set; PR #43656 looks like a separate annotation-related cleanup/fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Not the same underlying change. #43656 adds postponed annotations and typing cleanups across serve.py, while #43842 specifically makes TypeAdapter safe when pydantic is absent. They overlap in file and symptom area, but target different code-path problems and should not be merged as duplicates." + "reason": "Not the same underlying bug. #43656 is a broader typing/future-annotations change in serve.py, while #43842 specifically fixes the TypeAdapter NameError caused by pydantic not being installed. They could coexist in one file but are not the same change." } ] }, @@ -26577,7 +27181,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26643,7 +27247,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -26696,8 +27300,8 @@ "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", - "pull_request:44019|pull_request:44085", "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", @@ -26710,8 +27314,8 @@ "pull_request:44068|pull_request:44086", "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:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44073", "pull_request:44017|pull_request:44161", @@ -26722,8 +27326,8 @@ "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:44056|pull_request:44101", "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", "pull_request:43997|pull_request:44017", @@ -26756,436 +27360,406 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "be1c54fb9b6b6b2f8a8574cd1021b670ce802b95dd8942e3d1846333654365c4", + "prepared_review_unit_hash": "c63573fa1baa29dfd95e63dd9da998995d988765b1c547546663ac07149c06b0", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84512, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose theme of standardized output-tracing refactors across many unrelated models. Only a few pairs look like true duplicates/iterations within the same code path; most shared the same umbrella issue but not the same concrete change.", - "confidence": 0.87, + "summary": "Mostly a broad standardized output-tracing refactor series across many different model families, not one duplicate cluster. The only clear duplicate-like pairs are the GPT-Neo variants and the GPT-J/CodeGen variants that touch the same concrete code paths.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the closest duplicate family: it is explicit-issue-linked, touches the same GPT-J/CodeGen output-tracing code paths, and appears to be a more complete iteration of that refactor line.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor slice: it targets the same concrete files and interface change as the accepted duplicates, and looks like the most complete/latest rewrite of that change.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best overall representative among the provided items because it is explicit-issue-linked, substantial, and covers the most clearly duplicated GPT-J/CodeGen refactor family.", + "best_pr_reason": "PR 44722 is the best overall PR representative here because it captures the core GPT-J/CodeGen decorator-based output-tracing migration with the clearest, most consolidated diff among the actually overlapping artifacts.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); shared umbrella output-tracing theme is too broad." + "reason": "Different model families; only a shared tracking issue, not the same code-path change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs DeBERTa); not the same concrete change." + "reason": "CVT/FNet refactor vs DeBERTa refactor; same theme, different implementation and model code." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in the same file family; 44085 looks like a narrower/iterated version of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066 just also bundles CodeGen." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; same refactor pattern, but not the same underlying change." + "reason": "ResNet/RT-DETR backbones vs EfficientNet; same issue target does not make them duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; only the refactor style matches." + "reason": "EfficientNet output-tracing refactor and GPT-J/CodeGen refactor are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model families; not mergeable as one PR." + "reason": "GPT-J/CodeGen vs EfficientNet; not the same underlying bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are unrelated implementations; same issue target is not enough." + "reason": "MobileNetV2 refactor vs DeBERTa refactor; only broadly similar output-tracing work." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different code paths and different model families." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different modules and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations; not the same bug/change." + "reason": "GPT-J/CodeGen refactor vs MPT refactor; same theme, different concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors touching the same model/test area; likely duplicate iterations." + "reason": "Same GPT-Neo output-tracing migration touching the same file and interface; these look like duplicate variants of the same change." }, { - "left": "pull_request:44019", - "right": "pull_request:44722", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + "reason": "GPT-J/CodeGen refactor vs GPT-Neo refactor; different models and different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor pattern but not the same artifact-level change." }, { "left": "pull_request:44019", - "right": "pull_request:44085", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J; only the broad output-tracing pattern is shared." + "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated despite both using output-tracing decorators." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + "reason": "MGP-STR and GPT-J/CodeGen are different architectures and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; no shared concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; not the same underlying fix." + "reason": "GPT-Neo and ResNet output tracing are separate model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model implementations." + "reason": "ResNet vs MPT; same subsystem theme only." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are different model code paths." + "reason": "GPT-Neo and Flaubert are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated despite both using output-tracing refactors." + "reason": "GPT-Neo vs Flaubert; not the same underlying change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different models and changes." + "reason": "GPT-Neo refactor and GPT-J/CodeGen refactor are different models and diffs." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT output handling and GPT-J/CodeGen output tracing are separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths even if the refactor pattern is similar." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; not a duplicate pair." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different models and changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo refactor vs MGP-STR refactor; only superficially similar." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model families." + "reason": "GPT-J output tracing vs MGP-STR output tracing; different model code." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR are different code paths." + "reason": "GPT2 refactor and MGP-STR refactor are unrelated changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated implementations; not a duplicate change." + "reason": "ViLT and Flaubert are unrelated model-specific output-handling changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; same general refactor theme, different concrete code." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are different model code paths." + "reason": "Segformer and VisualBert are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated model implementations." + "reason": "Segformer and LongT5 are unrelated; shared issue target is too broad." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different models; shared refactor motif is too broad." + "reason": "VisualBert vs Flaubert; no shared code path." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo vs MPT are different model families." + "reason": "RegNet and Segformer are distinct backbones with separate refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are unrelated code paths." + "reason": "Flaubert and LongT5 are unrelated model changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Segformer and MPT are different implementations." + "reason": "RegNet vs MPNet; different architectures and files." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "VisualBert and Flaubert/XLM are separate models." + "reason": "MPT and ImageGPT are separate model refactors." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and LongT5 are unrelated code paths." + "reason": "TextNet and Flaubert are unrelated implementations." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are different models." + "reason": "MPNet and LongT5 are different model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "RegNet and GPT-Neo are unrelated; only a shared output-tracing goal." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model families." + "reason": "RegNet and LongT5 are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different code paths." + "reason": "TextNet and LongT5 refactors are not the same artifact." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model implementations." + "reason": "GPT-Neo and LongT5 are unrelated." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen are different models." + "reason": "SqueezeBert and MPT changes are different model-specific refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and MPNet are unrelated model code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPT and SpeechT5 are different model families." + "reason": "SqueezeBert and VisualBert are separate model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and LongT5 are unrelated implementations." + "reason": "RegNet and TextNet are different models and diffs." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet vs Segformer are different model code paths." + "reason": "SqueezeBert and GPT-Neo are not duplicates." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated models." + "reason": "RegNet and SpeechT5 are unrelated." }, { - "left": "pull_request:44044", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different code paths." + "reason": "MPT and SpeechT5 are separate model changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa and ViTS are unrelated model implementations." + "reason": "CVT/FNet refactor and LongT5 refactor are different implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "FocalNet and ImageGPT are different model families." + "reason": "CVT/FNet and Segformer are unrelated model-specific changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths; same issue target is only umbrella tracking." + "reason": "SqueezeBert and DeBERTa are different code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44116", - "accept": true, - "reason": "Both touch Flaubert output tracing, and 44116 looks like a narrower WIP version of the same refactor." + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 appears to be a later, more complete iteration." + "reason": "Same GPT-J/CodeGen output-tracing refactor; same concrete files and same decorator migration." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path, plausibly mergeable into one PR." + "reason": "Both target the GPT-J output-tracing change in the same code path; 44722 looks like the broader/latest variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different models; shared output-tracing theme is not sufficient." + "reason": "GPT-J refactor and SpeechT5 refactor are unrelated." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet are different model code paths." + "reason": "CVT/FNet and ResNet/RT-DETR are different model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated changes." + "reason": "CVT/FNet and SpeechT5 are unrelated model families." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model implementations." + "reason": "DeBERTa and SpeechT5 are different underlying changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are different models." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44044", - "accept": false, - "reason": "SqueezeBert and DeBERTa are different code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model families." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet and Flaubert/XLM are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are different model implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are different code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are different models." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model families." + "reason": "DeBERTa and VITS are unrelated refactors." }, { - "left": "pull_request:44098", - "right": "pull_request:44116", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "ViLT and Flaubert are unrelated model implementations." + "reason": "FocalNet and ImageGPT are different model-specific output-tracing refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about soft-edge pairs. The accepted duplicates are all within closely related code paths or the same model family (GPT-Neo, GPT-J/CodeGen, Flaubert/XLM), while the rejected pairs correctly avoid over-merging unrelated model implementations. The representative choice of PR 44722 is also supported by the explicit issue linkage and the shared GPT-J/CodeGen file overlap." + "feedback": "The verdicts are conservative and grounded in the packet. The accepted pairs are limited to the clear same-file/same-code-path GPT-Neo and GPT-J/CodeGen variants, while the cross-family pairs are appropriately rejected. The summary also stays within the evidence and does not overclaim broader duplication." }, "evaluator_used": true, "retried": false, @@ -27196,7 +27770,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 32, + "component_count": 31, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -27220,14 +27794,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "3922725c0ab2def16bb5773bce45485e9e992bd98201f717a6a5bb7d3ef64c1d", + "prepared_review_unit_hash": "e0af67edc1e13a582629194b6eafb016d979a36d737cbe0d0a85d36af597fb7e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84512, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, @@ -27242,42 +27816,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are the same broad refactoring theme\u2014migrating model-specific forward/output handling to standardized output-capture helpers\u2014but they are different models and different code paths, so they are not duplicates.", - "confidence": 0.88, + "summary": "All items are model-specific refactors toward standardized output tracing/capture, but they affect different concrete code paths and should not be deduplicated together. No pair looks like the same underlying bug or change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantive SpeechT5 output-tracing refactor, and clearer end-to-end scope than the smaller model-specific migrations.", + "canonical_pr_reason": "SpeechT5 (PR 44129) is the strongest representative: it has the clearest scoped refactor, a larger output-tracing change, and an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best cluster representative for the same reason: explicit tracking issue, concrete implementation work, and a more fully scoped refactor than the other PRs.", + "best_pr_reason": "PR 44129 is the best single representative of the cluster because it is substantial, clearly scoped, and explicitly linked to issue 43979; the others are separate model migrations rather than duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-tracing refactors, but one is VisualBert and the other is TextNet. Different model internals and different code paths, so not the same underlying change." + "reason": "Same refactor theme, but different model files and execution paths (VisualBert vs TextNet). They are not mergeable as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert: same refactor pattern, but separate model implementations and separate output-capture wiring. Not mergeable as one duplicate PR." + "reason": "Both standardize output tracing, but MPNet and VisualBert are unrelated model implementations with different code paths." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model code paths. Similar decorator/mapping changes do not indicate the same bug or fix." + "reason": "MPNet and TextNet are separate model-specific refactors; the shared decorator pattern is too broad to treat as the same change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct architectures with distinct forward logic. These are parallel refactors, not the same underlying change." + "reason": "RegNet and SqueezeBert touch different model architectures and different forward logic; this is only a shared modernization pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 differ in architecture and output semantics; the PRs touch different concrete code paths, so they should not be deduplicated." + "reason": "SqueezeBert and SpeechT5 are distinct code paths and model families. They do not fix the same concrete bug or change." } ] }, @@ -27291,7 +27865,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27357,274 +27931,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "9e5041a52c938cb05bedd2433aab280031209d816b9fdb7063b68cf4230d87aa", + "prepared_review_unit_hash": "6e6f5e57c7adf5463bdfa1a349c6303c9d5c43ce30c811611c70aad3a7800b6c", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40190, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40170, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40190, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-specific applications of the same output-tracing/refactor pattern, but they touch different code paths and files. They are similar in style, not true duplicate changes, so every soft edge should be rejected.", - "confidence": 0.96, + "summary": "These PRs are all in the same broad theme of output-tracing refactors, but they target different model-specific forward paths and helpers. They are similar in implementation style, not duplicates of the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster\u2019s shared theme because it applies the refactor to two closely related depth models in one self-contained change.", + "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster: it is a self-contained output-tracing refactor and covers a closely related pair of files in the depth-anything family.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the strongest single representative if one must be chosen, but it is still not a duplicate of the others; the rest are separate model-specific refactors.", + "best_pr_reason": "PR 44025 is the best single representative because it is concrete, self-contained, and broadly illustrates the refactor pattern without being tangled with unrelated model families.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths; same refactor theme only." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor pattern, but not the same code path." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs CLIP-style wrapper; not the same concrete change." + "reason": "Different models and forward implementations; only the output-tracing style is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations with distinct forward logic." + "reason": "`timm_backbone` and `univnet` are unrelated model paths; not one concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architecture families; shared wording is not enough for a duplicate." + "reason": "Different subsystems (`timm_backbone` vs mamba/falcon_mamba`); same utility pattern, not the same bug." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Backbone refactor vs RWKV/Mamba output-capture changes are unrelated code paths." + "reason": "`timm_backbone` and `rwkv` are separate model implementations; no shared underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model families." + "reason": "`mobilenet_v1` and `univnet` are unrelated models; both refactor output handling, but not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model targets and different forward signatures." + "reason": "Different model code paths (`mobilenet_v1` vs `upernet`); too broad to merge as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything; similar refactor pattern only." + "reason": "`mobilenet_v1` and `depth_anything` are distinct model refactors; shared helper usage is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper models; not one mergeable fix." + "reason": "Different architectures (`mobilenet_v1` vs `vision_encoder_decoder`); same theme only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Distinct encoder-decoder model code paths." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` touch different forward paths; not duplicate fixes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; both add output-capturing refactors, but separately." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model classes and output plumbing." + "reason": "Different model families and signatures; not the same concrete bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "CLIP-style wrapper vs Mamba/Falcon Mamba refactor; not the same bug/change." + "reason": "`vision_text_dual_encoder` vs `falcon_mamba/mamba` are different code paths and fixes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different task families and different concrete forward paths." + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model-specific refactors." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate models; only the refactor motif overlaps." + "reason": "`univnet` and `upernet` are unrelated models; only the refactor pattern overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; not a single duplicate fix." + "reason": "Different model stacks (`univnet` vs mamba/falcon_mamba`); not one fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are unrelated model implementations." + "reason": "`univnet` and `depth_anything` touch different forward paths; not mergeable as a single PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV/Mamba touch different code paths." + "reason": "`upernet` and `rwkv` are distinct models; same refactor motif, different changes." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; no shared concrete defect." + "reason": "`upernet` and `mamba/falcon_mamba` are separate code paths; not duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon Mamba vs SuperPoint are unrelated changes." + "reason": "`falcon_mamba/mamba` and `superpoint` are unrelated model implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different implementations and semantics; same broad output-tracing theme only." + "reason": "`mamba` family vs `codegen` are different concrete forward-path changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone refactor and CodeGen output changes are not the same code-path issue." + "reason": "`timm_backbone` and `codegen` are unrelated subsystems; only broad refactor similarity." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different model families." + "reason": "`univnet` and `codegen` address different output/return handling paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen do not share a concrete fix." + "reason": "`upernet` and `codegen` are separate model refactors; not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths; same refactor naming is incidental." + "reason": "`vision_text_dual_encoder` and `codegen` are distinct code paths and fixes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs vision-encoder-decoder wrapper are unrelated changes." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not one duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model classes; not mergeable as one duplicate fix." + "reason": "`depth_anything` vs `speech_encoder_decoder` is a broad similarity, not a shared fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are separate tasks and code paths." + "reason": "`depth_anything` and `superpoint` are unrelated forward implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth models vs RWKV/Mamba output tracing are unrelated implementations." + "reason": "`depth_anything` and `rwkv` are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; shared decorator usage does not imply duplication." + "reason": "`depth_anything` and `dpr` touch different model code paths; not the same bug." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are distinct models and code paths." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models; same utility refactor only." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Vision/speech wrappers vs SuperPoint are not the same underlying change." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are similar wrappers but still distinct code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model stacks and refactor scopes." + "reason": "`vision_encoder_decoder` and `superpoint` are not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision encoder-decoder and DPR are separate implementations." + "reason": "`vision_encoder_decoder` and `dpr` are separate models with separate fixes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated model paths." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and distinct forward behavior." + "reason": "`speech_encoder_decoder` and `rwkv` are different code paths and changes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder vs DPR is not one concrete fix." + "reason": "`speech_encoder_decoder` and `dpr` are distinct model-specific refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV/Mamba are unrelated code paths." + "reason": "`superpoint` and `rwkv` are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models with only superficial refactor similarity." + "reason": "`superpoint` and `dpr` are different forward paths; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV/Mamba and DPR differ in architecture and implementation; not duplicates." + "reason": "`rwkv` and `dpr` are separate models with different concrete changes." } ] }, @@ -27638,7 +28212,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27654,7 +28228,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "caa5e65064d12ae92a672e29374a2b50bc40af91691f5c80ae3966d06747a3a8", + "prepared_review_unit_hash": "14844e8ed9ceefb5118331e9e2bd94d0d1c5791e07e41cbff485fba84321fd6e", "component_budget": { "node_count": 2, "item_count": 2, @@ -27676,18 +28250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: PenguinVL implementation vs Voxtral TTS support. They share some common Transformers scaffolding files, but they target different models and code paths, so they are not duplicates.", - "confidence": 0.97, + "summary": "These are unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. The shared autos/docs scaffolding is incidental, not a duplicate code change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better canonical PR candidate because it is tied to a specific tracking issue and is a focused, self-contained model support change.", + "canonical_pr_reason": "PR #45401 is the better representative artifact because it has an explicit issue target and a tighter, self-contained scope.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the most representative single PR in this pair: it has an explicit issue target and a narrower scope around one concrete model integration.", + "best_pr_reason": "PR #45401 is the better cluster representative for triage since it is more clearly anchored to a tracked request and is easier to summarize as a standalone change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations for different products (PenguinVL vs Voxtral TTS). Shared auto-registration/docs files are boilerplate for any new model and do not indicate the same underlying bug or change." + "reason": "Reject: they implement different models and code paths (PenguinVL vision-language vs Voxtral TTS). Shared files are only auto-registry/docs boilerplate, not the same underlying fix or feature." } ] }, @@ -27701,7 +28275,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27717,7 +28291,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "76f42784fcb0edf2f8cbbdf7735eb2ac89f1aa84d1ca4baca1379873c91f4777", + "prepared_review_unit_hash": "79a0fb5b6f07e64a830da0c92dde97598de473503e5f99757024241ff611059b", "component_budget": { "node_count": 2, "item_count": 2, @@ -27739,18 +28313,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related by the general theme of module/kernel fusion, but they are not the same change: #44979 introduces a generic `Module Fusion API`, while #45363 implements a specific `KernelConfig`-driven n-to-1 fusion path across modeling and integration code. They overlap conceptually but target different layers and could be merged independently.", - "confidence": 0.89, + "summary": "Both PRs are about fusion in Transformers, but they target different layers: #44979 introduces a generic Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and adds an example. They are related, but not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete user-facing feature and touches the actual end-to-end fusion path (`KernelConfig`, integrations, modeling utils), so it is the better representative of the cluster. PR #44979 is a foundational API piece rather than the same specific feature.", + "canonical_pr_reason": "#44979 is the more foundational, self-contained PR: it adds the core Module Fusion API and tests, whereas #45363 builds a specific KernelConfig-based fusion path on top of that broader concept.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 best captures the concrete change set in this cluster; it is broader and more directly tied to an actionable fusion feature than the lower-level API-only PR #44979.", + "best_pr_reason": "#44979 is the best representative for the cluster because it defines the main abstraction rather than one concrete application, so it is the broadest and most central artifact here.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related topic, but not the same underlying bug/change. #44979 adds a generic module-fusion API, while #45363 implements a specific n-to-1 kernel fusion workflow via `KernelConfig` and related integrations. They are distinct layers and not strict duplicates." + "reason": "They share the fusion theme, but not the same concrete change: #44979 adds a new module fusion API, while #45363 implements n-to-1 kernel fusion plumbing plus an example. Different files, different code paths, and not plausibly one merged PR." } ] }, @@ -27764,7 +28338,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27780,7 +28354,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3f0b30e835466e67f6f219ee9a83f7af844df9f9d65d238dd1570383c6f06b83", + "prepared_review_unit_hash": "7174049e89e655d3773828266c0526a7f48e360aec7db9eab6bfb8db57c817f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -27802,18 +28376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same fix for the Mistral regex AttributeError in `tokenization_utils_tokenizers.py`; the second PR adds tests and appears to be the more complete version of the same change.", - "confidence": 0.98, + "summary": "Both pull requests target the same Mistral regex patching AttributeError in `_patch_mistral_regex` and make the same code change in `tokenization_utils_tokenizers.py`; 45317 is the stronger canonical PR because it includes the fix plus test coverage.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same code fix as #45086 plus test coverage and more discussion activity, making it the more complete merge candidate.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same underlying AttributeError as 45086 but adds test coverage and appears to be the more complete, merged-together version of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same concrete bug fix, same target issue, and it includes validation via tests.", + "best_pr_reason": "PR 45317 is the best overall representative because it contains the same fix as 45086 and also includes a test file, making it the more complete implementation of the bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; PR #45317 is essentially an expanded version of #45086 with added tests." + "reason": "Same concrete bug fix in the same code path, with nearly identical diff in `src/transformers/tokenization_utils_tokenizers.py`; 45317 simply extends it with tests, so these could plausibly be unified into one PR." } ] }, @@ -27827,7 +28401,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27843,7 +28417,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "4d70787b9d207c4b46fa59a240dbfecab099b145dbbca2c31c4324ebbfa1c094", + "prepared_review_unit_hash": "4c4e52a3925d2cfc1b5001095385dbcd64a925a41a6d0bf8a59b66ffe5a650a6", "component_budget": { "node_count": 2, "item_count": 2, @@ -27865,18 +28439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to NemotronH, but they are not the same underlying change: one is a conversion-mapping/refactor for NemotronH checkpoint key renaming, while the other is a broader architecture split adding NemotronHDense/NemotronHSparse, docs, auto-mapping, and tests.", - "confidence": 0.93, + "summary": "Both PRs concern NemotronH, but they are not the same change: #45115 is a narrower refactor/conversion-mapping update, while #45569 is a larger architecture split introducing NemotronHDense/NemotronHSparse and related docs/model wiring.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it covers the main functional change: introducing the NemotronH dense/sparse model split plus the associated public API, docs, and tests.", + "canonical_pr_reason": "No single canonical PR: #45115 and #45569 overlap on NemotronH files, but they target different changes and are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest overall candidate in the cluster since it has the broader, end-user-facing model implementation work; PR 45115 is a narrower conversion-mapping follow-up.", + "best_pr_reason": "#45569 is the best representative of the cluster because it is the broader, more complete NemotronH change set, covering the new dense/sparse model split and the surrounding documentation/model registration work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related subsystem, but not a duplicate change. 45115 only adds checkpoint key renaming/conversion mapping for NemotronH, while 45569 restructures the model into dense/sparse variants and updates docs, auto mappings, and tests. They do not look mergeable as one single PR fixing the same code-path problem." + "reason": "Shared NemotronH files do not imply duplication here; #45115 focuses on conversion/refactor mapping, while #45569 introduces separate dense/sparse implementations and docs. Different concrete code-path changes." } ] }, @@ -27890,7 +28464,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27906,7 +28480,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "953b22da912257e713de923eb7fa6f8728bb051b35dfd3792227db02aa158852", + "prepared_review_unit_hash": "866e5ab60161f76c3a675a7ddf7beafd8a2f8cd25cbc4d2315db9595cbe44eeb", "component_budget": { "node_count": 2, "item_count": 2, @@ -27928,18 +28502,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds/adjusts typing protocols and related fixes around `modeling_utils` and integrations. They share some touched files, but the underlying changes are different.", - "confidence": 0.88, + "summary": "These are both typing-related PRs in transformers, but they address different changes: one is a broad type-checking sweep across many files, while the other adds typing protocols/helpers for specific model/PEFT integrations. Not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broadest and most representative of the cluster because it scopes a general type-checking pass across `src/transformers/*py` and related tooling/config changes.", + "canonical_pr_reason": "PR 45425 is the more focused, concrete change centered on shared typing helpers and model/PEFT integration, whereas PR 45415 is a wide repository type-checking pass.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best representative artifact for this cluster since it covers the largest cross-cutting typing change and is more central than the narrower protocol/typing-fix PR.", + "best_pr_reason": "PR 45425 is the better representative of this cluster because it has a narrower, well-defined code change and clearer implementation scope.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both concern typing, but #45415 is a repo-wide type-checking sweep while #45425 adds specific typing protocols and targeted fixes. They do not look like the same underlying bug or a single mergeable PR." + "reason": "Both are typing-related, but they fix different things: 45415 is a broad type-checking cleanup across many modules, while 45425 adds specific typing aliases/protocols for modeling_utils and PEFT-related code. They are not the same underlying change and would not plausibly merge into one PR." } ] }, @@ -27953,7 +28527,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27969,7 +28543,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "af0081825b3f38718390219e745da6eca9d814cd22a77337f9bcd2be4f6e7c08", + "prepared_review_unit_hash": "882da9332d7cad2a6e70eb0990d4b48c9431c5f4e2cfccdb8d005d7d96677229", "component_budget": { "node_count": 2, "item_count": 2, @@ -27991,18 +28565,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both involve expert parallelism, but they fix different concrete failures: 45548 addresses EP + DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes EP + FSDP2 experts being overwritten by rank-0 broadcast. They are related by subsystem, not the same underlying bug.", - "confidence": 0.91, + "summary": "These are related expert-parallelism PRs, but they fix different bugs in different loading paths: 45548 targets EP + DeepSpeed ZeRO-3 / accelerate launch config handling, while 45662 targets EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the patches target different distributed-loading failure modes and should not be merged as duplicates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45548 is the cleaner representative of the EP loading/serialization path because it is narrower and self-contained, but it does not cover the separate FSDP2 overwrite bug in 45662.", + "best_pr_reason": "PR 45662 is the broader EP fix and the more representative PR for the cluster, but it still addresses a different concrete failure mode than 45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different bugs and different code paths: 45548 fixes EP + ZeRO-3 loading/config serialization, while 45662 fixes EP + FSDP2 rank-0 broadcast overwriting experts. Shared EP framing and one shared file are not enough to treat them as the same change." + "reason": "Different concrete code-path bugs: one is config/serialization for EP loading via accelerate + ZeRO-3, the other is FSDP2 expert parameters being overwritten during broadcast. Shared EP context is not enough to merge them." } ] }, @@ -28016,7 +28590,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28032,40 +28606,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "4b015fb1c326473c229bbcaadbc760b1277558223d4786f02f6c0d25b0060c5e", + "prepared_review_unit_hash": "09d68dcb375c4beca71dea1e3e143eb9b251e294dc60f5ce83c623ad7e8c7acb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "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 target the same xdist-related captured_info logging collision around `testing_utils.py`; PR 45645 is the more complete variant because it includes the worker-safe file handling plus the CI workflow update to read multiple log files.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-related captured_info collision in testing/debug logging. PR 45645 is the broader, more complete fix because it includes the source-side file split plus CI workflow support for reading multiple captured_info files; PR 45639 is a narrower subset of the same change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical representative: it addresses the same concrete xdist-safe captured_info problem as 45639, and it additionally updates the workflow so CI can surface all worker-specific logs.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the same underlying xdist-safe logging fix as 45639 and also updates CI to preserve/aggregate the resulting split debug logs, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall fit because it covers the core bug fix and the downstream CI log collection change, making it the more complete merge candidate.", + "best_pr_reason": "PR 45645 is the best representative of the cluster since it fixes the concrete captured_info collision and includes the associated CI handling needed for the new per-worker log files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same underlying captured_info/xdist collision path in `testing_utils.py`; 45645 is essentially the broader, more complete form of 45639 with the same fix plus workflow handling." + "reason": "Accept: both PRs fix the same concrete xdist collision around captured_info output in testing_utils, and 45645 appears to be a superset that adds workflow support for the same change." } ] }, @@ -28079,7 +28653,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28145,7 +28719,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28161,7 +28735,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "a37433896feb29cd2c92faab0abde37841dd8ea3c5d5f07f2171763e6207051d", + "prepared_review_unit_hash": "b1ecefaad87cc6f313dca6f29f3325d61ebf80844d34491aa56a3cbf6d76a6d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -28183,18 +28757,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change for distributed tensor parallel logic, while PR #46269 is a broad distributed branch-base umbrella PR touching many unrelated areas. The shared distributed files are not enough to make them the same change.", - "confidence": 0.96, + "summary": "The two PRs are related through the distributed stack, but they do not look like the same underlying change. PR #46126 is a focused EP + Trainer integration, while PR #46269 is a broad distributed branch base spanning many files and subsystems.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more canonical PR because it has a narrow, coherent scope and a clear feature/change description. #46269 is a broad base branch PR spanning many subsystems, so it is not a good canonical duplicate target.", + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change with a clear feature goal, making it a better canonical representative than the broad branch-base PR #46269.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best PR representative for this cluster because it is the most specific and directly describes one concrete distributed feature change. #46269 is too broad and mixed-scope to serve as a good cluster representative.", + "best_pr_reason": "PR #46126 is the clearest representative of this cluster because its title and diff point to one concrete feature area; #46269 is too broad and mixed in scope to serve as the best canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs share some distributed files, but their titles, scopes, and diffs differ substantially. #46126 adds EP/Trainer integration and router-parallel behavior; #46269 is a large branch-base PR with many unrelated distributed and model changes. They do not look like the same underlying code-path fix and would not plausibly be merged into one PR." + "reason": "Shared filenames only show overlap in the distributed subsystem. The titles and diffs indicate different scopes and likely different code-path changes: #46126 adds EP/router and Trainer integration, while #46269 is a large distributed branch base touching CI, FSDP, integrations, and model code. They are not the same fix and would not plausibly merge into one PR." } ] }, @@ -28208,7 +28782,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28262,220 +28836,232 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "796c00ac97644f1784029b50eda2bd12b23d9778fc40a55e0f7031ef7a8c83e1", + "prepared_review_unit_hash": "0fbef2d17efb55870ff08aa7badcc831bcb9048596e5b1795cf585a226a85908", "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": 26664, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26664, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar: most are separate workflow chore updates, and the pr-ci-security-gate edits change different parts of the same file rather than the same underlying fix. I would not dedupe any of the soft-edge pairs.", - "confidence": 0.94, + "summary": "These are mostly unrelated workflow-maintenance PRs. The pr-ci-security-gate edits form a loose thematic cluster, but each PR changes a different control or permission aspect, so I do not see true duplicate PRs. The remaining PRs touch different workflows and are clearly separate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, #46554 is the strongest candidate because it contains the main functional security-gate logic change; the others are smaller, orthogonal workflow tweaks.", + "canonical_pr_reason": "No PR is a strict duplicate of the others. If a representative is needed, PR 46554 is the most substantive and concrete security-gate workflow change, but it still addresses a different mechanism than the other PRs.", "best_issue_reason": null, - "best_pr_reason": "#46554 is the most substantive and concrete change in the set, so it is the best standalone representative of the cluster, even though it is not a duplicate of the others.", + "best_pr_reason": "PR 46554 is the strongest representative of the cluster because it makes the most direct functional change to the pr-ci-security-gate workflow, rather than only tweaking permissions, comments, or unrelated workflow plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: stdin handling in self-comment CI vs PR CI security-gate logic." + "reason": "Different workflows and different changes: self-comment CI message piping vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and change types: comment piping fix vs permissions/approval gating in pr-ci-security-gate." + "reason": "Different workflows with unrelated behavior; one updates self-comment CI, the other changes PR CI gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows: stdin handling fix vs a comment-only note in pr-ci-security-gate." + "reason": "Unrelated workflows; one updates self-comment CI, the other adjusts a reusable security-gate workflow reference/comments." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and code paths: stdin handling fix vs secrets scoping in pr-ci-security-gate." + "reason": "Different workflow files and different concerns; no shared concrete bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: self-comment CI message piping vs build-ci docker image tag detection." + "reason": "Different workflows and different code paths; self-comment CI vs build-ci-docker-images input handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and intents: SSH runner hardening vs benchmark dispatch triggering." + "reason": "Different workflow files and unrelated changes; ssh-runner hardening vs benchmark dispatch trigger." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and concerns: SSH runner changes vs anti-slop permission placement." + "reason": "Different workflow files and unrelated changes; ssh-runner hardening vs anti-slop permissions move." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows: SSH runner changes vs reviewer checkout base-ref fix." + "reason": "Different workflow files and unrelated behavior; ssh-runner changes do not match reviewer-assignment ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and change scopes: SSH runner hardening vs PR CI security-gate logic." + "reason": "Different workflows and different goals; ssh-runner secret handling vs PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows: SSH runner changes vs pr-ci-security-gate permissions/approval changes." + "reason": "Different workflows and different fixes; ssh-runner secret handling vs PR CI gate permission/approval changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different change types; ssh-runner hardening vs PR CI security-gate wrapper comments/reference." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and concerns: SSH runner changes vs secrets scoping in pr-ci-security-gate." + "reason": "Different workflows and unrelated concerns; ssh-runner secret handling vs PR CI gate secrets forwarding." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior: anti-slop permissions vs benchmark dispatch trigger." + "reason": "Same broad CI area but different workflows and different concrete behavior; anti-slop permissions vs benchmark dispatch trigger." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and fixes: anti-slop permissions vs assign-reviewers checkout ref." + "reason": "Different workflow files and unrelated behavior; anti-slop permissions vs reviewer checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: anti-slop permissions vs build-ci shell quoting." + "reason": "Different workflow files and different code paths; anti-slop permissions vs build-ci-docker-images commit-message handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: anti-slop permissions vs PR CI security-gate logic." + "reason": "Different workflows and different fixes; anti-slop permissions vs PR CI security-gate checks." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and behavior: reviewer checkout ref vs benchmark dispatch trigger." + "reason": "Different workflow files and distinct CI behaviors; reviewer checkout ref vs benchmark dispatch support." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows: reviewer checkout ref vs build-ci shell quoting." + "reason": "Different workflow files and unrelated changes; reviewer assignment vs build image trigger parsing." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and code paths: reviewer checkout ref vs PR CI security-gate logic." + "reason": "Different workflows and different problems; reviewer checkout ref vs PR CI security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and changes: benchmark dispatch trigger vs build-ci shell quoting." + "reason": "Different workflows and unrelated behavior; benchmark dispatch trigger vs build-ci-docker-images message parsing." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows: benchmark dispatch trigger vs PR CI security-gate logic." + "reason": "Different workflows and different CI mechanisms; benchmark dispatch vs PR CI gate security checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and problems: build-ci shell quoting vs PR CI security-gate logic." + "reason": "Different workflows and distinct concerns; build-ci-docker-images parsing vs PR CI gate validation." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different edits in different workflows: shell quoting fix vs permissions change." + "reason": "Different workflows and unrelated behavior; build-ci-docker-images parsing vs PR CI gate permissions/approval." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file but different underlying changes: security checks vs permissions/approval gating." + "reason": "Same file, but different concrete changes: one adds checkout/diff-based security checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file but different underlying changes: workflow logic vs a comment-only note." + "reason": "Same file, but different concrete changes: one implements security checks, the other only switches to a reusable workflow and adds explanatory comments." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file but different underlying changes: workflow logic vs secrets scoping." + "reason": "Same file, but different concrete changes: one adds security checks, the other changes secrets inheritance to an empty secrets map." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file but different underlying changes: permissions/approval gating vs a comment-only note." + "reason": "Same workflow file, but the edits target different concerns: permissions/approval flow vs reusable-workflow wrapper comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file but different underlying changes: permissions/approval gating vs secrets scoping." + "reason": "Same workflow file, but different behavior changes: permission/approval gating vs secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file but different underlying changes: comment-only note vs secrets scoping." + "reason": "Same file, but different changes: reusable workflow safety comments vs secrets inheritance removal." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and changes: build-ci shell quoting vs a comment-only note in pr-ci-security-gate." + "reason": "Different workflows and unrelated change sets; build-image trigger parsing vs PR CI gate wrapper comments." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows: SSH runner hardening vs a comment-only note in pr-ci-security-gate." + "reason": "Different workflows and distinct security/automation concerns; ssh-runner hardening vs PR CI security-gate wrapper comments." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated behavior; build-ci-docker-images parsing vs PR CI gate secrets handling." }, { "left": "pull_request:46432", - "right": "pull_request:46558", + "right": "pull_request:46716", "accept": false, - "reason": "Different workflows: SSH runner changes vs pr-ci-security-gate permissions/approval gating." + "reason": "Different workflows and distinct concerns; ssh-runner secret handling vs PR CI gate secrets forwarding." } ] }, @@ -28489,7 +29075,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28552,7 +29138,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28568,7 +29154,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "68c327fcbe9fcf70c1ba398d03fd6cbff416d659f66bd2127d80da4adbd83362", + "prepared_review_unit_hash": "d69b8cc667755b2659b1c1ac859bb5b8ffb6abc3d71fe4633aadc73ebdc1c39d", "component_budget": { "node_count": 2, "item_count": 2, @@ -28590,18 +29176,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one boundary error in the sliding-window right mask (`-dist <= right_window_size`), with 47162 being the broader follow-up that also updates Gemma4 and adds tests.", - "confidence": 0.97, + "summary": "Both PRs fix the same off-by-one error in MoonshineStreaming\u2019s right-side sliding window mask (`-dist < right_window_size` to `<=`). PR #47162 is the stronger canonical choice because it includes the same MoonshineStreaming fix plus a test and an additional identical fix in Gemma4.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical PR because it covers the same bug fix more completely: it updates both MoonshineStreaming and the mirrored Gemma4 implementation and includes test coverage.", + "canonical_pr_reason": "PR #47162 is the best canonical PR: it covers the MoonshineStreaming off-by-one fix, adds test coverage, and is the more complete implementation of the same bug pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest standalone fix for this bug since it addresses the shared boundary defect across implementations and adds tests, making it the most complete and merge-ready candidate.", + "best_pr_reason": "PR #47162 is the best overall PR because it contains the same core fix as #46310 and is more complete due to the added test and related Gemma4 patch.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying off-by-one right-window mask bug in the same code path; 47162 is a superset of 46310 rather than a different fix." + "reason": "Both PRs fix the same concrete off-by-one bug in MoonshineStreaming\u2019s right window mask, with the same code change in the shared files; they are plausibly mergeable as one change." } ] }, @@ -28615,7 +29201,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -28631,7 +29217,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "1b9710f3c52d2fe5eeba13de1b908e9a84ba1b08e52e6e2feb57bc06d88a2cfa", + "prepared_review_unit_hash": "ab4cbaabefc98dc55cded9d3430ad354441015939c4049a29660ebd27abea3fb", "component_budget": { "node_count": 2, "item_count": 2, @@ -28653,18 +29239,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both tokenizer-related, but they fix different concrete bugs: CodeLlama decode stripping leading spaces versus DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be deduplicated.", - "confidence": 0.97, + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping leading spaces, and the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be clustered as the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46574 is the more self-contained bug fix: it changes CodeLlama tokenizer decoder setup to preserve real leading spaces on decode and includes targeted tests.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46574 is the strongest standalone fix in this cluster because it directly corrects a concrete code path with minimal scope and clear test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying failures and code paths: one changes CodeLlama decoder setup to preserve real leading spaces on decode, the other adds checkpoint-prefix overrides so DeepSeek models don't load as the wrong tokenizer class. They are not the same fix and would not plausibly merge into one PR." + "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping versus DeepSeek checkpoint-to-tokenizer-class resolution. They are not the same fix and would not plausibly merge into one PR." } ] }, @@ -28675,316 +29261,74 @@ "error_kind": null, "error_message": null }, - { - "label": "pull_request", - "component_index": 27, - "component_count": 32, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47122-13", - "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", - "pull_request:47443", - "pull_request:47444", - "pull_request:47445" - ], - "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:47443", - "pull_request:47123|pull_request:47266", - "pull_request:47123|pull_request:47281", - "pull_request:47124|pull_request:47310", - "pull_request:47124|pull_request:47445", - "pull_request:47124|pull_request:47282", - "pull_request:47124|pull_request:47380", - "pull_request:47124|pull_request:47443", - "pull_request:47266|pull_request:47443", - "pull_request:47266|pull_request:47280", - "pull_request:47266|pull_request:47444", - "pull_request:47266|pull_request:47445", - "pull_request:47280|pull_request:47443", - "pull_request:47280|pull_request:47281", - "pull_request:47280|pull_request:47310", - "pull_request:47281|pull_request:47443", - "pull_request:47281|pull_request:47445", - "pull_request:47282|pull_request:47380", - "pull_request:47282|pull_request:47310", - "pull_request:47280|pull_request:47282", - "pull_request:47282|pull_request:47444", - "pull_request:47310|pull_request:47380", - "pull_request:47310|pull_request:47445", - "pull_request:47280|pull_request:47380", - "pull_request:47380|pull_request:47444", - "pull_request:47443|pull_request:47445", - "pull_request:47443|pull_request:47444", - "pull_request:47444|pull_request:47445", - "pull_request:47280|pull_request:47444", - "pull_request:47123|pull_request:47444", - "pull_request:47282|pull_request:47445" + { + "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-46903-3", + "nodes": [ + "pull_request:46903", + "pull_request:46958", + "pull_request:47090" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:47090" ], - "prepared_review_unit_hash": "521b113c8be0657cfd6011b08e73b9f429249fd7d23b5c7dc681a07f54ad4704", + "prepared_review_unit_hash": "6c60ad50199397d1ce0c06178b7135b51813e8ab000f5945f6954ff74adaece9", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 37, - "serialized_chars": 44721, - "estimated_input_tokens": 11181, - "estimated_eval_tokens": 22618 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8781, + "estimated_input_tokens": 2196, + "estimated_eval_tokens": 4648 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 37, - "serialized_chars": 44721, - "estimated_input_tokens": 11181, - "estimated_eval_tokens": 22618 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8781, + "estimated_input_tokens": 2196, + "estimated_eval_tokens": 4648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a mixed cluster of model-specific integration-test PRs, not one single duplicate set. I only accepted soft edges where the PRs fix the same concrete failure in the same model/test path; most cross-model similarities are false positives and should be rejected.", - "confidence": 0.64, + "summary": "Two PRs are the same CohereASR training-loss double-shift fix (#46958 and #47090); the PPFormulaNet/CohereASR bundle (#46903) is related but broader and not a clean duplicate of the others.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "47443 is the best canonical representative of the largest near-duplicate family: it applies the same cross-file code-path cleanup across the shared model files, is earlier than the near-identical 47444 variant, and is cleaner than 47445, which adds an extra unrelated PEFT change.", + "canonical_pr_reason": "#47090 is the most representative fix for the shared CohereASR double-shift bug: it targets the same issue as #46958, has the broader and more mature patch set, and includes the same core code-path change rather than just a narrow local tweak.", "best_issue_reason": null, - "best_pr_reason": "47443 is the strongest overall PR candidate because it is the most complete version of the shared code-cleanup fix and the closest thing to a root change among the near-duplicates in this cluster.", + "best_pr_reason": "#47090 is the best single PR to keep as canonical because it subsumes the CohereASR fix and extends it to additional affected models/tests while staying centered on the same loss-shift bug.", "soft_edge_verdicts": [ { - "left": "pull_request:47122", - "right": "pull_request:47281", - "accept": false, - "reason": "Different models and different fixes (edgetam backbone kwargs vs glm46v model conversion); not the same underlying bug." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47123", - "accept": false, - "reason": "Different model families and failure modes; no shared concrete code-path problem." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47280", - "accept": false, - "reason": "Different models; the edgetam kwargs fix is unrelated to the minimax_m3_vl offload-folder change." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47224", - "accept": false, - "reason": "47224 is an omnibus multi-fix PR; it is not the same single bug/change as the focused edgetam fix." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47310", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47266", - "accept": false, - "reason": "Both are load_error test fixes, but for different models and different test code; not the same duplicate change." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47280", - "accept": true, - "reason": "Same model, same integration-test load_error, and both add a temporary offload folder to the model load path." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47281", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47443", - "accept": false, - "reason": "Different model/test problems; the minimax offload-folder fix is unrelated to the deepseek_v32 multi-file cleanup." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47444", - "accept": false, - "reason": "Different model/test problems; not the same underlying bug." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47282", - "accept": false, - "reason": "Different models and failure modes (falcon_mamba output mismatch vs mamba2 OOM)." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47310", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47380", - "accept": false, - "reason": "Different models; the falcon_mamba expected-output update is unrelated to the mamba2 OOM fix." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47443", - "accept": false, - "reason": "Different models and unrelated changes." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47445", - "accept": false, - "reason": "Different models and unrelated changes." - }, - { - "left": "pull_request:47266", - "right": "pull_request:47280", - "accept": false, - "reason": "Different models and different load-failure instances; not a duplicate fix." - }, - { - "left": "pull_request:47266", - "right": "pull_request:47443", - "accept": false, - "reason": "Both touch deepseek_v32-related tests/files, but they address different problems with different code changes." - }, - { - "left": "pull_request:47266", - "right": "pull_request:47444", - "accept": false, - "reason": "Different changes; no evidence of the same concrete bug." - }, - { - "left": "pull_request:47266", - "right": "pull_request:47445", - "accept": false, - "reason": "Different changes; 47445 also includes an extra PEFT fix." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47281", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47282", - "accept": false, - "reason": "Different models; minimax_m3_vl load_error fix is unrelated to mamba2 OOM handling." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47310", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47443", - "accept": false, - "reason": "Different models and different failure modes." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47444", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47281", - "right": "pull_request:47443", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47281", - "right": "pull_request:47445", - "accept": false, - "reason": "Different models; the PEFT change is unrelated to glm46v." - }, - { - "left": "pull_request:47282", - "right": "pull_request:47380", - "accept": true, - "reason": "Same model and same OOM integration-test failure; both are variants of the same mamba2 test stabilization." - }, - { - "left": "pull_request:47282", - "right": "pull_request:47310", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47282", - "right": "pull_request:47444", - "accept": false, - "reason": "Different models and unrelated changes." - }, - { - "left": "pull_request:47310", - "right": "pull_request:47380", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47310", - "right": "pull_request:47445", - "accept": false, - "reason": "Different models and unrelated changes." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47380", - "accept": false, - "reason": "Different models and unrelated fixes." - }, - { - "left": "pull_request:47380", - "right": "pull_request:47444", + "left": "pull_request:46903", + "right": "pull_request:47090", "accept": false, - "reason": "Different models and unrelated changes." + "reason": "Both mention loss double-shift, but #46903 is a separate multi-model bundle centered on PPFormulaNet/issue 46901, while #47090 is a CohereASR-focused fix tied to issue 46894 and broader model set. Related, but not the same concrete PR change." }, { - "left": "pull_request:47443", - "right": "pull_request:47445", + "left": "pull_request:46903", + "right": "pull_request:46958", "accept": false, - "reason": "47445 includes the same model-file cleanup plus an extra PEFT-specific fix; that makes it a multi-issue PR, not the same single change." + "reason": "They overlap on CohereASR, but #46903 also changes PPFormulaNet and is anchored to a different issue. The overlap looks like a shared pattern, not one duplicate change set." }, { - "left": "pull_request:47443", - "right": "pull_request:47444", + "left": "pull_request:46958", + "right": "pull_request:47090", "accept": true, - "reason": "Same shared model-file cleanup and same underlying change; 47444 is just the variant with a different test target." - }, - { - "left": "pull_request:47444", - "right": "pull_request:47445", - "accept": false, - "reason": "47445 adds an extra PEFT change beyond the shared model cleanup, so it is not the same single fix." + "reason": "Same underlying CohereASR training-loss double-shift bug, same explicit issue target 46894, and the diffs fix the same code path; #47090 is a broader follow-up that could plausibly be merged into the same PR." } ] }, @@ -28998,7 +29342,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -29014,7 +29358,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "c26fc1c89112b8307e09b89af105475e10bb031d0dd5a55ffe3c5994ad63c053", + "prepared_review_unit_hash": "32f13c6f483ed370000cf0030e98db75c52a08b09d51a77e898eeefab71741bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -29036,18 +29380,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same chat CLI area both try to fix base URL handling for management endpoints under a /v1 service URL, but they do so with different scopes and code paths. They look related, not duplicates.", - "confidence": 0.78, + "summary": "Two open PRs both address chat CLI management URL handling around a `/v1` base, but they do so in different ways and at different scopes: one normalizes the base URL in `RichInterface`, the other rewrites the `load_model` request to target the service root. They are related, but not the same concrete fix.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "47303 is the better representative because it explicitly routes management calls to the service root and centralizes the URL normalization in a helper, matching the stated issue target more directly.", + "canonical_pr_reason": "PR #47140 is the cleaner canonical representative: it directly fixes the `/v1` base URL handling at `RichInterface` construction, which is the broader root cause for management URL generation in the chat CLI.", "best_issue_reason": null, - "best_pr_reason": "47303 is the strongest standalone PR in the cluster: it addresses the service-root routing problem directly and keeps the URL fix localized to management calls.", + "best_pr_reason": "PR #47140 is the best overall fit because it addresses the URL normalization problem at the source and is broader than the more localized request-routing change in #47303.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Both touch chat CLI management URLs, but 47140 normalizes the stored base URL for the whole interface while 47303 only rewrites the load_model request path; they are related fixes, not the same concrete change." + "reason": "Related but not duplicate: #47140 normalizes the chat CLI base URL in the constructor, while #47303 changes only the `load_model` request to use the service root. They touch the same area, but not the same concrete code-path fix." } ] }, @@ -29061,7 +29405,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -29077,7 +29421,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "9f89b4b6b7f31ab3c4df36c61fb73f3f74dc648c06ecd58d4912286c5b96e24f", + "prepared_review_unit_hash": "0c598683f44ce4b25b5bad3e72be71418df5ea1e51108726031fe33fada4869e", "component_budget": { "node_count": 2, "item_count": 2, @@ -29099,18 +29443,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one fixes label-smoothing loss scaling during gradient accumulation, while the other adds and validates `min_tokens_to_keep` in TopHLogitsWarper. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated and should not be treated as duplicates: one fixes label smoothing/gradient accumulation loss scaling in training, the other adds/validates min_tokens_to_keep for TopHLogitsWarper in generation.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the stronger canonical representative of this cluster because it has an explicit issue link, more discussion/review activity, and a well-scoped bug fix in the training loss path.", + "canonical_pr_reason": "PR 47261 is the stronger representative because it addresses a concrete training bug, has an explicit issue target, and the diff clearly implements a focused fix in the loss computation path.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the best representative overall: it addresses a concrete regression with clear issue context and a focused code change, whereas 47262 is a separate generation-API enhancement.", + "best_pr_reason": "PR 47261 is the best overall representative of the cluster because it is the more complete, issue-linked, and bug-specific change; PR 47262 is a separate generation-side enhancement/fix.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different underlying problems and code paths: trainer label-smoothing/gradient accumulation versus generation logits warping. They are not mergeable as one PR." + "reason": "Different code paths and problems: 47261 changes trainer label smoothing loss handling for gradient accumulation, while 47262 changes generation logits warping and min_tokens_to_keep validation. They do not look mergeable into one PR." } ] }, @@ -29124,7 +29468,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -29140,12 +29484,12 @@ "soft_pairs": [ "pull_request:47315|pull_request:47430" ], - "prepared_review_unit_hash": "01b5f0c4f2995c697435e42be77314834876c4e7d62ed83e478539a2e3c34037", + "prepared_review_unit_hash": "a30fbbe165a7c8dc0b520795f423703f0173e988f29a8e532aeef223eac16a12", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4382, + "serialized_chars": 4383, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -29153,7 +29497,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4382, + "serialized_chars": 4383, "estimated_input_tokens": 1096, "estimated_eval_tokens": 2448 }, @@ -29162,18 +29506,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests touch the same compressed_tensors MoE decompression path, but they fix different bugs: one handles non-32-divisible bit widths via shape fallback, the other collects zero_point for asymmetric quantization.", - "confidence": 0.93, + "summary": "Two open PRs touch the same compressed_tensors MoE decompression code path, but they fix different bugs: one corrects shape reconstruction for non-32-divisible bit widths, the other preserves zero_point for asymmetric quantization. They are related, not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47315 is the cleaner canonical representative for this cluster because it targets the core decompression shape bug in a single code path and is more self-contained.", + "canonical_pr_reason": "PR 47315 is the clearest representative of the cluster because it addresses a concrete decompression bug in compressed_tensors with a tight, focused fix and explanation.", "best_issue_reason": null, - "best_pr_reason": "PR 47315 is the better overall representative of the cluster since it addresses the main MoE decompression correctness issue directly and is narrower than the asymmetric zero_point follow-up.", + "best_pr_reason": "PR 47315 is the strongest standalone candidate: it fixes a specific code-path failure for expert weight unpacking on 3/5/6/7-bit schemes, and the diff directly targets that behavior.", "soft_edge_verdicts": [ { "left": "pull_request:47315", "right": "pull_request:47430", "accept": false, - "reason": "Different underlying defects: one fixes incorrect reconstructed weight shapes for non-32-divisible bit widths, the other adds zero_point handling for asymmetric expert decompression. Same file/subsystem, but not the same bug or mergeable into one fix." + "reason": "Different underlying bugs. 47315 fixes incorrect weight_shape fallback for non-32-divisible bit widths; 47430 adds zero_point handling for asymmetric quantization. Same subsystem, but not the same change or mergeable duplicate." } ] }, @@ -29187,7 +29531,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -29203,7 +29547,7 @@ "soft_pairs": [ "pull_request:47400|pull_request:47421" ], - "prepared_review_unit_hash": "094e2a08db69b5f457fe35a962db66f7d97233f0d10dc89d4bc051042d697d33", + "prepared_review_unit_hash": "aa3d72c0e6f19e4ed4af3ab376ac1c94d555c45c5ef6f8d865cbc99be3d0e243", "component_budget": { "node_count": 2, "item_count": 2, @@ -29225,81 +29569,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate GGUF-loading PRs for different model families: one adds Phi-2 support, the other adds DeepSeek-V3 support. They share the same integration files because they extend the common GGUF loader, but they are not the same underlying change.", - "confidence": 0.94, + "summary": "These are two separate GGUF model-support PRs: one for Phi-2 and one for DeepSeek-V3. They share the same integration/docs/test files, but they target different model-specific code paths and are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47421 is the better cluster representative because it is the newer, broader GGUF support change for DeepSeek-V3; however, it is not a duplicate of #47400 since the target architecture and code-path additions differ.", + "canonical_pr_reason": "PR 47421 is the better cluster representative because it is the newer, more substantial GGUF support addition; PR 47400 is a separate Phi-2 support change.", "best_issue_reason": null, - "best_pr_reason": "PR #47421 is the strongest standalone PR in the cluster because it appears to add a distinct model integration on top of the shared GGUF machinery. It is still not a mergeable duplicate of #47400, which is specifically about Phi-2.", + "best_pr_reason": "PR 47421 is the strongest standalone PR here: it adds DeepSeek-V3 GGUF loading support with its own arch-specific changes, docs, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:47400", "right": "pull_request:47421", "accept": false, - "reason": "Reject: same GGUF subsystem and files, but different concrete model support (Phi-2 vs DeepSeek-V3) and different integration logic; they are not the same underlying bug/change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 32, - "component_count": 32, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-47431-2", - "nodes": [ - "pull_request:47431", - "pull_request:47434" - ], - "soft_pairs": [ - "pull_request:47431|pull_request:47434" - ], - "prepared_review_unit_hash": "7a227ff828acbbda90eef32061ef6ddbc45522d80ababdcaa0673a146674c426", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 3812, - "estimated_input_tokens": 953, - "estimated_eval_tokens": 2162 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 3812, - "estimated_input_tokens": 953, - "estimated_eval_tokens": 2162 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two pull requests are near-perfect duplicates: same files, same diff, and same target issue (#47429). Both relax the tokenizers upper bound from <=0.23.0 to <0.24.0; they can be treated as the same change.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47434 is the cleaner canonical pick because it states the issue fix explicitly in the title and has the same exact patch as 47431.", - "best_issue_reason": null, - "best_pr_reason": "PR 47434 is the best representative: it is explicit about fixing #47429, and its scope matches the concrete dependency-boundary change exactly.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47431", - "right": "pull_request:47434", - "accept": true, - "reason": "Same issue target, same filenames, and identical diff preview; both implement the exact same version-bound relaxation for tokenizers." + "reason": "Different model targets and code paths (Phi-2 vs DeepSeek-V3). Shared GGUF files reflect common integration points, not the same underlying fix, so they should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 70e949077fa7194ea061c0e9ef64d4b622bd4c52..f02db2ff14ffb90904d2f5968d99e2bd024bc868 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260721t120029z", + "analysis_id": "hybrid-model-20260721t180022z", "archived_artifacts": { - "hybrid": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260721T120029Z/analysis-runs/hybrid-model-20260721t120029z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-21T12:17:25Z", + "published_at": "2026-07-21T18:20:57Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260721T120029Z", + "snapshot_id": "20260721T180022Z", "variant": "hybrid" } diff --git a/snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.json b/snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..1de6151f8722647e01f231f6df659f5e0d542a4e --- /dev/null +++ b/snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.json @@ -0,0 +1,3741 @@ +{ + "schema_version": "1.0", + "repo": 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"issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:35308", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:34928|issue:36331", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:39921", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:34928|issue:41720", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638" + ], + "prepared_review_unit_hash": "cf2069759dc61095d62a46725beaffe0e4146f1967b6cac069e771ed3ce4a53c", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46353, + "estimated_input_tokens": 11589, + "estimated_eval_tokens": 23434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of unrelated issues with a few real duplicate subclusters. The clearest duplicates are the DeepSpeed ZeRO-3 index-out-of-bounds reports, the torch 2.4.1 compatibility reports, and the Qwen3.5MoE rotary-embedding materialization/offload regressions; the two docs-v5 cleanup issues also look like the same documentation drift.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 41762 is the strongest anchor for the genuine duplicate subcluster: it has the clearest concrete DeepSpeed ZeRO-3 load failure (`index 0 is out of bounds for dimension 0 with size 0`) and substantial discussion, making it the best representative of that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41762 is the best overall issue in this set because it is the most clearly scoped, reproducible, and discussed report of the zero-sized tensor/index failure path; it also matches the broader ZeRO-3 duplicate cluster better than the more incidental reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute error vs chat/completions streaming inference on Qwen3.5-0.8B." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different problems: AMD GPU failure for GPT-OSS-20B vs MPS histogram kernel not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths: image-preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:39921", + "right": "issue:44918", + "accept": false, + "reason": "Both involve model/token handling, but the reported bugs are different: Gemma3N special-token projection vs Qwen3.5 input embeddings with TRL SFT." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the AMD GPU device-map failure." + }, + { + "left": "issue:39921", + "right": "issue:43039", + "accept": false, + "reason": "Unrelated issues: special-token projection error vs Liger Kernel cross-entropy being called." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; no shared underlying bug." + }, + { + "left": "issue:39921", + "right": "issue:45685", + "accept": false, + "reason": "Gemma3N token projection and MPS Int histogram error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid-method call are distinct." + }, + { + "left": "issue:35545", + "right": "issue:39921", + "accept": false, + "reason": "ModernBERT ONNX export error is unrelated to Gemma3N special-token projection." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated failures." + }, + { + "left": "issue:39921", + "right": "issue:44805", + "accept": false, + "reason": "Special-token projection error and mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:39921", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3N special-token issue does not match the image dtype mismatch bug." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: table-question-answering crash vs outdated RAG docs." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both are the same kind of v5 documentation cleanup: stale docs still mention removed features/commands." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different issues: TRL SFT embedding unpacking vs training resume with trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust_remote_code problem is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are not the same underlying bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention errors during loading/training, but the specific failures differ: ZeRO-3 index OOB vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index OOB is unrelated to resume/trust_remote_code handling." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete failures: ZeRO-3 index OOB vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to video feature/token count mismatch." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Model resume issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl is unrelated to resuming training with remote code." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero-sized tensor index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same failure mode: DeepSpeed ZeRO-3 initialization/loading hits `index 0 is out of bounds for dimension 0 with size 0` on BERT models." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/reload inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute size mismatch and iterable-dataset length crash are different training failures." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code `config_class` AttributeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors on different code paths; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different shape mismatch contexts and triggers; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram kernel limitation is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 index OOB and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA weight merge inconsistency are different regressions." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 failure and GPT-OSS AMD GPU failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpoint mismatch is unrelated to Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility breakage." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image dtype mismatch and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE and expensive reverse embedding lookup are different forward-path problems." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch compatibility issue and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the GPT-OSS TP-only issue." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures and different models; no duplicate evidence." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral image dtype mismatch and MPS histogram Int error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue and TRL SFT embedding unpacking are different problems." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding issue and GPT-OSS TP-only issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are different bugs." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete DeepSpeed ZeRO-3 bug: loading/training with zero-sized tensors leads to `index 0 is out of bounds for dimension 0 with size 0`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are well supported by the titles/discussion context, especially the DeepSpeed ZeRO-3 duplicates, the torch 2.4.1 compatibility pair, and the docs-v5 cleanup pair. I don\u2019t see a clear overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:30277", + "issue:35308", + "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:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:46901", + "issue:47228", + "issue:47394", + "issue:47448" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:39290|issue:41720", + "issue:43866|issue:46402", + "issue:44841|issue:47448", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:45020|issue:46304", + "issue:44863|issue:46015", + "issue:43866|issue:46772", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:46901|issue:47394", + "issue:44292|issue:46015", + "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:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464" + ], + "prepared_review_unit_hash": "14086974c4bba7b8d56d247fe3710494e9ff249ca2de5d29e5ff3b73968f7819", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 + }, + "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 around different model-specific regressions, docs breakages, and compatibility problems. I only see two strong duplicate pairs: the ZeRO-3 zero-length index error during model loading, and the v5 AutoTokenizer wrong-token regression across model families. No pull requests were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader, cross-model AutoTokenizer regression in v5 and is more representative than the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue representative: broad impact, clear regression framing, and it captures the shared tokenizer bug affecting multiple model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they refer to different broken references and different pages; not the same underlying change." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different failures: Liger Kernel cross_entropy usage vs autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated training/runtime issues: ZeRO-3 collective mismatch versus a CustomTrainer signature error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different domains entirely: AMD GPU runtime failure versus outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy/Liger Kernel issue is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility regressions, but they involve different constraints and code paths (torch version mismatch vs USE_DISTRIBUTED=0 support)." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different model-loading failure versus a PyTorch distributed build/config regression." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are model-specific runtime failures, but the vLLM Gemma3 config error and Qwen3 auto device-map cuda assert are not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption/loading failure is distinct from missing text encoder weights in Sam3Model." + }, + { + "left": "issue:44841", + "right": "issue:47448", + "accept": false, + "reason": "Different model families and different failures: Voxtral processor bug versus Gemma4 architecture recognition." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failure modes: AMD GPU support versus table-question-answering crash." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading/init bug: index 0 out of bounds from an empty tensor/parameter shard, just on different models." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different APIs and different removed/changed references." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific runtime paths: Voxtral processor failure versus Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch and chat-template video token mismatch are separate multimodal bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression is unrelated to outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Different compatibility regressions: remote_code breakage versus PyTorch distributed support breakage." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility for DiffusionGemma." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both involve distributed training, but one is IterableDataset length imbalance and the other is a 3d_parallel.py run failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "These describe the same tokenizer regression in v5; 45920 is the broader report, while 45812 is a narrower Granite subset." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is a different dependency break than the distributed-support regression." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": false, + "reason": "Both are training-loss shifting bugs, but they are model-specific and describe different concrete defects." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to RAG docs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but the model families and reported failures differ too much to treat as the same concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and inability to load checkpoints are not the same reported issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch is a different error from ZeRO-3 zero-length index out-of-bounds." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash load issues are not the same as an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different problems." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compilation/tracing regressions, but they affect different models and different ops/code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression is unrelated to table QA crashes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading is unrelated to the PretrainedConfig pydantic breakage." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 model init failure is unrelated to the torch 2.4.1 / transformers 5.8.0 compatibility issue." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is transformers chat crashing and the other is streaming chat/completions API failure; not enough evidence for the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the issue titles: the ZeRO-3 zero-length index failures and the v5 AutoTokenizer regression. I do not see evidence of overstatement or an unsafe merge of unrelated 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": 3, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:39921", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "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:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:43828|issue:45685", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:43716|issue:47228", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:43296|issue:43366", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:44387|issue:45005", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:39921|issue:46869", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43596|issue:46165", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:39921|issue:45507", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "13dbbde31cc00681ffcdfb7b7262702a80074b6ad0021ed502554b9ab6c6169f", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39886, + "estimated_input_tokens": 9972, + "estimated_eval_tokens": 20200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated model, config, quantization, multimodal, and runtime regressions. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR, so there is no strong canonical artifact.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different failures: Mixtral torch-dynamo grouped_mm tracing vs YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "One is an `_is_hf_initialized` init_empty_weights TypeError; the other is a table-question-answering task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM missing `sliding_window_pattern` is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing `GenerationMixin` and a Gemma3 config attribute error are separate issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is not the same code path as the MPS `histogram_mps` Int error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "No shared concrete bug; one is torch-dynamo grouped_mm, the other is MPS/moe histogram handling." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention runtime errors, but the affected model and root cause differ: grouped_mm tracing vs autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the non-template-node compilation error." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method on GraniteMoEHybrid and YOLO multi-GPU failures are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weights bug and Ovis2 checkpoint corruption are different underlying problems." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Both are dtype/Int-related runtime errors, but they affect different models and mechanisms." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 fallback gating and remote-code `config_class` lookup are distinct breakages." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as the pydantic `PretrainedConfig` field regression." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a zero-sized tensor during Gemma3/ZeRO-3 loading." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/Transformers version incompatibility is a broader environment issue, not the same as Gemma4 device placement mismatch." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` TypeError is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Sam3 bf16 compilation are different model-path failures." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask shape mismatch and Qwen3.5 embedding unpacking fail in different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is not the same issue as Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different model-support problems." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` unexpected-argument TypeError and pydantic config-field breakage are separate compatibility bugs." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to the v5 pydantic `PretrainedConfig` regression." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU mapping and Sam3 compilation regression do not share a code path." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 OOM from CUDA memory reservation is unrelated to tied-weights translation model issues." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and Sam3 bf16 compilation are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch 2.4.1/transformers 5.8.0 incompatibility are too broad and not the same defect." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but image-preprocessor/model dtype mismatch is not the same as video token/template mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask length mismatch and ZeRO-3/BertModel index OOB are distinct IndexError scenarios." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2 quality problems, but one is degraded text embeddings and the other is nonsensical pipeline output; not enough evidence of one bug." + }, + { + "left": "issue:39921", + "right": "issue:46869", + "accept": false, + "reason": "Gemma3N special-token projection error and YOLO multi-GPU failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized `inv_freq` after `to_empty(cuda)` are separate initialization bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code `config_class` error do not describe the same change or bug." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BertModel index OOB is unrelated to resume-training with `trust_remote_code`." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in Jupyter and flash-attn2 fallback gating are different regressions." + }, + { + "left": "issue:39921", + "right": "issue:45507", + "accept": false, + "reason": "Gemma3N special-token projection and GraniteMoEHybrid invalid-method errors are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to flash-attn2 fallback selection logic." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tie bug and the other is a translation-model v5 issue; 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": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:39921", + "issue:41762", + "issue:42915", + "issue:43054", + "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:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45183", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45859", + "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:45632|issue:45698", + "issue:39186|issue:44918", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:35308|issue:36331", + "issue:35308|issue:39921", + "issue:44492|issue:44512", + "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:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:46899|issue:46932", + "issue:47332|issue:47333", + "issue:38175|issue:43054", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:45663|issue:45902" + ], + "prepared_review_unit_hash": "cd0eb38c66134c3c8379d57d482353e134309d83486b305cfd56664a1a85c041", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36428, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly a semantic false-positive mix of unrelated issue families, but it contains a real duplicate subgroup around the Transformers v5 non-persistent-buffer regression. In that subgroup, #43644 is the earliest report, while #43950 is the clearest representative and #44534 is a follow-up/duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "There is no single cluster-wide canonical issue because the packet splits into multiple unrelated bug families. For the non-persistent-buffer regression subgroup, #43644 is the earliest report in the chain; #43950 is the best-formulated duplicate representative, and #44534 is another close follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best overall issue anchor for the non-persistent-buffer regression subgroup because it states the regression most cleanly and generalizes the behavior described by #43644 and #44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both are custom-code/model-loading complaints, but cache-path collision and wrong custom-module selection are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure and Qwen3.5 input-embedding unpacking failure are different code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight translation-model regressions are not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A missing ReLU in an indexer and stale docs for a removed command are unrelated." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "IterableDataset multi-GPU crash and compute_loss signature incompatibility are separate trainer issues." + }, + { + "left": "issue:35308", + "right": "issue:39921", + "accept": false, + "reason": "Distributed dataloader crash and Gemma3N special-token projection error are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning a removed command are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is unrelated to tied-weight regressions." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization regression and Qwen-3-8B-NVFP4 runtime failure are different problems." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both involve validation messaging, but the specific input-validation bugs differ and are not clearly the same code-path issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "IterableDataset distributed-training crash and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example mismatches/quantization failure and SigLIP2 text-embedding degradation are not the same bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenizer rules." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer regression: buffers marked persistent=False are filled/corrupted during load." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwargs and ZeRO-3 loading IndexError are unrelated trainer/model-loading failures." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression in non-persistent buffer handling; #43950 is the more complete formulation of the bug." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both concern Mamba2-style recurrence, but the concrete code paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and missing Float8 storage lookup are distinct compatibility failures." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer wrong IDs across several models and DeepSeek-Coder v1 detokenization are related only at a broad tokenizer-regression level." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization-version changes are unrelated." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both report the same Gemma4 quantized vision/audio embedder dtype-casting problem." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "These are the same offloading-save failure for disk-offloaded Qwen3 models, just on different variants." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are different SigLIP2 symptom reports, not the same concrete failure." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Dtype mismatch under autocast and RLHF NaN collapse from 3D position_ids/SDPA fallback are separate issues." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same get_seq_length contract problem: the cache length is returned as a tensor instead of a plain int, breaking downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Shared buffer/materialization theme, but one is a general non-persistent-buffer regression and the other is a specific inv_freq uninitialized-memory bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention illegal-memory access from 3D position_ids and CPU-offload incompatibility in a rotary embedding are different failure modes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "A model-quality complaint and an HF-vs-JAX implementation discrepancy are related only at a very high level." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared-kv-state rebuild and Qwen3_5Moe inv_freq uninitialized-memory handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the canonical issue rationale is not fully grounded in the packet: #43644 was created before #43950, so #43950 is not the earliest report in that duplicate chain. The rest of the clustering summary is broadly conservative, but the chronology claim is overstated and needs correction." + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43643", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45305", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:41762|issue:42915", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:41553|issue:43883", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:41553|issue:43881", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:43881|issue:43883", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "1413d1388a43cb2626afd80b3ccfaf83c97d8f82f1c6410a2793ab2965865b93", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37376, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are adjacent Transformers regressions around model/tokenizer loading, MoE/DeepSpeed, or docs, but they do not look like true duplicates. No soft pairs are safe to merge.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set, and several soft-similar issues orbit remote_code / model-loading breakages around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest single issue to anchor triage: clear user impact, broad scope, and it matches multiple nearby reports without being too narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention training/memory symptoms, but one is LoRA gradient-checkpointing behavior and the other is int4 quantization OOM; different root causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about reducing noisy loading logs, the other is a hard load failure for a specific model; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed vs early-stopping metric handling are unrelated failures." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization corruption and AMD GPU model execution are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both involve loading large models with special configs, but the concrete failures (ZeRO-3 empty tensor indexing vs FineGrainedFP8Config) are distinct." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Same broad loading area, but different models and different problem statements; one is log noise, the other is an actual load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code/config loading, but one is missing fields in AutoConfig return values while the other is a broader regression across recent versions." + }, + { + "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": "Both are memory-related, but one is gradient-checkpointing behavior with PEFT and the other is MoE training memory use; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing class and a bitsandbytes Int8Params incompatibility are separate failures." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different devices and different errors: MPS histogram support vs device-map mismatch in Gemma4." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and Gemma4 device placement are different problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping registration failure is not the same as the broader remote_code loading regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device mismatch are different runtime issues." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/remote-code-adjacent regressions, but the concrete bug and affected model family differ." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x and a tie_word_embeddings warning are not the same failure." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes initialization incompatibility and multi-GPU device-map failure are different issues." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrap logic and remote-code model_class/config_class lookup are distinct code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer error messaging and GLM-4V loading failure are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but one is broad regression coverage and the other is a specific AutoModel attribute error." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but they describe different model families and different failure manifestations; too risky to merge." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head metadata and non-persistent buffer corruption are unrelated state-loading bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "One is a per-id loop inefficiency in converting tokens, the other is a slower added-token lookup path; similar theme, different hotspot." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "These look like the same docs-family regression around removed pipeline tasks, but not enough evidence to treat as the same exact duplicate." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different load-time failures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention Qwen/MoE training, but one is weight conversion on load and the other is gradient averaging with DeepSpeed." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and a specific fbank feature-extraction issue may be related, but the evidence is too thin to confirm the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Custom compute_loss signature mismatch and tensor mask shape mismatch are unrelated errors." + } + ] + }, + "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": 6, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44991", + "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", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:46894|issue:46897", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44928|issue:45588", + "issue:44530|issue:44863", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:44863|issue:46402", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:41553|issue:44991", + "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:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "679d2b6ce598d0606646053feefc5db9028dec672e2291793a3285a92e505ad7", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36183, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. Keep 44479 as the anchor because it is the broadest, most versioned regression report, but the Qwen video StopIteration case and the double-shift pair should be treated as related-pattern reports rather than definite duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44479 is the best anchor: it describes a concrete v5.3.0 regression and spans multiple Qwen video variants, making it the broadest representative bug report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most suitable global issue because it is actionable, version-specific, and covers the widest affected surface among the issue cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Very similar title pattern, but the packet only shows model-specific double-shift reports and a shared reference pattern; that is not enough to conclude the same underlying bug or same fix." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both involve training/checkpointing language, but one is a PEFT LoRA checkpointing problem and the other is a missing model flag; different code paths and symptoms." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen families and describe different missing-weight symptoms without evidence of one shared defect." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "The broad 5.3.0 Qwen video regression and the specific Qwen3-vl-embedding StopIteration report look related, but the packet does not ground them as the same underlying bug or mergeable fix." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different failures: DeepSpeed training weight-shape error versus image processor void-segmentation-map handling." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different targets and symptoms; not enough evidence of a shared underlying bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-identical mask/tensor shape mismatch IndexErrors; these read like the same indexing bug reported with different reproduction sizes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support request and a torch.autocast dtype-mismatch error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different concrete failures: image preprocessor dtype mismatch versus a broken official Nemotron example." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 position_ids/SDPA fallback is unrelated to a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are different code paths and bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Both are compatibility-style reports, but one is a DeepSpeed zero3/BertModel index error and the other is a torch 2.4.1 incompatibility claim; no shared concrete defect." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both involve loading model weights, but they target different model families and failures." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen models and different bugs: rope-index scaling for still images versus uninitialized inv_freq after meta-to_empty materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Zero3 BertModel out-of-bounds index error is not the same as a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different concrete failures: per-layer shared_kv_states rebuild in FSDP2 versus device mismatch under device_map=auto." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but Voxtral AutoTokenizer error messaging and est-roberta tokenizer loading failure are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Both concern Qwen vision/video paths, but one is a dtype mismatch in image preprocessing and the other is a video StopIteration error; not enough evidence they are the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading regressions are different code paths and symptoms." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage in batched inference is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class and meta-device loading failures are distinct problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained and Kosmos2.5 long OCR index errors are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding and an MPS histogram implementation error in MoE are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression and TRL unpacking failure for Qwen3.5 embeddings are different issues." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 configuration failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and torch 2.4.1 incompatibility are different compatibility problems." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same Transformers 5.0.0 custom-model initialization regression; the notebook case is a narrower reproduction of the broader issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The anchor issue choice is grounded, and several false-pair rejections are conservative. However, two accepted soft-edge pairs are a bit too assertive given the packet: 44479\u219444560 is supported only by shared Qwen/video/5.3.0 context, while 44560 is a specific Qwen3-vl-embedding StopIteration report and 44479 is a broader multi-model video regression; 46894\u219446897 are clearly similar, but the evidence in the packet is still only title-level similarity and a shared \u2018double-shift\u2019 pattern label, so calling them the same underlying bug / same fix goes beyond what is directly grounded. I\u2019d treat both as likely-related rather than definite duplicate merges." + }, + "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": 7, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "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:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:41553|issue:44488", + "issue:45823|issue:46515", + "issue:42947|issue:47254", + "issue:46468|issue:46869", + "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:41720|issue:42915", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:42915|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:45507|issue:46468", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:46459|issue:46512", + "issue:39692|issue:43994", + "issue:44488|issue:44991" + ], + "prepared_review_unit_hash": "eae2f4947a86b8f5f8bd06546f926e44976158f7c9c4e779f1a3a2d702b85efa", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous with one clear exact duplicate pair and one likely same-bug SigLIP2 pair; the rest are separate model/config/runtime regressions rather than duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If forced to anchor it, issue #43994 is the broadest user-facing SigLIP2 report and best captures the wrong-output duplicate with #38175.", + "canonical_pr_reason": null, + "best_issue_reason": "#43994 is the best issue to keep as the representative SigLIP2 bug report because it is broader than #38175 and reads like the main user-facing symptom; #43644 is a separate exact-duplicate pair about a different regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both mention Qwen3.5 and attention/cache failures, but the symptoms and code paths differ: flash-attention packed-sequence misparse vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention memory access." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and error modes; not enough to treat as the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch is unrelated to a torch 2.4.1 compatibility report." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT and checkpointing, but one is ineffective gradient checkpointing and the other is a ZeRO-3 CheckpointError; different concrete bugs." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Different model families and different tokenizer regressions; too broad to merge." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping helper failure is a different code path from Gemma4 device placement during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are runtime indexing errors, but the models and failure mechanisms are distinct." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation issues, but they affect different models and likely different validation checks." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model and same underlying wrong-output bug for SigLIP2; one report is just a narrower symptom of the other." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 initialization failure is unrelated to tokenizer-mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: ZeRO-3/BertModel indexing vs add-new-model-like tokenizer mapping handling." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping helper bug and mask-shape IndexError are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both mention model-loading behavior, but qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are separate problems." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 multimodal quantization issues, but the reported failures are different: torch.finfo uint8 TypeError vs unsafe dtype cast in embedders." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3-family issues with different triggers and symptoms; not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-ocr input indexing." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and mmap OOM avoidance are separate memory/loading issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is wrong probabilities at inference while the other is a documentation/example mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are clearly the same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/qwen3_moe hf4.x vs hf5.x compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-load failures, but for different model repos and with no evidence they share the same root cause." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different model-specific bugs." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH and missing linear_attn TP plan entries are different issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading and save_pretrained visual-encoder key regression are separate Qwen3.5 problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored on composite checkpoint load; the other is config.dtype staying stale after from_config. Related theme, but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2 reports, but one is a broken docs example and quantization failure, while the other is inference producing nonsensical outputs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading fails for different models; the titles suggest a shared class of bug but not the same concrete case." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The two accepted soft edges are defensible from the titles/body context, and the rest of the pairwise rejections appropriately avoid overclaiming duplicate status. No PR-mergeability issue applies 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": 8, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43257|issue:43854", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:43708|issue:44075", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:45362|issue:45406", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:44910|issue:45588", + "issue:46897|issue:46901", + "issue:43873|issue:44387", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44079|issue:46829", + "issue:44863|issue:46468", + "issue:43335|issue:45663" + ], + "prepared_review_unit_hash": "bd44e451c3f922adc09993a1ac79b03b1cc4863df530631ed46dc41df922ada8", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36303, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tokenizer, quantization/offload, training-loss, and forward-pass bugs. I would not collapse any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span many separate bugs across different models and code paths, so there is no single duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 43873 is the broadest and most active user-facing report, but it only covers one quantization/offloading problem and does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is notebook custom-model initialization; different bugs." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention Qwen3/quantization/offload themes, but one is training memory inefficiency and the other is offloading behavior; not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA HF4.x/HF5.x compatibility is unrelated to Gemma/t5gemma resize_token_embeddings propagation." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bug classes: LoRA model compatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/saving, but one is extra_state serialization and the other is init_empty_weights/_is_hf_initialized constructor args." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models and root causes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 reserved-memory OOM under Transformers 5.x." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and have different tokenizer-path symptoms." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq quantized save/load breakage are unrelated issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resumption math is unrelated to SGD optimizer arguments not being applied." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings propagation bugs, but they hit different architectures and different embedding targets; not enough evidence for one duplicate." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device model loading are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights constructor mismatch is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different API failures." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert in Qwen3 auto-device-map is unrelated to AudioFlamingo3 batch token/embedding leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError and Qwen 3.5/3.6 text_config unwrapping are different model-internal bugs." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/example issues are unrelated to the GLM5 loading report." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both concern model/tokenizer loading, but the titles point to different models and likely different vocab mismatch causes." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash_attention crashes, but one is a packed-sequence/position_ids bug and the other is s_aux=None handling for sink-less models." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "They share a similar 'double-shift' symptom, but they are model-specific training-loss reports with no evidence of the same code path or a single mergeable fix." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior and increased reserved memory under int4 quantization are related only at a high level, not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different multimodal model classes and different implementations." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError and Qwen3.5 MoE CPU offload incompatibility are different failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap OOM on Strix Halo are different issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment and VideoPrism output field wiring are different output-shaping bugs." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and the official Nemotron example are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 KeyError are unrelated model-specific 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": 9, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39921", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332", + "issue:47448" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:39921|issue:43425", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:43854|issue:45216", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:45684|issue:45698", + "issue:43425|issue:46869", + "issue:46894|issue:46901", + "issue:44530|issue:45084", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:45823|issue:47448" + ], + "prepared_review_unit_hash": "b0c350b4522e33576cfa262e64116d35cf7c946ffeb3e447b8ce7e98613d19a4", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "Mostly a similarity cluster around unrelated Transformers regressions. The only clear duplicate set is the resize_token_embeddings/output_embeddings family; most other pairs share broad subsystem wording but appear to be distinct bugs or model-specific regressions.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45292 is the cleanest generic report of the resize_token_embeddings propagation bug, and it aligns with the two closely related variants in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the most representative triage target here: broad symptom, least model-specific wording, and the most likely hub for the accepted duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs and code paths: Qwen video-input regression vs granite_speech config loading." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "One is an int4 quantization OOM/regression; the other is mmap-related OOM on Strix Halo." + }, + { + "left": "issue:39921", + "right": "issue:43425", + "accept": false, + "reason": "Gemma3N special-token projection error vs a Torch 2.10 compatibility issue; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different model/quantization failures: Qwen-3-8B-NVFP4 loading vs git-oss-20b MXFP4 fallback." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language behavior; unrelated symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings propagation bug affecting output embeddings; 45276 is just the Gemma4-specific variant." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs Strix Halo mmap OOM; different problem domains." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Meta-device model loading breakage vs inability to save a disk-offloaded model; not the same code-path issue." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs RLHF NaNs from 3D position_ids/SDPA fallback; distinct regressions." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py s_aux=None crash vs Gemma4 FSDP2 shared_kv_states KeyError; different fixes needed." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling vs continue_final_message behavior; similar area, different bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model initialization in Jupyter vs save/from_pretrained extra_state handling; not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch version incompatibility vs Sam3 bf16 compilation regression; only both version-related at a high level." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression, now surfacing at decoder.embed_tokens in t5gemma." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Generic Torch incompatibility vs Phi-tiny-MoE autocast dtype mismatch; different concrete failure." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch vs inability to load ScandiBERT; both loading-related but not the same root cause." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init breakage vs Trainer max_steps miscalculation on resume_from_checkpoint; different bug classes." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation in save_pretrained vs loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility vs YOLO multi-GPU device_map='auto' failure; only broadly version/device related." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention double-shift loss bugs, but they are model-specific reports with no clear shared code path or single change." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs compile-time non-template node error; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs vs a performance regression in convert_tokens_to_ids; not the same defect." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Token conversion slowdown vs CodeLlama leading-space round-trip regression; different symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention torch>=2.9 breakage vs Gemma4 PLE device mismatch; separate issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression vs version-dependent tokenization changes; not duplicates." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure vs custom model initialization in notebooks; similar release scope, different bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression vs mask/tensor shape IndexError; no shared underlying change." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage type vs compile non-template nodes; unrelated failures." + }, + { + "left": "issue:45823", + "right": "issue:47448", + "accept": false, + "reason": "Gemma4 device-map mismatch during forward vs unrecognized Gemma4 12B architecture; likely adjacent but not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted resize_token_embeddings pairings are well supported by the issue titles and look mergeable as one bugfix family. The other rejects do not overstate duplication based on 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": 10, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:39921", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "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:46665", + "issue:46821", + "issue:46894", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:44164|issue:45759", + "issue:43994|issue:44079", + "issue:40990|issue:47331", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:46665", + "issue:43901|issue:44509", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:43906|issue:46326", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:36032|issue:42915", + "issue:36032|issue:39921", + "issue:44488|issue:45081", + "issue:43716|issue:45084", + "issue:42796|issue:43404", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:45479|issue:46894" + ], + "prepared_review_unit_hash": "8d9f156336a90e66e2473b5095349962b647373ddd0450ea502c08d4a9526823", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36101, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports that only share broad Transformers v5/load/tokenizer wording. I do not see any soft pair that clearly describes the same underlying bug or fix.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the clearest broad regression in the set: it describes a concrete v5 loading break around `base_model_prefix`, which is the most representative of the cluster\u2019s load/init failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 has the strongest combination of specificity and generality for this set: a concrete, reproducible v5 loading regression with a plausible shared root in model initialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different failure modes: extra_state save/load handling vs `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Same broad model/output area, but one is a SigLIP2 inference issue and the other is `ModelOutput` key assignment semantics." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Unrelated: perplexity on gpt-oss-20b vs Metal quantized batched generation corruption." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different code paths: `torch.export` with `torch_compilable_check` vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but one is a T5 tokenizer special-tokens conflict and the other is `gguf_file` handling for model/tokenizer loading." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "One is Whisper pipeline `return_language`; the other is generic `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different API changes and different removed/renamed pipeline behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: quantized save/load round-trip vs `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-load regressions, but different models and different bugs (`est-roberta` load failure vs Mistral regex patch crashing)." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions in v5 is not the same as tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No clear overlap beyond tokenizer-related wording; one is a reproduction of issue #38071, the other is a mistral_common `continue_final_message` bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different problems: isolated repro of #38071 vs PagedAttentionCache failing on Qwen3.5 linear_attention groups." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Same family name (Gemma4) but different bugs: device-map mismatch in forward vs unsafe dtype cast in multimodal embedders under 4-bit quantization." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Different APIs and failures: extra_state save/load vs `window_size` raising `AttributeError` in TimesFM 2.5." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Unrelated: mmap/OOM on Strix Halo vs saving a disk-offloaded Qwen3 model." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs in different stacks: DeepSpeed ZeRO3/BertModel indexing vs `torch.export`/`flex_attention` compilation." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different repositories/models and different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "`_is_hf_initialized` flag breakage is unrelated to an ONNX export attention dtype mismatch." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-tokens conflict vs Qwen3Moe FineGrainedFP8Config failure are distinct issues." + }, + { + "left": "issue:36032", + "right": "issue:39921", + "accept": false, + "reason": "Both mention tokenizer/special tokens, but the underlying bugs differ: T5 tokenizer method conflict vs Gemma3N projection error when adding tokens." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different load paths; no evidence they share a root cause." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to a template compilation TypeError." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head weight tying are separate model-specific bugs." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT local checkpoint loading and Metal quantized batched generation corruption do not share a concrete code path." + }, + { + "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; distinct fixes." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Repository tokenizer.json being ignored is not the same as DeepSeek-Coder v1 tokenizer output being wrong in v5+." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different training-loss bugs in different model families; only a superficial pattern match, not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 11, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43299", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43873", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46304", + "issue:46326", + "issue:46402", + "issue:46897", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:44661|issue:44683", + "issue:43299|issue:43931", + "issue:42915|issue:44530", + "issue:45479|issue:46897", + "issue:43873|issue:47331", + "issue:44451|issue:44987", + "issue:44530|issue:46304", + "issue:36032|issue:43645", + "issue:44737|issue:45859", + "issue:40444|issue:46326", + "issue:40990|issue:43421", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:45084|issue:45507", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:39404|issue:44671", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43262|issue:47331", + "issue:43208|issue:47013", + "issue:44811|issue:45584", + "issue:43582|issue:47331", + "issue:43746|issue:46326", + "issue:43317|issue:43482", + "issue:42915|issue:45084" + ], + "prepared_review_unit_hash": "79b53e3333b9025133ffbb6308f29ff67830083552884bca3a86aed246b0a412", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regressions and model-specific failures, not one duplicate family. The broadest representative is the custom model initialization regression, while most other items are narrower and unrelated.", + "confidence": 0.88, + "canonical_issue_reason": "issue 43646 is the broadest, most representative v5 regression here: a general custom-model initialization breakage that fits the cluster\u2019s overall theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 43646 is the best single issue to keep as the cluster representative because it is generic and central, whereas most other items are isolated failures in specific models, loaders, or backends.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: CLIP text-model structure vs Sam3 text encoder weight loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Both are compile/tracing errors, but they hit different code paths and symptoms; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping generation bug vs flex_attention compile failure on newer torch; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model families and different loading errors; no clear shared root cause." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen3 variants, but one is FP8 config loading and the other is PagedAttention cache execution." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Sequence-classification loss bug vs Florence2 training-loss shift bug; distinct problems." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Quantized offload issues on different backends and different runtime failures; not one concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they concern different models and different breakpoints." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Qwen3.5 cache crash vs distributed build regression; unrelated layers." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization in notebooks; different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but one is XLNet positional encoding and the other is Qwen3 Moe rotary embedding." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal training with multiple images vs mistral_common chat-template handling; different code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly on a model vs runtime special-token post-processor update; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging dependency omission vs backend registry validation error; separate problems." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking vs Qwen2.5-VL iterable dataset handling; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init regressions, but one is junk non-persistent buffers and the other is custom model initialization; not identical." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different runtime errors in different subsystems; no evidence of a shared underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles point to different failing functions and symptoms." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs _is_hf_initialized flag breakage; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions after v5, but they affect different models and likely different loader paths." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction bug; different models and behavior." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF loading, but one is a broad auto-class gguf_file regression and the other is a specific model-loading failure; not enough to assume the same bug." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure vs kernel compatibility issue; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Metal quantized batch generation corruption; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM-related, but one reports multiple training blockers for small models and the other is a specific return_last_states crash." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper token-handling issues, but one is batch_decode filtering and the other is empty-transcription generation failure." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading vs mistral_common continue_final_message behavior; different features and failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/offload contexts: dequantized device-map offload vs GGUF model loading." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config loading vs a template compilation error; 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": 12, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43872", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254", + "issue:47448" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:46661", + "issue:42915|issue:44291", + "issue:44987|issue:45081", + "issue:43646|issue:44534", + "issue:43262|issue:43377", + "issue:45020|issue:47448", + "issue:36032|issue:43742", + "issue:43377|issue:43819", + "issue:43994|issue:44610", + "issue:42915|issue:44589", + "issue:28530|issue:34567", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43531|issue:44877", + "issue:43404|issue:44466", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:44479|issue:45325", + "issue:44849|issue:45325", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43089|issue:45987", + "issue:43425|issue:44403", + "issue:45923|issue:47254", + "issue:43296|issue:43531", + "issue:44464|issue:45987", + "issue:40444|issue:45325", + "issue:43872|issue:44291" + ], + "prepared_review_unit_hash": "fa14055c338cfc27a2856a5bd073b129aa7ac42b46b9f298ccd0d0b8c04b9e29", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose thematic grouping of mostly unrelated Transformers regressions and model-specific loading bugs. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates. If a representative issue is needed, the broad remote_code regression is the best umbrella candidate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster: it describes a general regression in recent Transformers versions affecting remote_code models, which is the closest thing here to an umbrella bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and cluster-central issue among a set of otherwise distinct failures; it best represents the shared theme without pretending the rest are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper inference/runtime failure vs YOLO multi-GPU device-map loading." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is noisy logging on load; the other is a tokenizer regex patch crash. Different code paths and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve custom/remote-code models, but one is Jupyter/custom-model initialization and the other is AutoModel.from_pretrained missing config_class. Not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is FineGrainedFP8/Qwen3Moe quantization and the other is init_empty_weights loading. Distinct integrations." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures: physical-intelligence/fast versus Mistral tokenizer regex patching." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to non-persistent buffer serialization junk." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batch-padding-mask mismatch are separate bugs." + }, + { + "left": "issue:45020", + "right": "issue:47448", + "accept": false, + "reason": "Broad remote_code regressions are not the same as a specific arch-recognition failure for gemma4 12B." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "A T5 tokenizer method-name conflict is unrelated to a MobileLLM load KeyError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but one is padding-mask batch consistency and the other is DAC STE/from_latents mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision bugs: SigLIP2 nonsensical outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Quantization/init issues versus a Float8 storage lookup failure are different code paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are unrelated trainer behaviors." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken kwarg duplication is unrelated to a model load failure for physical-intelligence/fast." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model-specific load failure for ScandiBERT is not the same as the Mistral regex-patching crash." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is missing lm_head tying in a model class; the other is inconsistent serialization depending on device. Related area, but different defect." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to OmDet-Turbo input-resolution mismatch." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma generations and different causes: variable-name collision vs unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "A broad video-input regression across several Qwen models is not the same as the specific still-image rope-index scaling bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling are distinct model behaviors." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "A Llava Next segfault and a Qwen3OmniMoe video ValueError are different multimodal failures." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as a StaticCache sequence-length return-type bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and load-time noise are unrelated issues." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a remote-code model is different from a PEFT+DeepSpeed ZeRO-3 checkpointing error." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure under vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-image IterableDataset finetuning failure and still-image temporal position scaling are different Qwen2.5-VL bugs." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "They share the _is_hf_initialized keyword theme, but one is bitsandbytes Int8Params construction and the other is init_empty_weights loading; too different to merge as one duplicate." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44462", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46294", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:47404", + "issue:47448" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43716|issue:46899", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44403|issue:44991", + "issue:45216|issue:45357", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:43883|issue:44488", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:40990|issue:44811", + "issue:35707|issue:40444", + "issue:42796|issue:46710", + "issue:43531|issue:44291", + "issue:44079|issue:45663", + "issue:46294|issue:47448", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:44387|issue:47404", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:42175|issue:45542", + "issue:43883|issue:44991", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "45e251ae75ddffaebe0983dc91f1382a1c69c6af06d00fbf48ceb9644d6030bb", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "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": "No true duplicate cluster here: the soft pairs mostly share vague vocabulary but describe different bugs, models, or subsystems. No PRs are present. If one issue must be used as a representative, the Granite tokenizer regression is the closest fit, but only weakly so.", + "confidence": 0.83, + "canonical_issue_reason": "Closest representative: issue:45812 is a broad, high-impact tokenizer regression affecting all Granite models and already has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue to anchor the cluster, if forced, because it is the broadest and most externally referenced regression among the tokenizer-related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different bugs: audio feature extraction failure vs compiled flex_attention breakage on torch >= 2.9." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype problems, but they affect different model families and code paths (Mistral-3 vs Gemma4)." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Related to Transformers v5 regressions, but one is loading with base_model_prefix and the other is non-persistent buffer initialization; not the same fix." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs convert_tokens_to_ids performance regression; different behaviors and remedies." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary logging/noise when loading a transformer is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family and regression theme, but these are distinct save_pretrained visual-key bugs at different versions/symptoms." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token IDs regression vs CodeLlama leading-space round-trip bug; both tokenizer bugs, but not the same underlying issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling vs PEFT/local-checkpoint loading for GraniteSpeech; unrelated failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument issue vs missing Float8 storage type; both v5-related but separate breakages." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Model attribute error on Molmo vs a tokenizer loading report for cjvt/sleng-bert; not the same code path." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs Float8 storage lookup error; distinct runtime/serialization problems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training question vs Qwen2.5-VL IterableDataset failure with multiple images; related family, different bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing eval-mode error is unrelated to missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are separate v5 issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper processor.batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation-cache issue, not a multimodal finetuning dataset bug." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE marker handling and model accuracy regression on DeepSeek-R1 are different problems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and init_empty_weights/_is_hf_initialized TypeError are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are different implementation defects." + }, + { + "left": "issue:46294", + "right": "issue:47448", + "accept": false, + "reason": "Video chat-template feature/token mismatch vs unrecognized gemma4 12B architecture; different areas entirely." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device map cudaErrorAssert on A800 is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure with transformers v5 and missing pad_token_id on Llama4Config are distinct loading errors." + }, + { + "left": "issue:44387", + "right": "issue:47404", + "accept": false, + "reason": "Int4 quantization memory regression vs device_map loading OOM from conversion-op transients; related symptom, different root cause." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and TimesFM window_size AttributeError are unrelated model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow backend under pip install '.[torch]' is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo missing all_tied_weights_keys and tokenizer loading for est-roberta are separate failures." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor update feature and mdeberta-v3 add_special_tokens BOS/EOS regression are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key handling and non-persistent buffer junk fill are different internal-state bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json in a repo and the other produces wrong Granite token IDs; not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:40444", + "issue:40990", + "issue:41720", + "issue:41950", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46661", + "issue:46697", + "issue:46821", + "issue:46909", + "issue:47217", + "issue:47448", + "issue:47458" + ], + "soft_pairs": [ + "issue:43482|issue:45538", + "issue:44265|issue:45072", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:45325|issue:45834", + "issue:46661|issue:47448", + "issue:44509|issue:46909", + "issue:40444|issue:45381", + "issue:44291|issue:44877", + "issue:43644|issue:44079", + "issue:43377|issue:45491", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:40444|issue:47217", + "issue:41950|issue:47448", + "issue:43454|issue:44466", + "issue:45325|issue:46697", + "issue:43873|issue:45701", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:44829|issue:45479", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:43646|issue:47458", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "3256f62b81659a33e563104434233cd90b9fc9a316d392eddd3e175070a17af3", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive cluster: the items span many unrelated bugs across different models, loaders, processors, docs, and training paths. None of the soft pairs looks like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.74, + "canonical_issue_reason": "No strong canonical issue stands out because the set is heterogeneous. If one must anchor the cluster, issue 44479 is the broadest concrete user-facing regression (Qwen video-input regression across multiple models), but it does not represent the whole set well.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most broadly scoped, concrete regression in the list and the closest thing to a cluster anchor, though the overall cluster is still mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different bug classes: GGUF/v5 model loading failure vs a tokenizer max_length/docs issue. No shared code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` is a different failure mode from bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is dequantized model loading/offload, the other is MoE training memory usage. Same broad area, but not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; different concrete paths." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve model internals, but the titles point to different models and different failures (position-id scaling vs OCR index error)." + }, + { + "left": "issue:46661", + "right": "issue:47448", + "accept": false, + "reason": "Remote-code `config_class` AttributeError is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs-related, but they concern unrelated documentation problems and different endpoints." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision-position issues, but one is multi-image finetuning with IterableDataset and the other is video input; not clearly the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument mismatch is different from strict config blocking `granite_speech` loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and `ModelOutput` key assignment are unrelated internals." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but they affect different models and different mechanisms (padding mask support vs sliding-window/all-padding NaNs)." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is still-image temporal scaling and the other is video input vision-position IDs; not the same concrete defect." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and APIs: SigLIP2 AutoModel/pipeline output issues vs Perceiver interpolation padding behavior." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL image handling, but one is finetuning with multiple images per prompt and the other is image placeholders in user text; too different to merge." + }, + { + "left": "issue:41950", + "right": "issue:47448", + "accept": false, + "reason": "Video-classification pipeline processor lookup is unrelated to Gemma4 architecture recognition." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is failure to tie `lm_head` weights causing bad generation; the other is inconsistent serialization of `lm_head.weight`. Related theme, but different bug." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Swin2SR over-padding are unrelated image-processing bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization changes are completely different issues." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing problem is unrelated to Sam3Model text-encoder loading." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "One is a Video-LLaVA architecture bug, the other is incorrect saved visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is a different code path from `torch.export`/compilable-check failures." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling has nothing to do with Qwen2.5-VL video vision-position IDs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different models and different failures." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to a missing `window_size` attribute." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve degenerate training behavior, but one is tied to Flash Attention 3 and the other to `num_labels=1` classification setup; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and PEFT adapter loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on WikiText and Whisper empty-transcription generation failure are unrelated model behaviors." + }, + { + "left": "issue:43646", + "right": "issue:47458", + "accept": false, + "reason": "Custom model initialization breakage and GPT2 `c_proj` weight initialization are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve `device_map=auto`, but one is a CUDA assert on A800 and the other is a forward-time device mismatch in Gemma4; different 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": 15, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39921", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46315", + "issue:46821", + "issue:47404", + "issue:47405" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43454|issue:45072", + "issue:47404|issue:47405", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42796|issue:46209", + "issue:36331|issue:42617", + "issue:36331|issue:39921", + "issue:36331|issue:42915", + "issue:41720|issue:43322", + "issue:44877|issue:44991", + "issue:43454|issue:43720", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:41720|issue:44977", + "issue:41720|issue:42617", + "issue:45325|issue:46315", + "issue:44387|issue:45704", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:40990|issue:45701", + "issue:43450|issue:45701" + ], + "prepared_review_unit_hash": "7f45326dec9644674d0e8cfe64b2c7d5f4d23ce82da7b03edcdcef16d68109e3", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of lookalike but unrelated bug reports. The strongest common thread is offloading/loading/quantization regressions, but even those usually hit different code paths, models, or failure modes. I did not find a true duplicate pair worth merging.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly dominates the cluster; issue 43873 is the broadest representative of the only coherent subgroup (offloading + quantization/loading regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most general and reusable anchor for the offload/quantization subset, and it is open, making it the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/batching is a different bug class from torch.export failing on torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation cache/inputs_embeds behavior is not the same as auto device mapping causing cudaErrorAssert." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention mismatches, but one is CPU offload device placement and the other is DAC latent/STE behavior; different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba torch.compile SDPA failures are separate model-specific issues." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch during forward is unrelated to TimesFM's window_size AttributeError." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A parallel script runtime problem is not the same as Qwen3Moe failing under FineGrainedFP8Config." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Missing gradient checkpointing flag and MOE weight conversion under accelerate+deepspeed are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model is not the same bug as ineffective gradient checkpointing with LoRA." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying in AyaVision is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:47404", + "right": "issue:47405", + "accept": false, + "reason": "One is OOM from transient allocation during device_map loading; the other is silent wrong-class conversion skipping leading to bad weights." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across multiple models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "BPE marker handling in a tokenizer is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:36331", + "right": "issue:39921", + "accept": false, + "reason": "Unexpected compute_loss kwargs and Gemma3N projection errors are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API breakage is not the same as Qwen3Moe/FP8 config failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "cudaErrorAssert under auto device mapping is a different issue from Llava Next segfaults on load." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading failures are separate components and failure paths." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are offload/quantization-related, but one is dequantized-model loading on gpu+cpu offload and the other is a broad offloading complaint; not clearly the same underlying bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batch padding-mask behavior in MIMI encoder is unrelated to Perceiver resolution/interpolation issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-mapping assert and flash-attention generation problems are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping failure is not the same as a 3d_parallel.py runtime issue." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Temporal position-id scaling in Qwen2.5-VL is unrelated to tokenizer lookup performance regression." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and an apex RMSNorm memory leak are different memory bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfaults and sinq save/load breakage are different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on gpt-oss and version-dependent tokenization changes do not match." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape bugs are unrelated to tokenization changes across versions." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317", + "issue:47404" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43873|issue:44756", + "issue:45685|issue:46821", + "issue:44466|issue:45357", + "issue:44186|issue:45072", + "issue:43295|issue:45701", + "issue:26413|issue:28530", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:43550|issue:43720", + "issue:43550|issue:43606", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:46821|issue:46869", + "issue:43646|issue:46665", + "issue:46897|issue:47317", + "issue:41720|issue:45161", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:42915|issue:46291", + "issue:43404|issue:45357", + "issue:45704|issue:47404", + "issue:43531|issue:43572", + "issue:43716|issue:46821" + ], + "prepared_review_unit_hash": "5efea9dc42f92e07ea9b7454aed9a2522c9969c8f4e6ce6d07d718154350305d", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36229, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all issue reports, not pull requests. The pairings are mostly broad-theme similarities rather than the same underlying bug, so none of the soft edges should be merged as duplicates. Issue #43873 is the best representative of the cluster because it is the most active and broadly scoped loading/offload problem.", + "confidence": 0.84, + "canonical_issue_reason": "#43873 is the strongest cluster representative: it has the highest discussion/inbound-reference activity and describes a broadly impactful loading/quantization/offload failure rather than a narrowly model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the most suitable global issue anchor for triage because it is open, active, and centers on a general offloading/quantization failure mode with downstream references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and failures: tokenizer error messaging for Voxtral vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated issues: MPS histogram kernel type support vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/load serialization, but one is tied lm_head serialization and the other is incorrect visual encoder key saving in Qwen3.5." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version-related regressions, but they affect different APIs and behaviors; no shared concrete bug path." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resumption failure is unrelated to early stopping metric resolution/disablement." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Model loading failure for ScandiBERT is not the same as XLMRobertaTokenizer passing the wrong type to Unigram." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but different components: dummy Conv2d in Sam3PixelDecoder vs missing text encoder weights in Sam3Model." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are model/runtime failures, but one is torch.compile+SDPA on Bamba and the other is packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs CPU offload device mismatch on bark-small." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation/cache logic, but one is beam-search cache reorder omission and the other is static-cache seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to Trainer max_steps recalculation when resuming with a different batch size." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to OmDet-Turbo producing the wrong image resolution." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device-map loading failures." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage and from_pretrained behavior inside Python classes are related only at a high level, not the same bug." + }, + { + "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 computation path or fix." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert is not the same as GPT-OSS MoE tensor-parallel support failing." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model loading with cpu offload are distinct quantization/loading problems." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but they fail in different processors/code paths with different missing attributes." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n forward variable-name collision is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image preprocessing/resolution issues, but they affect different models and different mismatch mechanisms." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config model failure is unrelated to kernels package import/version requirement errors." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and bugs: untied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:45704", + "right": "issue:47404", + "accept": false, + "reason": "Both can lead to memory issues, but one is an apex RMSNorm memory leak and the other is device-map OOM from conversion-op transients." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to TimesFM window_size attribute errors." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44464", + "issue:44488", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46858", + "issue:46894", + "issue:47020", + "issue:47254", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43441|issue:47337", + "issue:28530|issue:30064", + "issue:44186|issue:44361", + "issue:43881|issue:44488", + "issue:44734|issue:46858", + "issue:44464|issue:46858", + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:44671|issue:44743", + "issue:29159|issue:36032", + "issue:42915|issue:43322", + "issue:44387|issue:45701", + "issue:45479|issue:47317", + "issue:43873|issue:45704", + "issue:33357|issue:35707", + "issue:43531|issue:45759", + "issue:43540|issue:43782", + "issue:43316|issue:44913", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:45632|issue:45684", + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "f6486226195d5bf14f7a45631f916afde14bbf436aa9a2196f2d4e278fb2454a", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34559, + "estimated_input_tokens": 8640, + "estimated_eval_tokens": 17536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are distinct model, tokenizer, loading, or training bugs with only superficial keyword overlap. No soft pair looks like the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.22, + "canonical_issue_reason": "issue:43873 is the broadest and most referenced report in the set, so it is the best available cluster anchor even though the cluster itself is noisy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central and general issue here (open, multiple inbound references, broad quantization/offloading scope).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "Different problem domains: FlashAttention/model loading on one side, flaky bbox-range test failure on the other." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated bugs: early-stopping metric lookup vs image processor handling of void segmentation maps." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but they concern different tokenizers and different failure modes; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and different root causes; no evidence of a shared code-path bug." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/continuation arithmetic, but the concrete failures differ and do not look mergeable into one fix." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled generation inconsistency is broader and different from the specific static-cache seq-length tensor bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice_preset handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Generic gguf/from_pretrained breakage is not the same as a specific XLMRobertaTokenizer constructor mismatch." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different symptom classes: masked-LM prediction correctness vs recurrent state reset with cache." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow-vs-fast tokenizer inconsistency does not match the specific T5 special-token method conflict." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Separate model-loading failures with different backends and symptoms; too far apart to be duplicates." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Quantization memory/OOM regression and tokenization changes are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but one is a known num_labels=1 loss-selection bug and the other lacks evidence of the same mechanism." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "CLIP MacOS bus error and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is a different code path from config unwrapping for composite Qwen multimodal models." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal failures: video-input processing vs weight_only loading." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig is not the same bug as GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 device-mapping CUDA assert and PEFT checkpoint loading are different issues." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both concern file/path handling, but one is a cache-path collision and the other is permissions propagation on save." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization junk and from_pretrained behavior inside Python classes are not the same bug." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but 46894 is a specific double-shift ASR bug and 47317 has no evidence of that same pattern." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed/accelerate MOE weight conversion and PEFT ZeRO-3 checkpoint errors are separate failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different accelerate-loading 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": 18, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:29159", + "issue:29925", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43881", + "issue:43883", + "issue:44062", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47333", + "issue:47405", + "issue:47448" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:42490|issue:43329", + "issue:29159|issue:29925", + "issue:43531|issue:44589", + "issue:34567|issue:35707", + "issue:44492|issue:44509", + "issue:43881|issue:44991", + "issue:43606|issue:43653", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45704|issue:47405", + "issue:43388|issue:45059", + "issue:43526|issue:43883", + "issue:44987|issue:45042", + "issue:45923|issue:47333", + "issue:45042|issue:47448", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:45357|issue:46402", + "issue:44898|issue:45072", + "issue:39692|issue:44610", + "issue:44062|issue:44451", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "e8d2ea87530556ff791ad703c85b44cef83c9d946c0d42ba62e317adc40016d6", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35626, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they share surface wording or a broad subsystem, but not the same concrete bug/change. No PRs were present. The set is heterogeneous, so there is no safe global duplicate canonical.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45406 is the clearest, most actionable regression report in the set: it names a specific failing code path (`Gemma4Processor` missing `_tokenizer`) and is narrowly scoped. It is a good triage anchor, but not a duplicate hub for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs and code paths: Gemma4Processor `_tokenizer` crash in serve vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark `voice_preset` handling vs Qwen3 auto device mapping CUDA assert; same general area only at the broadest level." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window/sliding-window terms, but one is Qwen3-MoE config behavior and the other is TimesFM `window_size` AttributeError; different models and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warning is unrelated to a multimodal video token counting bug." + }, + { + "left": "issue:29159", + "right": "issue:29925", + "accept": false, + "reason": "Tokenizer inconsistency in general vs SigLIP specifically not enforcing `use_fast=True`; related theme, not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue is unrelated to the float8 storage loading error." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counter bug vs generation with `inputs_embeds`/`past_key_values`; different trainer/generation paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs vs deprecated pipeline-task documentation; both docs-ish but unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure vs tokenizer loading failure for EMBEDDIA/est-roberta; different models and failure points." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs BigBird tokenizer special-token registration; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrap bug vs CPU-offload incompatibility in rotary embedding; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input validation error in Qwen3OmniMoe vs static-cache slice arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model loading problems, but ScandiBERT loading and est-roberta tokenizer loading are distinct issues." + }, + { + "left": "issue:45704", + "right": "issue:47405", + "accept": false, + "reason": "Apex RMSNorm memory leak vs silent wrong-auto-class conversion skip; no shared bug mechanism." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels vs SAM3 text/box behavior; unrelated training/eval vs model input bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit fast image-processor label reduction vs Molmo missing `all_tied_weights_keys`; completely different subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific converted model fails vs PIL backends incorrectly requiring torchvision; distinct causes and fixes." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Missing gradient-checkpointing flag vs inability to save a disk-offloaded Qwen3 model; not the same problem." + }, + { + "left": "issue:45042", + "right": "issue:47448", + "accept": false, + "reason": "Processor dependency issue vs Gemma4 architecture recognition; only both are model/processor related." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer `post_init` restriction vs Qwen3.5 `num_labels` propagation; unrelated model config bugs." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs inconsistent `from_pretrained` behavior inside Python classes; both involve loading, but not the same defect." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save vs text encoder weights not loaded; different save/load directions and components." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution/interpolation failure vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example issues vs OmDet-Turbo processor output-size mismatch; one is docs/example, the other is a processor-model contract bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` keyword conflict vs model loading failure for ScandiBERT; unrelated tokenizer constructor vs checkpoint loading bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading bug in GraniteSpeech vs quantized-model save/load corruption; different persistence paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43673", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45907", + "issue:46032", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47337", + "issue:47448", + "issue:47458" + ], + "soft_pairs": [ + "issue:30064|issue:36010", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43746|issue:43873", + "issue:44077|issue:47458", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:44995|issue:46858", + "issue:44464|issue:47050", + "issue:43381|issue:43844", + "issue:39692|issue:43493", + "issue:43931|issue:47458", + "issue:43673|issue:47337", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43421|issue:43653", + "issue:44368|issue:45357", + "issue:44857|issue:47050", + "issue:46032|issue:46463", + "issue:43881|issue:47448", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:45356|issue:45907", + "issue:43720|issue:43819" + ], + "prepared_review_unit_hash": "b6b2100dc55d7e1648aa69023c7ee761d2c5a5c216fe169cbf2f67a6d698f951", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports across different models/subsystems. The only clear duplicate soft edge is the Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; the later report is a duplicate of the earlier one. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44514 is the earlier, cleaner report of the Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, so it is the better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative issue because it precisely identifies the failing code path and has a near-identical later duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: segmentation-map handling in Image Processor vs GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: Qwen3.5 embedding unpacking with TRL SFT trainer vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline-related, but they hit different code paths: tokenizer cache loading vs _patch_mistral_regex calling model_info()." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: PEFT/local checkpoint loading for GraniteSpeech vs quantization/offloading behavior." + }, + { + "left": "issue:44077", + "right": "issue:47458", + "accept": false, + "reason": "Unrelated model internals: patchtsmixer post_init policy vs GPT2 c_proj initialization." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different problems: num_labels propagation in Qwen3.5 vs degenerate zero loss in single-label classification." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same underlying crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; wording differs but the code-path failure is identical." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer state bugs: runtime special-token post-processor updates vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation/performance, but one is a video-processor padding bug and the other is an FA2 long-context performance regression." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Different cache issues: stale indexer cache on second forward pass vs device-tensor seq_length breaking static-cache compile arithmetic." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Both involve incorrect outputs, but one is chunked generation with compiled forward and the other is ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime bugs: gradient checkpointing in eval mode vs abnormal gradients with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is a documentation example mismatch/quantization issue and the other is an implementation discrepancy vs JAX." + }, + { + "left": "issue:43931", + "right": "issue:47458", + "accept": false, + "reason": "Different loading/shape problems: Qwen3-VL weight-shape mismatch vs GPT2 c_proj initialization." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Different bugs: missing GenerationMixin cache in chunked_prefill vs a flaky bbox-range test error." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen/VL-related, but one is a weight_only load error and the other is wrong vision_position_ids for video input." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer/regression area, but different concrete failures: backend_tokenizer AttributeError vs Kimi-K2.5 codec handling regression." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizer special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode output." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different concerns: a warning about tie_word_embeddings in LoRA fine-tuning vs incorrect visual-encoder keys saved in Qwen3.5." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different tensor/precision bugs: LwDetrImageLoss AMP crash vs CanineModel fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Mamba2Mixer use_cache correctness vs T5 decoder-input validation error messaging." + }, + { + "left": "issue:43881", + "right": "issue:47448", + "accept": false, + "reason": "Different model-loading issues: glm-4v-9b loading failure vs Gemma4 architecture recognition." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both involve model behavior regressions, but one is SigLIP2 inference inconsistency and the other is CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token post-processor updates vs LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Same broad SigLIP2/quantization area is not enough; these are different problems, with one about example errors and the other about offloading with quantization." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different failures: SigLIP2 example/model discrepancy vs fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different regressions: tokenizer codec/fix_mistral_regex issue vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different BitNet/DAC problems: packed-weight loading during accelerate vs DAC from_latents missing STE mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all cited items are issues, and the only clear duplicate pair is issue:44514 / issue:44545 with matching titles and closely aligned descriptions. The other soft-edge verdicts are stated conservatively as non-duplicates based on different titles/code paths. No PR pair judgment is needed because the packet contains no PRs." + }, + "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": 20, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39921", + "issue:41720", + "issue:43295", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44863", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46650", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050", + "issue:47405", + "issue:47458" + ], + "soft_pairs": [ + "issue:43540|issue:46294", + "issue:43550|issue:43819", + "issue:43596|issue:44220", + "issue:43550|issue:43927", + "issue:43295|issue:45834", + "issue:44821|issue:45084", + "issue:44488|issue:47020", + "issue:45072|issue:47050", + "issue:30064|issue:36331", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:45381|issue:46693", + "issue:41720|issue:44991", + "issue:43531|issue:43643", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:39921|issue:44936", + "issue:43611|issue:46665", + "issue:46829|issue:46832", + "issue:44863|issue:47458", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:34634|issue:36010", + "issue:46650|issue:47405", + "issue:44991|issue:47020", + "issue:44008|issue:46858", + "issue:44843|issue:45081", + "issue:44561|issue:45020", + "issue:45987|issue:46829" + ], + "prepared_review_unit_hash": "1d1fcd138530588b1f70bc34a79ae67fa3ea7800367ba491028b32bd97315867", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are clearly distinct bugs across different models, APIs, or runtime paths. The only plausible duplicate pair is the two Mistral `_patch_mistral_regex` reports, which hit the same helper during tokenizer loading and could likely be fixed together.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44843 is the best canonical issue: it targets the shared `_patch_mistral_regex` code path at the broadest/root-cause level, while 45081 looks like a narrower symptom in the same area.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the most actionable and general report in the only credible duplicate pair, with a clear failure mode and a likely shared fix surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video input, but they are different Qwen variants and different failure modes (`ValueError` vs chat-template feature/token mismatch)." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated bugs: torch.compile/SDPA in Bamba versus DAC latent reconstruction/STE behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and symptoms: Deepspeed Zero3/BertModel indexing versus audio fbank feature extraction." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different model/runtime issues: Bamba compile failure versus DiaConfig token ID persistence/generation error." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal, but one is a processor regression and the other is a Kosmos OCR long-input indexing bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "No shared concrete bug: loading an AutoImageProcessor from URL versus a template-compilation type error." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading related, but the affected models and failure mechanisms differ substantially." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but one is bfloat16 inference in SwitchTransformers/TimmWrapperModel and the other is fp16 ONNX export in CanineModel." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: image segmentation processing versus custom trainer loss signature compatibility." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to tokenizer loading failure for a specific model." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Different bug classes: tokenizer special-token registration versus BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs in Qwen2.5-VL is unrelated to long-context FA2 performance regression." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: device-mapping cuda assert in Qwen3 versus tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "One is a Qwen3-MoE sliding-window issue; the other is a `trust_remote_code` config-field loss issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and errors: video processing failure in Qwen3OmniMoe versus Gemma3n forward variable collision." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and `add-new-model-like` tokenizer mapping behavior are unrelated." + }, + { + "left": "issue:39921", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3N special-token projection error is unrelated to trainer evaluate/train state behavior." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading, but one is a v5 `base_model_prefix` breakage and the other is a generic from_pretrained-in-class inconsistency." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model heads and failures: output field misassignment versus RT-DETR feature-level mismatch." + }, + { + "left": "issue:44863", + "right": "issue:47458", + "accept": false, + "reason": "Nemotron checkpoint loading failure and GPT2 c_proj initialization are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent conversion mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding bug and Perceiver non-default resolution bug are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:46650", + "right": "issue:47405", + "accept": false, + "reason": "One is a non-idempotent save_pretrained rename bug; the other is a wrong-Auto-class silent conversion/load issue." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer load failures, but they involve different tokenizer implementations and distinct root causes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n forward naming collision is unrelated to static cache sequence-length tensor behavior." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": true, + "reason": "Both hit the same `_patch_mistral_regex` path during Mistral tokenizer loading, and a single fix to that helper could plausibly address both the offline model_info call and the backend_tokenizer attribute crash." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote-code breakage, but they point to different regressions and different missing functionality." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length return type and video classification output fields are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only accepted pair is well-supported by both issues pointing to `_patch_mistral_regex` in the Mistral tokenizer-loading path, and the remaining soft-edge rejections stay cautious about differing models, subsystems, or failure modes. The summary does not overclaim beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 21, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43550", + "issue:43577", + "issue:43582", + "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:44534", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45183", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46752", + "issue:46932", + "issue:47276", + "issue:47337", + "issue:47458" + ], + "soft_pairs": [ + "issue:39692|issue:45834", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:45987|issue:46932", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:46294|issue:46463", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:45183|issue:45479", + "issue:46752|issue:47337", + "issue:43782|issue:44977", + "issue:44534|issue:47458", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43644|issue:43749", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:44610|issue:45072" + ], + "prepared_review_unit_hash": "734aac357787418ef124364e6edf21947dd7e4ba2ecb76eab051a5696e4080a2", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35658, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, config, dtype, or generation regressions. None of the soft edges look like the same underlying bug/change strongly enough to merge, so all candidate links are rejected. The only recurring theme is broad Transformers v5 regressions, but the concrete failure modes still differ.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set. If forced, issue 44534 is the broadest and most central report in the v5 non-persistent-buffer regression family, but the cluster is too mixed for it to be a reliable duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the best global representative only in a loose sense because it is broad and clearly framed; however, the overall set is too diverse for any issue to be a strong canonical for the entire cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different products and failure modes: SigLIP2 doc example/model-processor mismatch and quantization errors vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code AutoConfig and the other is strict config blocking granite_speech; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model-specific architecture issues: sparse-layer creation in SwitchTransformers vs RoPE layer dropping in Smollm3." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq length contract bug is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is Pegasus output drift and the other is CamemBERT masked LM prediction regression; different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 NER/padding is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next models is not the same as an MPS histogram kernel missing for Int." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure for a specific model and pipeline import failure due kernels version requirements are different issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate v5 regressions with different affected components." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal dtype/forward bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token/feature mismatch in Qwen3.5-9B is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate failing after train are not the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch during CPU offload for bark-small is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is not the same as dtype mismatch inference failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug in TokenizersBackend is distinct from Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA missing temporal attention/shared weights are unrelated model bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM efficient loading failure are different regressions with different symptoms and fixes." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but one is about num_return_sequences in paged generate and the other about synced_gpus in continuous batching; not the same change." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output-size mismatch for OmDet-Turbo is unrelated to dtype mismatch inference bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error messaging and single_label_classification zero-loss behavior are different sequence-classification problems." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "apply_chat_template empty-list crash and bbox coordinate range flaky test do not share the same code path." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only error and Qwen3.5 flash-attention generation failure are separate model/runtime issues." + }, + { + "left": "issue:44534", + "right": "issue:47458", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is not the same as GPT2 c_proj weights being incorrectly initialised." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "These are closely related v5 regression reports, but they are still not clearly the same concrete bug from the available evidence; keep them separate unless a later fix directly links them." + } + ] + }, + "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": 22, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "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:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46285", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46851", + "issue:47217", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43540|issue:45381", + "issue:34634|issue:36331", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:47276|issue:47337", + "issue:43749|issue:44291", + "issue:43931|issue:46846", + "issue:43825|issue:43994", + "issue:42175|issue:45081", + "issue:43742|issue:45020", + "issue:43388|issue:46032", + "issue:47254|issue:47333", + "issue:46697|issue:46728", + "issue:42915|issue:47333", + "issue:44671|issue:45701", + "issue:47254|issue:47332", + "issue:43782|issue:45325", + "issue:43577|issue:43582", + "issue:44589|issue:45042", + "issue:46851|issue:47337", + "issue:36010|issue:43645", + "issue:43262|issue:47217", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45003|issue:46285", + "issue:36010|issue:36331" + ], + "prepared_review_unit_hash": "28c22fa232e25cabd83f72eb5ecf861bb76bdafb8dc4bdc3c9f2e05903114f0a", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36275, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. None of the soft pairs look like the same concrete bug/change closely enough to merge, so I rejected all candidate duplicate edges. The only borderline cases are broad thematic overlaps (tokenizers, loading, VL models), but they still describe different failures and code paths.", + "confidence": 0.89, + "canonical_issue_reason": "No true duplicate group stands out in this cluster. If one issue must serve as a representative, #45020 is the broadest and most general regression report, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most broadly scoped and useful representative issue in this set, with a clear regression framing and wide impact; however, it still does not subsume the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are VL/video-related, but they describe different model families and different failure modes; not the same concrete bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated subsystems: BarkProcessor voice preset vs Trainer compute_loss signature." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer behavior overlaps, but one is about an added-token spacing bug and the other is a broader slow/fast tokenizer inconsistency; too vague to treat as the same defect." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different loading/inference issues affecting different models and paths; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model construction, but one is a Jupyter/custom-model initialization breakage and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A warning-message issue and a flaky bbox-range test are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading, but FSDP CPU RAM efficient loading and init_empty_weights argument handling are distinct code-path failures." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different root causes; one is a weight-shape mismatch, the other a tensor-parallel plan omission." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 bad outputs are different issues." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging/install issue vs tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading regressions, but the concrete failures differ: MobileLLM key error vs remote_code breakage." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to Mamba2Mixer cache correctness." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient-checkpointing/ZeRO checkpoint errors are not the same as disk-offload save failures." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing shape issues, but over-padding and patch-count calculation are different bugs in different processors." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "FP8 quantization failure and offloaded model save failure are different problems." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A masked-LM prediction regression and a broad tokenization version-change report are not the same concrete defect." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading-related failures: checkpointing error vs cannot save disk-offloaded model." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a weight_only loading error and the other is a rope/position-id bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision requirement are unrelated." + }, + { + "left": "issue:46851", + "right": "issue:47337", + "accept": false, + "reason": "Variable-length position_ids in Qwen3.5 is unrelated to a flaky bbox-coordinate test." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization failures are different symptoms and code paths." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder failures are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor sampling-rate default and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different implementation issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression and Trainer compute_loss signature mismatch 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": 23, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28370", + "issue:29159", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44610", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45859", + "issue:46175", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:46932", + "issue:47050" + ], + "soft_pairs": [ + "issue:46175|issue:46932", + "issue:45372|issue:46326", + "issue:43531|issue:45042", + "issue:43550|issue:44912", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:43825|issue:43827", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:42915|issue:44821", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43257|issue:43696", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:43906|issue:46209", + "issue:43746|issue:44811", + "issue:28370|issue:29159", + "issue:38175|issue:44610", + "issue:45084|issue:45538", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:44291|issue:45042" + ], + "prepared_review_unit_hash": "3deede376aa08c4962e9ef4e63e32c6aecdc66bdf33a153bfbb71a5999527a89", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36205, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster emerged: the items cover many unrelated Transformers bugs/regressions across tokenizers, multimodal processors, quantization, loading, and docs. All soft edges look like topical similarities rather than the same underlying change or bug. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue; the set spans unrelated regressions and none of the soft pairs is a true duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue best represents the whole set for deduplication; #43825 is the closest to a general anchor, but it only covers pipeline messaging/docs and not the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge vision patch-embedder memory issue and the other is dtype casting for quantized embedders; different code paths and fixes." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different failures: Gemma4 processor loading breaks on a missing import, while the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL/torchvision dependency requirements are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba, the other is MXFP4 loading falling back to bf16 for git-oss-20b." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging missing TensorFlow in a torch extra is not the same as kernels v0.15 import-time version/revision validation." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training issues: DeepSpeed ZeRO-3 with a non-pretrained Bert model vs evaluate() failing after train()." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to pipeline v5 removals, but one is a runtime error message and the other is documentation drift; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/STE mismatch and DiaConfig token ID persistence are separate model/config bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Accelerate+DeepSpeed Qwen3-MoE weight conversion and undefined multimodal token helper names are distinct issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading, but gguf_file support and a tokenizer regression for EMBEDDIA/est-roberta are different root causes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patching crash and Gemma4Processor missing _tokenizer are unrelated loading failures." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they involve different models and different mis-tied parameters." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift in v5 are separate vision bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE weight conversion and GPT-oss-20b CUDA OOM are not the same problem." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 flash-attention generation issues are different model-specific failures." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to Canine ONNX export dtype mismatch." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "One is just an isolated reproduction of another issue; the other is an FP8 inference failure on B200, not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode special-token handling are different code paths." + }, + { + "left": "issue:28370", + "right": "issue:29159", + "accept": false, + "reason": "Missing vocab_file for custom SentencePiece models is a specific tokenizer-save/load bug, not the same as general slow/fast tokenizer inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor size mismatch are distinct vision-model regressions." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation errors and CLIPTokenizer model_max_length are unrelated tokenizer/template issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The latter is a broad video-input regression across Qwen VL variants; the former is a specific undefined-name bug in one multimodal-token helper, so they are not clearly the same fix." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M loading key error are unrelated model-loading problems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path import warning and Qwen3-MoE accelerate/deepspeed conversion failure are different issues." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are separate audio-processing bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized signature mismatch and PIL backend torchvision dependency requirements 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": 24, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45081", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47333", + "issue:47458" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43329|issue:45600", + "issue:39692|issue:44912", + "issue:43526|issue:44554", + "issue:43329|issue:43450", + "issue:44387|issue:44617", + "issue:34567|issue:40990", + "issue:44589|issue:47333", + "issue:29159|issue:34567", + "issue:45081|issue:47020", + "issue:43257|issue:43931", + "issue:43756|issue:47458", + "issue:43425|issue:46291", + "issue:44987|issue:45538", + "issue:43525|issue:46291", + "issue:44912|issue:47145", + "issue:44291|issue:44821", + "issue:45459|issue:45803", + "issue:43540|issue:46701", + "issue:43742|issue:44291", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:28282|issue:29870", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:46421|issue:46424" + ], + "prepared_review_unit_hash": "19ec37957571c8ba536cff4bf9049a494adcb15596118981961c12c2e7b5dc82", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35346, + "estimated_input_tokens": 8837, + "estimated_eval_tokens": 17930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are distinct bugs in different models, loaders, tokenizers, cache paths, or training utilities. None of the soft pairs look like the same underlying defect, so I would not collapse any of them 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:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading behavior, but one is about missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` and the other about `AutoModelForCausalLM.from_config` not unwrapping `text_config` in composite multimodal configs. Different code paths and failures." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "One is a video multimodal token-counting bug with undefined helpers; the other is stale `auto_mappings.py` references breaking CI. Same broad area only, not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is unrelated to GPT-OSS MXFP4 quantization falling back to bf16. Different model families and root causes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "`reduce_labels` returning the wrong label count in `BeitImageProcessorFast` is unrelated to an MPS attention correctness bug. No shared code path." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processing, but one is undefined multimodal-token helper names and the other is incorrect batched video input shape. Different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is increased CUDA reserved memory under int4 quantization and the other is a Sam3Video memory blowup. Not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking not updating is unrelated to high perplexity on GPT-OSS. Different subsystem and symptom." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup failure during loading is unrelated to saving a disk-offloaded Qwen3 model. Different storage/load path." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is not the same as `num_input_tokens_seen` failing to update in `TrainerState`." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer issues, but one is a Mistral regex patch crashing on `backend_tokenizer` and the other is XLMRoberta passing a dict where `Unigram` expects a sequence. Different models and bugs." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3 loading, but one is MOE weights not converted with accelerate+deepspeed and the other is shape mismatch for Qwen3-VL-30B-A3B-Instruct. Not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:47458", + "accept": false, + "reason": "Smollm3 RoPE-layer handling and GPT-2 `c_proj` initialization are unrelated model-initialization bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is a dependency/version issue; kernels v0.15 import failure is a separate package-contract problem." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading `physical-intelligence/fast` on transformers>=5.1.0 and CLIPTokenizer's huge `model_max_length` are unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` is a model config bug, not the `kernels` version/revision import problem." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading related, but one falls back to bf16 for MXFP4 and the other misses `weight_scale` for frozen FP8 checkpoints. Different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` receiving an unexpected `_is_hf_initialized` arg is unrelated to loading `AutoImageProcessor` from a URL." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are error-handling concerns, but one hides tokenizer decode errors without protobuf and the other uses a bare `except` in `FuyuBatchFeature.convert_to_tensors()`. Different locations and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal pipeline failures, but one is Qwen3OmniMoe video input validation and the other is DiffusionGemma image-text-to-text output handling. Not the same issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M is unrelated to the `_is_hf_initialized` argument regression in `init_empty_weights`." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "`ADD THE DATA` is not a technical bug report; it is unrelated to the isolated reproduction of issue 38071." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading being broken and disabling mmap on Strix Halo to avoid OOM are separate memory/loading problems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found import error is a missing dependency issue; Llama 3.2 Vision model loading breakage in 4.46.2 is a specific model compatibility regression." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel import failing without PyTorch and Bart generate hitting an unbound decoder attention mask are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision tying `lm_head` weights and BLIP2 dtype staying float32 are both model-loading quirks, but they affect different models and mechanisms." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP community model is unrelated to TrainerState token counting." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache logic, but one is lazy cache init causing recompilation and the other is `max_cache_length` only being honored for Quantized Cache. Different behaviors." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33666", + "issue:34567", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43697", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44479", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:44479|issue:46693", + "issue:44589|issue:47332", + "issue:42175|issue:43824", + "issue:44568|issue:45356", + "issue:43531|issue:44821", + "issue:42915|issue:45538", + "issue:24643|issue:29159", + "issue:43582|issue:47254", + "issue:43697|issue:45357", + "issue:44936|issue:46821", + "issue:45137|issue:45405", + "issue:43404|issue:45127", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:44857|issue:46832", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:45538|issue:46869", + "issue:39379|issue:44554", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:42915|issue:43749", + "issue:42915|issue:47332", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:33666|issue:35308", + "issue:44062|issue:45081", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "9cbb5f668013eb2f9a051a24f088c9da5972de6cf61c66453ba463df12c71585", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36708, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only convincing soft edge is the Qwen-VL video-input regression pair (44479 \u2194 45381); the rest span unrelated tokenizer, training, packaging, and model-specific bugs.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the broadest and most central anchor in the only real overlap area: it describes a Qwen-VL video-input regression affecting multiple model variants, which fits the narrower qwen2.5-vl video-position bug as a manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best issue to represent the cluster\u2019s closest duplicate-like theme because it has the widest scope and is the clearest umbrella for the Qwen video-input regression subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention regressions, but one is Qwen-VL video input and the other is FA2 long-context generation performance; different code paths and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Different failure modes: missing Float8 storage vs disk-offloaded Qwen3-VL save issues; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing model import; only broad install/import context overlaps." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and different tokenizer mechanics (special tokens vs codec/fix_mistral_regex handling)." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window/model bug and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error and slow/fast tokenizer inconsistency are unrelated subsystems." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator TypeError and PEFT/ZeRO-3 checkpointing error are distinct training/runtime failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output mismatch and Qwen3.5 visual encoder save_pretrained key corruption are different bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure and TimesFM window_size AttributeError do not share a concrete code path." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Mistral3 weight tying bug and LoRA merge collapse with extended vocab are different model-state issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Environment-missing-PyTorch import error and LayoutLMv3 box validation clarity issue are not duplicates." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken kwarg collision and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetr AMP crash and RT-DETR backbone/features mismatch are separate detection-model failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenizer behavior, but the affected models and failure mechanisms differ substantially." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3OmniMoe video processing are unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max-length constant and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and MPS attention correctness are different attention-path issues." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video input, but they are different model families and the reported failures point to different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video error and Qwen3-vl-embedding StopIteration are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and FSDP CPU RAM efficient loading breakage are unrelated training/config issues." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are different Qwen3-family issues." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression in 5.3.0; 45381 is a narrower symptom of the broader video-position bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and custom compute_loss signature mismatch are distinct trainer API issues." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and missing PyTorch import are completely different problems." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and IterableDataset length mismatch are both training-related but not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Duplicate of the earlier tokenizer-pair verdict: the errors are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are separate model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: it correctly treats the set as mostly heterogeneous while elevating the Qwen video-input regression pair as the only plausible duplicate-like edge. The accepted 44479 \u2194 45381 link is supported by the titles, and the other verdicts read as appropriately cautious rather than overstated." + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:28370", + "issue:29870", + "issue:42175", + "issue:42796", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:45005", + "issue:45072", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46512", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47405" + ], + "soft_pairs": [ + "issue:42175|issue:44488", + "issue:43493|issue:43994", + "issue:43577|issue:46512", + "issue:43742|issue:44589", + "issue:28282|issue:28370", + "issue:44792|issue:44964", + "issue:43742|issue:47333", + "issue:44987|issue:45907", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:44849|issue:45701", + "issue:43756|issue:46399", + "issue:45672|issue:45674", + "issue:45823|issue:46463", + "issue:43257|issue:43756", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:43540|issue:46693", + "issue:43257|issue:47405", + "issue:44625|issue:44877", + "issue:43742|issue:47332", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:43452|issue:44488", + "issue:44466|issue:45005", + "issue:24643|issue:29870", + "issue:46463|issue:46899", + "issue:42796|issue:43906" + ], + "prepared_review_unit_hash": "104d04022dfb4911441aed8b92f133e381b0140cb2e0e93d3cfba04c49781764", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36960, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers bugs: tokenization, dtype propagation, config loading, multimodal preprocessing, offloading, and performance regressions. The soft pairs share broad subsystems or similar words, but not the same concrete failure path, so I reject all edges. No single canonical issue/PR stands out cleanly.", + "confidence": 0.83, + "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions (tokenization, dtype, configs, multimodal, offloading, performance).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the clearest self-contained regression report and the strongest representative of the small tied-weights serialization theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is a TensorFlow packaging/backend omission; the other is a model-loading failure. Different bug classes." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported symptoms and likely fixes differ; no clear shared code-path bug from the titles alone." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype state, but one is BLIP2-specific model/qformer loading and the other is generic from_config dtype staleness. Not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error while loading a model and a missing Float8 storage type error are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:28370", + "accept": false, + "reason": "Import-time PyTorch dependency error vs tokenizer attribute handling; different layers and different fixes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failure modes: a Janus test regression versus a Phi-4 multimodal load regression." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "They both mention loading/saving, but the models and failure paths differ; not enough to treat as the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "One is a model-load regression, the other is an API forwarding bug in list_repo_files. Unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch positional encoding/rope concepts, but one drops layers and the other mis-scales temporal positions. Different concrete bugs." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs a pipeline output/processing failure; different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 vs tokenizer-version-dependent tokenization changes. Unrelated." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE layer truncation and missing kernel registration decorator are not the same bug." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but one is an unsafe uint8 finfo cast and the other is lm_head exclusion handling. Different root causes." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Device-map/PLE mismatch in Gemma4 vs a T5 decoder-input validation message bug. Different issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate+deepspeed vs Smollm3 rope-layer dropping. Different models and problems." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "An incorrect error message and a misleading warning message are separate message-level issues, not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor placement bug vs T5 validation messaging. No shared code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump/release issue vs an auto_mappings CI break from removed configs. Different maintenance problems." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of an older issue; the other is a FA2 long-context performance regression. Not the same change or bug." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs a generation performance regression. Different failures." + }, + { + "left": "issue:43257", + "right": "issue:47405", + "accept": false, + "reason": "Conversion failure during loading with deepspeed vs silent wrong-class conversion skipping. Related theme, but distinct bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is num_labels propagation and the other is strict config loading. Not the same root cause." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Model key error on load vs disk-offloaded save failure. Different bugs." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Special-token insertion regression vs leading-space encode/decode regression. Both tokenizer-related, but not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they affect different models and code paths; too broad to merge." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading models, but the specific mechanisms differ and there is no clear shared failing path from the titles alone." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent serialization regression and the other is a translation-model tied-weight behavior report. Too little evidence to merge." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape error vs Bart generate decoder-mask initialization bug. Unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging vs Gemma4 multimodal 4-bit dtype casting. Different code paths and fixes." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a reproduction issue reference. No shared 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": 27, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43572", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000", + "issue:47013", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:43452|issue:44843", + "issue:44821|issue:46821", + "issue:43697|issue:46829", + "issue:43720|issue:44898", + "issue:44756|issue:47404", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:45357|issue:45920", + "issue:44361|issue:44442", + "issue:46846|issue:47404", + "issue:43697|issue:45216", + "issue:44756|issue:47332", + "issue:43688|issue:43749", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:45372|issue:46170", + "issue:43572|issue:43643", + "issue:44857|issue:47000", + "issue:43761|issue:47013", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:43688|issue:45704", + "issue:43525|issue:46701", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "4dc0ab76db6a978404290dd40c0a0bae0da5a1afddd792f6500b3f28245b6980", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36772, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All 30 soft pairs look like false positives: they share broad themes like tokenizer loading, config regressions, or OOMs, but the concrete bugs, models, and code paths differ.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the best umbrella issue here because it is a concrete, multi-model v5 tokenizer regression with clear user impact and a broader scope than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest standalone issue: it is specific enough to reproduce, affects multiple model families, and reflects a real cross-model regression rather than a one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is about gguf_file breaking model/tokenizer loading while the other is an offline model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: URL loading of AutoImageProcessor versus a TimesFM 2.5 window_size AttributeError." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and code paths: RTDetrV2 output divergence versus VideoPrism hidden_states being misassigned in ImageClassifierOutput." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated bugs, despite both being model inference issues." + }, + { + "left": "issue:44756", + "right": "issue:47404", + "accept": false, + "reason": "Both mention OOM, but the causes differ: mmap on Strix Halo versus unbudgeted contiguous() transients during device_map conversion." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different architectures and bugs: Gemma-4 FSDP2 shared_kv_states reconstruction versus Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is rotary_pct not persisting on reload; the other is a TypeError converting rope params from a JSON-loaded list." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated implementation defects." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but one is BigBird special-token registration and the other is an MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq save/load breakage are different regression patterns and not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-to-tokenizer regression are separate multimodal issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both concern Qwen3.5 / tokenization-related regressions, but one is incorrect visual encoder keys in save_pretrained while the other is wrong token IDs across several models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Two different tokenizer failures: MLukeTokenizer task AttributeError versus AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:46846", + "right": "issue:47404", + "accept": false, + "reason": "Both can lead to OOM, but one is a tensor-parallel planning issue and the other is transient GPU memory from conversion ops during loading." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and failure modes: RTDetrV2 output mismatch versus Qwen3.5 incorrect checkpoint save_pretrained behavior." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Both are memory/offloading related, but disable mmap for Strix Halo is not the same as failing to save a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but the offline model_info() patch issue is distinct from EMBEDDIA/est-roberta failing on transformers >=5.0.0." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: Qwen2.5-VL multi-image finetuning with IterableDataset versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "One is a mistral_common import regression affecting Gemma 4 processors; the other is a Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43572", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but one is StableLmConfig pad_token_idx after 5.0 and the other is a generic trust_remote_code AutoConfig field-loss bug." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and errors: float16 AMP crash in LwDetrImageLoss versus infeasible cost matrix in RTDetrLoss." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states being None and xLSTM returning a bare tensor instead of a tuple are different forward-contract bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-registration issues, but tensorboard-without-TensorFlow and tensorflow_text missing from BACKENDS_MAPPING are distinct failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading are unrelated issues." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to tokenization changing across transformers versions." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different concerns entirely: loss normalization versus T5 silently using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing is a config attribute bug; DiffusionGemmaGenerationOutput pipeline failure is a different multimodal generation issue." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "The offline model_info() regression and est-roberta tokenizer loading failure are not the same code-path problem." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode failure and DiaConfig losing custom token IDs after save/load are different tokenization/config 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": 28, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28370", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:43295|issue:45356", + "issue:44479|issue:44625", + "issue:44464|issue:44743", + "issue:46832|issue:46932", + "issue:43550|issue:44361", + "issue:43653|issue:44568", + "issue:43761|issue:46829", + "issue:41720|issue:44464", + "issue:43452|issue:43577", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:28370|issue:34567", + "issue:44466|issue:46050", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:43782|issue:46693", + "issue:45405|issue:47254", + "issue:43504|issue:43720", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43643|issue:44561", + "issue:43278|issue:43688", + "issue:43688|issue:45440", + "issue:43504|issue:44610", + "issue:44625|issue:47276", + "issue:43720|issue:44361", + "issue:44734|issue:46612", + "issue:43577|issue:44554", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "ec140a9cbe911ccd55f351838beaba2ac63060477bf60f68a607f8c1614ea4fb", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37571, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a true duplicate set: it mixes unrelated tokenizer, training, generation, config, and model-loading bugs. All soft links are only superficial topical similarity, so none should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items are heterogeneous and do not describe the same underlying bug or change; they only share broad Transformers-related vocabulary.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be used as the anchor, issue:43295 is the strongest standalone report: it names a concrete regression, a specific version, and a reproducible failure mode in custom model code.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: multi-GPU Qwen2-VL training vs a GenerationMixin import error. No shared code-path or fix." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but they affect different tokenizer/model paths and different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Same family (Qwen3.5) but unrelated bugs: video input regression vs config field propagation." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but the concrete bugs and model code paths are different." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level handling and Gemma4 quantized dtype casting are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "These are unrelated: torch.compile/SDPA on Bamba vs a tokenizer AttributeError on tasks." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the model-specific failures and root causes differ." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both touch output_hidden_states, but they are different model implementations and opposite output-shape issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is unrelated to Blip2 dtype preservation." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training failure and CustomTrainer.compute_loss signature mismatch are separate trainer bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention FA2, but one is a Qwen3.5 correctness bug and the other is a performance regression." + }, + { + "left": "issue:28370", + "right": "issue:34567", + "accept": false, + "reason": "SentencePiece vocab_file loading and TrainerState token counting are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load serialization, but the tied-weight/device issue is not the same as quantized sinq persistence." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy BEiT field loading and Bamba compile/SDPA are different code paths with no common fix." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but one is compiled-forward chunking and the other is FA2 behavior on Qwen3.5." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "General v5 tokenization-space behavior change is not the same as the CodeLlama leading-space regression." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both are training-related, but one is a NoneType broadcast error and the other is a Qwen2-VL multi-GPU issue." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Weight_only loading for Qwen3VL is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Dependency version pinning and a PEFT/DeepSpeed checkpointing error are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model families and failures: BEiT legacy field loading vs BitNet packed-weight loading." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight handling and DiaConfig save/load field loss do not share the same fix." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are unrelated model bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both touch MoE models, but the bugs are different: loss normalization vs native/remote implementation divergence." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy preset loading for BEiT and OmDet-Turbo processor resolution are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a misleading synced_gpus warning are different issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerated loading and MLukeTokenizer task-time AttributeError are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache continuation indexing and beam-search cache reorder skipping are different generation paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading and MPS attention correctness are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config token fields, but they affect different models and different attributes." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28218", + "issue:29925", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43531", + "issue:43572", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44704", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46846", + "issue:47332", + "issue:47404", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:45823|issue:46050", + "issue:44514|issue:45290", + "issue:44484|issue:44704", + "issue:43334|issue:45759", + "issue:43611|issue:46846", + "issue:28218|issue:33357", + "issue:39692|issue:43295", + "issue:43334|issue:43572", + "issue:44977|issue:46209", + "issue:44488|issue:44843", + "issue:45405|issue:47332", + "issue:43994|issue:46192", + "issue:43257|issue:47404", + "issue:42796|issue:44977", + "issue:43493|issue:43825", + "issue:45491|issue:46002", + "issue:43927|issue:44361", + "issue:43531|issue:47436", + "issue:44554|issue:46365", + "issue:43646|issue:44466", + "issue:43572|issue:44291", + "issue:44568|issue:45812", + "issue:44568|issue:46489", + "issue:46050|issue:47448", + "issue:43278|issue:43701", + "issue:44493|issue:47448", + "issue:28218|issue:29925" + ], + "prepared_review_unit_hash": "b243b2d77fd5c78fa19ccdbb725d2cacd740fa4d983da1bd097da4b46b0fa83e", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes many unrelated Transformer issues across tokenizers, multimodal processors, model loading, config regressions, and attention/offloading bugs. None of the soft pairs look like the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency version bump for PEFT. Different problem, different fix." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to broken quantized save/load behavior. Same broad area, but different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat template/processor flows, but one is batching with padding=False and the other is assistant tool-call messages with no content. Distinct failures." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Max shard size question is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id AttributeError is a config attribute bug; the other is AutoModelForCausalLM not unwrapping text_config for composite multimodal configs. Different issue." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3.5/model loading behavior, but one is a base_model_prefix regression and the other is missing linear_attn TP plan entries causing OOM/shape errors. Not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space insertion is unrelated to a MacOS bus error on a community CLIP model." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example/doc errors are unrelated to a regression in processor.tokenizer access and image passing." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute errors, but for different missing fields and different models (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert is unrelated to offline-mode breakage from an unconditional model_info() call." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "PEFT version bump and inability to save a disk-offloaded model are different problems with no shared code path." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Granite tokenizer wrong IDs is a tokenizer logic regression; return_tensors being ignored with text_kwargs is a different API behavior issue." + }, + { + "left": "issue:43257", + "right": "issue:47404", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to device_map loading OOM from transient contiguous() allocations." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and Qwen3.5 flash-attention generation are separate bugs in different components." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to a pipeline error message incorrectly suggesting translation tasks in v5." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window/all-padding attention are unrelated to classification heads producing NaNs after checkout+init." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig losing custom token IDs on save/load is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43531", + "right": "issue:47436", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is not the same as Qwen2_5OmniConfig missing max_position_embeddings." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug has nothing to do with importing Trainer conflicting with datasets." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are different regression classes." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx after 5.0 update and unexpected _is_hf_initialized argument with init_empty_weights are separate config/init issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "MDeBERTa special-token handling and Granite AutoTokenizer wrong IDs are both tokenizer bugs, but not the same model or failure mode." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "MDeBERTa BOS/EOS omission is unrelated to DeepSeek-Coder v1 incorrect output and a gap in a prior tokenizer fix." + }, + { + "left": "issue:46050", + "right": "issue:47448", + "accept": false, + "reason": "Quantized model save/load breakage is unrelated to Gemma4 architecture not being recognized." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44493", + "right": "issue:47448", + "accept": false, + "reason": "Unexpected position-id keys and Gemma4 arch recognition are distinct model/config loading problems." + }, + { + "left": "issue:28218", + "right": "issue:29925", + "accept": false, + "reason": "Additional space after added token and SigLIP tokenizer not enforcing use_fast=True are different tokenizer issues with different 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": 30, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43278", + "issue:43381", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47013", + "issue:47254", + "issue:47404", + "issue:47436" + ], + "soft_pairs": [ + "issue:43873|issue:47404", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:46209|issue:46710", + "issue:42490|issue:43696", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:43994|issue:44493", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:15354|issue:38175", + "issue:43572|issue:47436", + "issue:45245|issue:46710", + "issue:47013|issue:47254", + "issue:44849|issue:45357", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44849|issue:46209", + "issue:45200|issue:45229", + "issue:37428|issue:43957", + "issue:43493|issue:43701" + ], + "prepared_review_unit_hash": "4b143798ddc1f8741a883777d42684933ec23f09a3d07797dbf64054c9783792", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "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; the soft links are too weak to treat any pair as duplicates. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits well because the items span unrelated bugs across loading, tokenization, training, inference, and CI.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the broadest standalone report: it describes a concrete model-loading regression affecting multiple models under Transformers 5.x.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:47404", + "accept": false, + "reason": "Both mention offloading/memory, but one is about quantization offload behavior and the other about transient OOMs during device-map loading; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is unrelated to the ZeRO-3 gradient growth problem." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is a model fidelity issue, not the same as a DeepSpeed gradient anomaly." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in Beit and CPU offload device mismatch in Bark are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen VL class is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different failures: TimesFM attribute error vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import-key handling are distinct low-level import/runtime issues." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 hardware and an accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Path-trailing-slash import warning is unrelated to a CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit pretrained-load legacy-field handling is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both involve device issues, but the Bark CPU-offload mismatch and GraniteSpeech CI stale override are different failures." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across models is not the same bug as the CLIP text-model structure change." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected key warnings have different symptoms and likely different causes." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "BF16 dtype mismatches in inference are unrelated to RT-DETR's feature-level indexing error." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading problems and save/load breakage after sinq quantization are separate issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are distinct generation bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43572", + "right": "issue:47436", + "accept": false, + "reason": "Both are missing config fields, but for different models and different attributes; not a duplicate." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime error and an accuracy regression are unrelated." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM unpacking crash and PEFT+DeepSpeed checkpoint errors are different training-time failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and incorrect save_pretrained visual keys are separate bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation errors are unrelated to flash_attn import key errors." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve-path bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA effectiveness and eval-mode prohibition are related only broadly, not the same defect." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM during multi-GPU inference and Gemma4 PLE device mismatch are different runtime issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient instability is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counting are unrelated subsystems." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated problems." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU OOM are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch and resume-from-checkpoint key mismatch 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": 31, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:27957", + "issue:28370", + "issue:29942", + "issue:30333", + "issue:34689", + "issue:37428", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:44186", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47145", + "issue:47332", + "issue:47404" + ], + "soft_pairs": [ + "issue:41720|issue:46710", + "issue:43937|issue:46701", + "issue:44849|issue:47145", + "issue:47332|issue:47404", + "issue:44977|issue:46701", + "issue:43065|issue:46369", + "issue:43295|issue:43450", + "issue:44554|issue:45446", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:44869|issue:46752", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:29942|issue:30333", + "issue:43540|issue:45200", + "issue:28370|issue:34689", + "issue:45406|issue:46121", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:44186|issue:46192", + "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:45520|issue:46178", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:27957|issue:28370" + ], + "prepared_review_unit_hash": "8d6e7052d980c0fbafd75c3d5c2efc07645a85200f50aa439a7c6bd0ad6f9c42", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36402, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "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 across model loading, processor/tokenizer handling, flash-attention, offloading, and config regressions. None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43295 is the broadest and most central regression here: it describes a framework-level processor/tokenizer break that is closest to several other multimodal input-handling issues in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "43295 is the best anchor issue for the cluster because it is a clear cross-cutting regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Both mention Qwen models, but one is a cudaErrorAssert during auto device mapping and the other is an accuracy regression after an upgrade; different bugs and code paths." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 invalid GenerationConfig and DiffusionGemma pipeline failure are unrelated model families and unrelated failure modes." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and FP8 frozen-checkpoint weight_scale loading bug are different mechanisms with no shared concrete code path." + }, + { + "left": "issue:47332", + "right": "issue:47404", + "accept": false, + "reason": "Both involve offloading/loading, but one is a save failure and the other is an OOM during device_map conversion; not the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation issues in Qwen3.5 and a DiffusionGemma image-text pipeline failure are not the same problem." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d architectural issue and the other is a memory overflow when calling the model." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video shape mismatch are different processor bugs with different affected paths." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Mistral3 lm_head weight tying and DeepSeek accuracy regression are different models and different failure classes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in CI and Wav2Vec2 save_pretrained/tokenization failures do not share a concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "One is a flash_attention sink-less crash on s_aux=None; the other is AutoModelForCausalLM.from_config not unwrapping text_config. Similar area, but not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding on a trailing replacement character and apply_chat_template on an empty list are separate tokenizer edge cases." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading not working are different subsystems and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are separate config/attribute bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and an MLFlow reporting issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma 4 mm_token_type_ids defaults are both multimodal, but they are not the same underlying defect." + }, + { + "left": "issue:28370", + "right": "issue:34689", + "accept": false, + "reason": "Custom SentencePiece vocab_file handling and Llama 3.2 Vision model loading regression are different model-loading bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-param list TypeError are unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is a tokenizer/processor regression and the other is an image-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch with device_map='auto' and return_tensors being ignored are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashing on NER/batched padding and return_tensors being ignored are separate tokenizer behaviors." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape issues and Qwen2-57B-A14B load OOM are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules/models." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and a ZeRO-3 gradient explosion issue are different training/runtime bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma 4 family, but one is a missing default input field and the other is a device placement mismatch; not the same fix." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import KeyError and tensorflow_text backend mapping failure are unrelated import/configuration problems." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and different loading paths; too broad to be one duplicate." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and a Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28370", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and custom SentencePiece vocab_file handling are completely 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": 32, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:39692", + "issue:42490", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:47405", + "issue:47448" + ], + "soft_pairs": [ + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:44521|issue:45290", + "issue:46192|issue:47448", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:28218|issue:35141", + "issue:43653|issue:44112", + "issue:43950|issue:46285", + "issue:44737|issue:46894", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43819|issue:44112", + "issue:44442|issue:45198", + "issue:43335|issue:43550", + "issue:45381|issue:46209", + "issue:43611|issue:47405", + "issue:44898|issue:45412", + "issue:45200|issue:46899", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "d04466aa362f3f2c302d41f97a60b8a9e79d7f58dd8fa51a2c75858f8ce2cd44", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35421, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues across tokenizers, processors, model loading, and modality-specific bugs. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the soft links reflect topical similarity, not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the broadest user-facing representative of the multimodal/chat-template regressions, but it is not a duplicate anchor for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Both involve generation/testing failures, but one is a Bart decoder attention mask bug and the other is Flash Attention 2 test failures; different code paths and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated problems." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example errors and a return_tensors/text_kwargs API bug are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression versus SigLIP2 model parity issue; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSeek detokenization regression are distinct model-specific failures." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluation and Qwen3 MoE memory usage are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is assistant-mask generation for multimodal inputs and the other is a crash on tool-call messages with no content; not the same concrete defect." + }, + { + "left": "issue:46192", + "right": "issue:47448", + "accept": false, + "reason": "A tokenizer-kwargs bug and a Gemma4 architecture recognition issue are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug; different modalities and code paths." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a Python 3.13 import_utils KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Extra spacing after an added token and output embedding reinitialization after resizing are different tokenizer/model-weight issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug versus an unrelated GraniteSpeech CI test failure." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is a different bug from CLIP text model structural inconsistency." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU device placement bug and CohereASR training-loss shift bug do not share the same code path." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config are separate loading/configuration issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing import_utils helpers, but they are different flags with different breakages; not a duplicate fix." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope/position-id scaling are different multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of lm_head.weight by device and LoRA merge collapse with extended vocab are related only at a high level, not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech CI flake are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different speech-model issues." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:43611", + "right": "issue:47405", + "accept": false, + "reason": "base_model_prefix loading regression and silent model_type mismatch conversion skip are separate model-loading bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are entirely different issues." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 token-type defaults versus Gemma4 4-bit dtype cast corruption are both multimodal, but they affect different tensors and fixes." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and AMP float16 crash in LwDetrImageLoss 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": 33, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44617", + "issue:44792", + "issue:44843", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45200", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45923", + "issue:46209", + "issue:46285", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858", + "issue:46932", + "issue:47405", + "issue:47427", + "issue:47436" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:45200|issue:46932", + "issue:44843|issue:47427", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", + "issue:41720|issue:46209", + "issue:44792|issue:45563", + "issue:44857|issue:45593", + "issue:43525|issue:47436", + "issue:43335|issue:43504", + "issue:28282|issue:33357", + "issue:46512|issue:46821", + "issue:43550|issue:44112", + "issue:45923|issue:47405", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:29942|issue:32090", + "issue:46431|issue:46566", + "issue:44855|issue:45083", + "issue:43335|issue:43606", + "issue:43335|issue:44112", + "issue:46424|issue:46858", + "issue:42490|issue:43854", + "issue:44617|issue:46697" + ], + "prepared_review_unit_hash": "ef2e05f3d2d1d614a04d8ca5c940e2ef87264fdb18bcc4d47b223cd6ff7d3725", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35544, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired items share at most broad topical words, but not the same underlying bug or change. I would not collapse any of the proposed soft edges, and there is no strong single canonical artifact for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures across model loading, generation, docs, device/runtime backends, and model-specific regressions.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "None of the issues cleanly represents the whole cluster; if a representative must be chosen, it would still be misleading because the cluster is not a single defect family.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both relate to Torch/import compatibility, but one is a missing flash-attn helper import and the other is a Torch 2.10 incompatibility; different failures and fixes." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both mention Gemma 4 dtype-related behavior, but one is about missing mm_token_type_ids defaults and the other is quantized vision/audio embedder casting; not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:47427", + "accept": false, + "reason": "Both concern initialization/model loading internals, but one is HF Hub offline behavior from an unconditional model_info() call and the other is redundant init skipping on non-CUDA hardware." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths and symptoms: DAC latent reconstruction mismatch vs a qwen3_omni_moe helper length calculation behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer/config registration issues, but one is sparse-layer construction in SwitchTransformersConfig and the other is BigBirdTokenizer special-token registration/decoding." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: CPU offload device mismatch in a model vs a feature-extraction length helper behavior." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are device/backend failures, but the concrete problems differ: auto device mapping on A800 vs FP8 inference on B200." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "One is a janus image-generation test failure, the other is a stale generate() warning for paged generation; unrelated defects." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and causes: LwDetr AMP/CUDA crash vs D-FINE skipping auxiliary losses when denoising is off." + }, + { + "left": "issue:43525", + "right": "issue:47436", + "accept": false, + "reason": "Both are missing-config-attribute errors, but the missing attributes and affected model families differ (Llama4 pad_token_id vs Qwen2_5Omni max_position_embeddings)." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both are config/model preset bugs, but one is sparse-layer creation and the other is a legacy field preventing pretrained BeitForSemanticSegmentation load." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "One is a PyTorch-not-installed ImportError for AutoModel; the other is a MacOS bus error on a specific CLIP community model." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Both concern API/config behavior, but one is stale config.dtype after from_config(dtype=...) and the other is a window_size attribute error in TimesFM 2.5." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime regressions, but one is torch.compile with SDPA on Bamba-9B-v2 and the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:45923", + "right": "issue:47405", + "accept": false, + "reason": "One is a missing gradient_checkpointing flag on a trust_remote_code variant; the other is silent conversion skip when loading a checkpoint through the wrong Auto class." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: SigLIP2 zero probabilities vs RT-DETR memory not being released on deletion." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "One is AutoModelForCausalLM.from_config failing to unwrap text_config for multimodal Qwen configs; the other is a structural inconsistency between CLIP text model classes." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation/processing regressions, but one is an unsupported center arg in LasrFeatureExtractor and the other is Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different APIs and mismatches: pipeline() removal docs vs return_all_scores docs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures in different paths: Flash Attention 2 test failures vs a NoneType broadcast error in Trainer." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different features: processor chat template validation vs DiffusionGemma weights staying on meta with device_map='auto'." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "One is a Python 3.13 import/parsing issue with torch.jit.script decorators; the other is a qwen3_omni_moe helper length bug." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Sparse-layer config construction and CPU offload device mismatch are unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config creation and a stale GraniteSpeech CI device override test are not the same underlying issue." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache length behavior, but one is max_cache_length only affecting quantized cache while the other is get_seq_length() returning a device tensor that breaks static-cache arithmetic." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both are loading-related, but one is an import warning for trailing-slash local paths and the other is a unit-test failure loading a specific GLM-4.7-Flash model." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Different model families and symptoms: CUDA OOM for Sam3Video vs image over-padding in Swin2SR." + } + ] + }, + "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": 34, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:47000" + ], + "soft_pairs": [ + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:44292|issue:45520", + "issue:43819|issue:44493", + "issue:45588|issue:45859", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:45290|issue:46326", + "issue:39692|issue:44493", + "issue:39692|issue:43526", + "issue:44448|issue:44743", + "issue:10000|issue:15354", + "issue:34689|issue:35141", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:44448|issue:44779", + "issue:43550|issue:45083", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43278|issue:43825", + "issue:37428|issue:42175", + "issue:45310|issue:45478", + "issue:29942|issue:35141", + "issue:25251|issue:32090", + "issue:45593|issue:47000" + ], + "prepared_review_unit_hash": "56c55d89c9800b2c81d7bb48f8cc02fc28b514a98467c5ff7630d7572691b0c9", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35893, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one duplicate cluster. The only clear duplicate pair is issue:45310 and issue:45478, which report the same Qwen3.5 MoE `from_pretrained` failure. All other soft pairs look like separate bugs/regressions or different code paths.", + "confidence": 0.94, + "canonical_issue_reason": "Use issue:45310 as the canonical issue for the only true duplicate pair: it is the earlier report, has slightly richer discussion, and its title/body already capture the Qwen3.5 MoE `from_pretrained` error; issue:45478 is effectively the duplicate follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45310 is the best issue to keep as the representative report because it is the earliest and most developed description of the duplicated Qwen3.5 MoE loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention label handling, but one is about `gather_for_metrics` dropping tuple labels in the last batch and the other is `BeitImageProcessorFast.reduce_labels` returning only one label; different subsystems and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "A SwitchTransformers config construction bug is unrelated to a Qwen3 Omni helper function length calculation issue." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "These are different problems: a Qwen-3-8B-NVFP4 runtime error versus a Python 3.13 `flash_attn` import-utils KeyError." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated bugs with different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash-attention/MoE areas, but one is an `s_aux=None` crash in sink-less models and the other is a CPU-offload incompatibility in a rotary embedding; not the same underlying fix." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "A CPU-offload device mismatch in Bark is not the same as a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg handling in a feature extractor is unrelated to Gemma4 PLE forward device-mapping mismatch." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and different breakages." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant messages with tool calls and no content, while the other concerns `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A broken documentation example is not the same as a widespread unexpected key warning on position ids." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "These are unrelated: a SigLIP2 docs/quantization example issue versus a BEiT fast processor label-reduction bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 recurrent-state reset are different model behaviors and different code paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "The titles point to different models and unrelated issues: German DistilBertModel versus TorchScript generator-expression export problems in ViT." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading regression for Llama 3.2 90B Vision is not the same bug as output embeddings being reinitialized after resizing token embeddings." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are `apply_chat_template` problems, but one is a batched-input crash with `padding=False` and the other is all-zero assistant masks for multimodal inputs; separate symptoms and likely separate fixes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed weights not being unpacked during accelerate loading is unrelated to a stale device-override CI test failure." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These are different dtype-related issues in different models: a float16 AMP crash versus bfloat16 inference mismatches." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "A resume-from-checkpoint key mismatch is not the same as the Qwen3 Omni feature-length helper bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a Trainer `_gpu_broadcast_one` NoneType failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output differences and the other is Deepseek tokenizer correctness; different components and likely different fixes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "A torch.compile/SDPA failure in Bamba is unrelated to the Qwen3 Omni helper-function behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast of `NoneType` and a MacOS bus error in a community CLIP model are separate failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A local-path import warning and an OOM when loading Qwen2-57B-A14B-Instruct with tensor parallelism are not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluation is unrelated to a misleading `pipeline()` translation-task message." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "An import error for a flash-attention helper and TensorFlow not being included in the `.[torch]` backend are unrelated packaging/runtime issues." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are effectively the same report: identical title, same Qwen3.5 MoE `from_pretrained` error, and no distinguishing evidence beyond being duplicate submissions." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and token-embedding resize reinitialization are different problems." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` output nesting and Trainer broadcast failures are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost matrix errors are separate model/loss bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted duplicate pair is issue:45310 / issue:45478, which share the same title and bug description. The remaining pairwise rejections are reasonably justified by differing model/component/failure-mode cues." + }, + "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": 35, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:29870", + "issue:29925", + "issue:29942", + "issue:30064", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44530", + "issue:44561", + "issue:44589", + "issue:44779", + "issue:44855", + "issue:44977", + "issue:45127", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47276", + "issue:47436" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:43278|issue:43329", + "issue:27957|issue:34689", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:40444|issue:43526", + "issue:44464|issue:46424", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:44530|issue:47276", + "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:44589|issue:47436", + "issue:42490|issue:43873", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:43257|issue:43299", + "issue:29925|issue:34689", + "issue:43927|issue:45698", + "issue:45920|issue:46192", + "issue:29942|issue:30064", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:33357|issue:39692", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "1c11a2485efe71ba8df0e190596144d45bf1fcdaed42a80e8548250da5faac83", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated issues; none of the soft pairs look like true duplicates. The broadest representative issue is the v5 tokenizer regression affecting many models (#45920), but it is not a strong canonical for the whole set.", + "confidence": 0.79, + "canonical_issue_reason": "#45920 is the broadest, highest-impact issue in the set and has the strongest cross-model signal, so it is the best representative issue even though the cluster is not a tight duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 best represents the cluster because it describes a wide regression affecting multiple model families, unlike the other items which are narrower and mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error handling vs a missing import_utils helper are unrelated bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Eval-time dtype drift and multimodal video token counting are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to Llama 3.2 Vision model loading." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and FineWeb training startup are not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge/extended-vocab collapse is unrelated to category-count limits." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue and removal of an import helper break different subsystems." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position ids are distinct multimodal bugs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder mask bug and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled forward chunked generation mismatch and quantized-cache length handling differ materially." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast failure and Adafactor/DeepSpeed OOM are different training issues." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache group-type crash and synced_gpus warning text are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation masking and DeepSpeed Adafactor OOM are not the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 TorchScript parsing failure and missing decorator registration are different import/runtime problems." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype change and gradient checkpointing in eval mode are unrelated behaviors." + }, + { + "left": "issue:44589", + "right": "issue:47436", + "accept": false, + "reason": "Float8 storage lookup error and missing max_position_embeddings on Qwen2_5OmniConfig are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash model path warning and quantization offloading behavior are different issues." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant-tool-call chat template crash and SmolVLM video padding bug are separate multimodal paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate/DeepSpeed MoE conversion failure and v5 Qwen3VL MoE loading regression are similar in theme but not the same concrete bug." + }, + { + "left": "issue:29925", + "right": "issue:34689", + "accept": false, + "reason": "SigLIP fast tokenizer enforcement and Llama 3.2 Vision loading are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs being lost and loading the wrong custom module after save are different serialization bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs regression and return_tensors being ignored are separate tokenizer API issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper breakage for trust_remote_code models and DeepSeek tokenizer regression are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU memory exhaustion are different problems." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP loading and SigLIP2 documentation example errors are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenization/padding crash and Wav2Vec2 save/tokenization 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": 36, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:23647", + "issue:29127", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "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:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:23647|issue:29870", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:46421|issue:46858", + "issue:44361|issue:45198", + "issue:29127|issue:34567", + "issue:44206|issue:44479", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:43412|issue:45588", + "issue:44265|issue:45198", + "issue:43976|issue:45440", + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:45198|issue:45803", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:44077|issue:47276", + "issue:43334|issue:43531", + "issue:43653|issue:44743", + "issue:43065|issue:43994", + "issue:43756|issue:45440", + "issue:44568|issue:45491", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:43994|issue:45412", + "issue:43065|issue:45412", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "4d06f086d57302c2a7e7b12c914c6c97d7bcf893360411696144e4b7f2ba2c6b", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37133, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose, heterogeneous cluster of unrelated issue reports across many subsystems (tokenizers, generation, cache/compile, quantization, vision, training state). None of the soft-similarity pairs look like the same underlying bug, so no duplicates should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are not one duplicate set, but a grab-bag of unrelated bugs and regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because the reports do not share one concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: flash_attention crashes on s_aux=None, while the other is a Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One reports output differences between v4/v5; the other is inconsistent lm_head.weight serialization by device." + }, + { + "left": "issue:23647", + "right": "issue:29870", + "accept": false, + "reason": "W&B sweeps custom objective and BART generate decoder_attention_mask crash are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation failure are distinct issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing not allowed in eval mode is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is lazy-init recompilation and the other is a device-tensor arithmetic bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different failure paths; not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in an audio feature extractor is not the same as the Qwen VL video regression." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype drift and tensor-parallel OOM are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are multi-GPU/memory related, but the models and concrete failures differ (assert vs OOM)." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export/self-training-guard failure is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are separate bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope param dict TypeError are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and stale paged-generate warning are not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and FastSpeech2ConformerTokenizer load failure are distinct." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except problem in FuyuBatchFeature." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART decoder mask generate crash and Llama 3.2 Vision model-loading regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is FineGrainedFP8Config failure and the other is quantized-model saving failure." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init policy and synced_gpus warning wording are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id load error and Qwen3-MoE sliding_window issue are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token decode bug and recurrent-state reset in Qwen3.5 cache are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and failure modes: Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings with sliding window are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel load OOM is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is TP load OOM and the other is int4 reserved-memory regression; not the same code-path problem." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory not released are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer in Sam3PixelDecoder is unrelated to an RT-DETR memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction 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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:23647", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29870", + "issue:29925", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:45372|issue:45588", + "issue:44442|issue:45072", + "issue:45406|issue:46701", + "issue:43526|issue:47217", + "issue:44625|issue:45584", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:43526|issue:45834", + "issue:45250|issue:46640", + "issue:45412|issue:46369", + "issue:45372|issue:45406", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:43381|issue:43873", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:27957|issue:33290", + "issue:42915|issue:43931", + "issue:43066|issue:44462", + "issue:23647|issue:28282", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:29870|issue:29925", + "issue:27957|issue:29127", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "6477fa142a0402259441aeb89d458ee67fa6c53da0d56b055405c81567ff2360", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items share broad Transformers-adjacent themes (tokenizers, model loading, attention, generation), but none of the soft pairs look like the same underlying bug/change. I would not merge any of the proposed issue pairs.", + "confidence": 0.11, + "canonical_issue_reason": "No true canonical issue emerges because the cluster is not a duplicate set; if a representative is needed, issue 45372 is the clearest concrete regression report, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45372 is the strongest representative only in the sense that it has a specific, reproducible failure mode and clear user impact; it is not a duplicate of the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and failures: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2/long-context language models, but one is NaN embeddings and the other is a performance regression." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Distinct bugs: Gemma 4 processor import/load failure vs flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: AutoTokenizer loading failure vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor serve crash is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BEiT fast image-processor label handling is unrelated to VL image-placeholder failures in user text." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are separate bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote impl is not the same as D-FINE losing auxiliary losses." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "One is LayoutLMv3 error messaging; the other is embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking without protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different defects." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug does not match Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the issues are too vague and do not clearly describe the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak on deletion is different from SAM3 LiteText memory overflow during call." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import dependency failure and the other is a missing _tokenizer attribute at serve time." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError and stale generate() warning are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are separate problems." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import is not the same as a generic transformers dependency issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and SAM3 LiteText memory overflow are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/image-processor bugs affecting different tasks and failure modes." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM is unrelated to post_init reinitializing resized embeddings." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different model/runtime failures: optimizer OOM versus Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model-specific bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:23647", + "right": "issue:28282", + "accept": false, + "reason": "Wandb sweeps custom objective integration and missing PyTorch ImportError are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP/CUDA crash is a different failure than flash_attention.py's s_aux=None AttributeError." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink-less-model crash and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29925", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug and SigLIP tokenizer fast-mode enforcement are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer and Perceiver non-default resolution failures are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 38, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "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:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45245", + "issue:45381", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46821", + "issue:47276", + "issue:47312", + "issue:47436", + "issue:47448" + ], + "soft_pairs": [ + "issue:44514|issue:45381", + "issue:46121|issue:46399", + "issue:43262|issue:44206", + "issue:43761|issue:45859", + "issue:43316|issue:47312", + "issue:43646|issue:44077", + "issue:46821|issue:47436", + "issue:43720|issue:44442", + "issue:25251|issue:28282", + "issue:44743|issue:44811", + "issue:44977|issue:45245", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:43316|issue:45759", + "issue:42490|issue:44743", + "issue:43493|issue:43827", + "issue:47276|issue:47448", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:42617|issue:43575", + "issue:44987|issue:46178", + "issue:43316|issue:43525", + "issue:43550|issue:43701", + "issue:44964|issue:45440", + "issue:27957|issue:29870" + ], + "prepared_review_unit_hash": "dfd46f2806bbb399919900bbedb164f4f9f6d7389bb6ca7995e7b75f45dc68ea", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35437, + "estimated_input_tokens": 8860, + "estimated_eval_tokens": 17976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are distinct regressions or model-specific bugs, not duplicates. I would not merge any of the soft-edge pairs.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated bugs across loading, configs, processors, models, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly subsumes the whole set. If a placeholder representative is needed, 43749 is the closest because it is the most discussed broad runtime/loading regression, but it still does not represent the rest well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL video input, but one is a batching/padding crash and the other is a vision_position_ids correctness bug; not the same fix." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter JSON typing and kernel registration/decorator failure are different code paths and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs feature-extractor center-arg crash are unrelated bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3.5 MoE CPU-offload incompatibility are unrelated model-specific issues." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and kernels 0.16 incompatibility are not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad custom-model-init breakage and patchtsmixer post_init policy are different problems, even if both touch initialization." + }, + { + "left": "issue:46821", + "right": "issue:47436", + "accept": false, + "reason": "TimesFM window_size attribute handling and Qwen2_5OmniConfig missing max_position_embeddings are unrelated config errors." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerated-loading packed-weight failure and tokenizer load failure are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch import are completely different issues." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 and Whisper batch_decode skip_special_tokens are unrelated behaviors." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-cardinality limit error do not share a concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency mismatch and missing import_utils helper are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A model-level post_init restriction is not the same as the Qwen video-input regression." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is a Gemma API discrepancy and the other is AutoModelForCausalLM unwrapping text_config for Qwen multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning and recurrent-state reset are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are not the same bug." + }, + { + "left": "issue:47276", + "right": "issue:47448", + "accept": false, + "reason": "A misleading warning message and Gemma4 architecture recognition are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading problems, but FSDP CPU-efficient loading and Qwen3-VL weight-shape mismatch are different failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reload behavior are different config-loading issues." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and tensor-parallel OOM are not the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Transformers>=5.1.0 loading failure for one model and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepseekV3MoE divergence are unrelated model-specific regressions." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute issues, but Gemma3TextConfig API discrepancy and Llama4Config pad_token_id missing are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and BART generate UnboundLocalError 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": 39, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:23647", + "issue:27957", + "issue:28218", + "issue:32090", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:43950", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45584", + "issue:45803", + "issue:45907", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46506", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47427", + "issue:47448" + ], + "soft_pairs": [ + "issue:43825|issue:47448", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:43950|issue:47427", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:43316|issue:43716", + "issue:46829|issue:46932", + "issue:44442|issue:45803", + "issue:43931|issue:45216", + "issue:27957|issue:32090", + "issue:23647|issue:28218", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43761|issue:44188", + "issue:43232|issue:43388", + "issue:16998|issue:22355", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44871|issue:46050" + ], + "prepared_review_unit_hash": "e922f05cba9c2bb296d2f1367b09db512f5665f3d099cfede976a5629dea9b08", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34924, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a true duplicate cluster: they span unrelated loading, tokenization, generation, config, and training issues. I rejected all soft edges and found no single canonical duplicate hub.", + "confidence": 0.79, + "canonical_issue_reason": "No strong canonical issue: the cluster is too heterogeneous for a single shared bug. If forced to pick a representative, issue 44521 is the closest hub only because it is open and has the most inbound references/discussion, not because it duplicates the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative of the set only in the weak sense that it is active, open, and most discussed; however, it should not be treated as the canonical duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:47448", + "accept": false, + "reason": "Translation-task error messaging and Gemma4 architecture recognition are unrelated bugs in different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different training/runtime failures." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and a key error loading MobileLLM are distinct load-time problems." + }, + { + "left": "issue:43950", + "right": "issue:47427", + "accept": false, + "reason": "Both touch initialization/loading, but one corrupts non-persistent buffers while the other skips redundant init checks; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "A CLIPVisionModel hidden_states regression and a generic ModelOutput None-key assignment bug are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import-time IndentationError in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch and CPU/CUDA output divergence are not the same underlying defect." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized-model config loading are separate problems." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states misassignment and Gemma4 quantized-embedder dtype casting are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and a bare-except tensor conversion bug do not describe the same issue." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3.5 checkpoint corruption on save are related only by model family, not by the same bug." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention support for XLMRoberta and a Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:23647", + "right": "issue:28218", + "accept": false, + "reason": "Wandb sweeps custom objective support and tokenizer spacing after added tokens are unrelated features/bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer access regression and Gemma3 eos_token_id inconsistency are different model/config issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch and Whisper empty-transcription generation failure are not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and torch.compile attention-kernel divergence are separate defects." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue and gather_for_metrics tuple-label truncation are unrelated distributed-training bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx import are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/chat-template adjacent, but zeroed assistant masks and failure when the image placeholder appears in user text are different underlying problems." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils availability helper and pipelines import failing on kernels version/revision requirements are distinct dependency issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer corruption in v5 are unrelated regressions." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained and unrecognized-model config.json errors are different loading paths and failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad Transformers 5 custom initialization regression and GPTNeoXConfig rotary_pct reload defaulting are not the same code-path 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": 40, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:27957", + "issue:29925", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43931", + "issue:44060", + "issue:44162", + "issue:44464", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:47013", + "issue:47217" + ], + "soft_pairs": [ + "issue:44464|issue:46421", + "issue:25251|issue:27957", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:42907|issue:45698", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:43540|issue:44514", + "issue:46178|issue:46291", + "issue:44792|issue:44977", + "issue:44610|issue:46369", + "issue:44479|issue:47217", + "issue:45803|issue:46365", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:43504|issue:45698", + "issue:27957|issue:29925", + "issue:46693|issue:47217", + "issue:45803|issue:46170", + "issue:23647|issue:27957", + "issue:35141|issue:42490", + "issue:45632|issue:46424", + "issue:43931|issue:44060", + "issue:45127|issue:45200", + "issue:45588|issue:47013" + ], + "prepared_review_unit_hash": "70277ec307d1c8ac970272f7530507c8922be8037d88077f12beabe60f425bf0", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35992, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noise: the issues span many unrelated models and subsystems (Flash Attention, tokenization, cache, multimodal processors, config/loading bugs, etc.), so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster; the items are disparate and describe different underlying bugs rather than one repeated defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue either, because the cluster is not centered on one concrete problem. If forced, none of these is representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/cache behavior, but one is about inconsistent outputs with compiled forward and the other about spurious recompilation from cache lazy init; different bugs." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Top-k pipeline nesting and XLM-RoBERTa Flash Attention 2 are unrelated features and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "One is a tied-weights bug in Mistral3ForConditionalGeneration; the other is a Flash Attention support error for Ministral-3. Same family, different defects." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same underlying problem as Sam3Video OOM." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific FA2 unsupported error is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal bugs, but one is video-input processing in Qwen3OmniMoe and the other is batched chat-template padding behavior in Qwen2_5_VLProcessor." + }, + { + "left": "issue:46178", + "right": "issue:46291", + "accept": false, + "reason": "Backend mapping for tensorflow_text and kernels import-version requirements are different import-time dependency problems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus generation test failure and Qwen3.5 flash-attention generation issues are not the same defect." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image size mismatch and Sam3-lite text memory overflow are separate problems." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "A video-input regression in Qwen VL models is not the same as image-placeholder handling in user text." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu tensors conversion is unrelated to Trainer import failure from datasets." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL prompting, but wrong vision_position_ids for video input is different from failure when the image placeholder appears in user text." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Tensorboard-without-TensorFlow backend errors and a missing import_utils helper are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk in v5 is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config/model bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field loading failure in BEiT segmentation and wrong custom-module loading after save_pretrained are different load-path bugs." + }, + { + "left": "issue:27957", + "right": "issue:29925", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa and SigLIP fast-tokenizer enforcement are unrelated." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is not the same as VL image-placeholder placement failure." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu tensor conversion error handling and Windows ROCm/torch.distributed import issues are unrelated." + }, + { + "left": "issue:23647", + "right": "issue:27957", + "accept": false, + "reason": "Wandb sweep custom objective integration has nothing to do with XLM-RoBERTa Flash Attention 2." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and local-path trailing-slash import warnings are different loading/configuration problems." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collisions for remote code and max_cache_length handling in quantized cache are separate cache issues." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink-less model crash and xLSTM train-mode unpacking failure are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:23647", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:41950", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45381", + "issue:45405", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:46082", + "issue:46202", + "issue:46369", + "issue:46399", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46894", + "issue:46932", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:44855|issue:45588", + "issue:43650|issue:46202", + "issue:41950|issue:43475", + "issue:44242|issue:46894", + "issue:46082|issue:46697", + "issue:44792|issue:45405", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:45245|issue:46858", + "issue:25251|issue:29870", + "issue:45072|issue:46932", + "issue:29870|issue:35141", + "issue:43644|issue:44913", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:43335|issue:44855", + "issue:46399|issue:47312", + "issue:23647|issue:29127", + "issue:43854|issue:44792", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:39692|issue:47321", + "issue:43550|issue:44190", + "issue:45563|issue:45584", + "issue:43827|issue:47321" + ], + "prepared_review_unit_hash": "820e82093f12f73dbf701215ce43582afddd74db1aed8a56ca0cf0423f0deeb4", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated bugs across different models, pipelines, and internals. No soft pair looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "No true duplicate cluster is evident; issue #43644 is the broadest, most central core-regression report among the set, so it is the best placeholder canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#43644 is the strongest representative because it describes a general runtime regression in core Transformers behavior and has more cluster significance than the narrowly scoped model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state behavior in generation, but one is a v5 chunked_prefill cache issue and the other is recurrent-state reset in modular Qwen3.5; different code paths and fixes." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "'ADD THE DATA' is unrelated to Gemma pipeline roundtrip failures on the underscore token." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are vision-related, but one is a pipeline processor lookup bug and the other is a missing attribute in Sam3 vision encoder output." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern training losses, but they are different bugs in different model families and loss computations; not the same concrete fix." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed Janus image generation test is unrelated to a PEFT minimum-version bump issue." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading in a trainer script and Phi-4 multimodal model loading are different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary-loss normalization are unrelated internals." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a SigLIP2 model/pipeline correctness problem." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription decoding failure." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count limit and static-cache device-tensor arithmetic are distinct bugs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline output shape regression and BART generate() unbound local error are different code paths." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype/casting, but one is bfloat16 inference mismatches and the other is quantized embedders in Gemma4; not mergeable into one fix." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "A general non-persistent-buffer initialization issue is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both affect transformers serve, but one is KV-cache continuation indexing and the other is a missing processor attribute; different bugs." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a DebertaV2 import syntax issue have nothing in common beyond being bugs." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Kernel registration decorator failure in Qwen3.5 is not clearly the same as a vague incompatibility with kernels 0.16." + }, + { + "left": "issue:23647", + "right": "issue:29127", + "accept": false, + "reason": "Wandb sweeps custom objective integration and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issues do not match a Janus image-generation test failure." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model/runtime problems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cuda assert and category-count overflow are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/model-processor issues are unrelated to AMD quark class updates." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to local dataset loading in an image-classification script." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate() warning and Whisper empty-transcription failure are different severity and code paths." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline documentation cleanup has no relation to AMD quark class updates." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:39692", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44016", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44279", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45520", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46170", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46897", + "issue:47145", + "issue:47312", + "issue:47321", + "issue:47448" + ], + "soft_pairs": [ + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:44479|issue:44734", + "issue:43526|issue:46697", + "issue:45632|issue:46617", + "issue:43643|issue:45375", + "issue:43335|issue:44190", + "issue:39692|issue:44190", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44933|issue:45362", + "issue:43540|issue:44734", + "issue:43854|issue:44964", + "issue:45276|issue:45584", + "issue:43673|issue:46421", + "issue:44242|issue:46897", + "issue:43994|issue:47321", + "issue:45127|issue:45357", + "issue:47145|issue:47321", + "issue:45520|issue:46170", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43317|issue:47312", + "issue:44112|issue:45600", + "issue:44279|issue:47448", + "issue:43611|issue:47321", + "issue:44016|issue:47448", + "issue:44112|issue:44964" + ], + "prepared_review_unit_hash": "cf5b30e7fcef22db5c50c5640dd830dd3cd9828235cf01b8e851f25876d48ccd", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36352, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model, processor, cache, and CI issues. The only plausible duplicate pair is the DeepSeek tokenizer regression (44779/46489); the rest differ by model, code path, or symptom.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44779 is the clearest and broadest statement of the likely duplicate DeepSeek tokenizer regression, while 46489 reads as a narrower follow-up/gap in the same fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 best represents the shared DeepSeek tokenizer regression because it describes the core v5-vs-v4 incorrect-output bug without the narrower PR-gap framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different SAM/OmDet topics and different failures: dummy Conv2d in a decoder vs processor/model input-size mismatch." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they concern different SAM3 variants and different symptoms (OOM vs memory overflow), so not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but they are different models and likely different preprocessing bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "One is a multimodal video-input regression, the other is a serve-time KV-cache tensor indexing crash; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated image-processing bugs: BEiT reduce_labels vs Swin2SR over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code/cache loading, but one is a leaf-dir collision and the other is a FileNotFoundError from cache loading; not clearly the same underlying defect." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but one is a generic AutoConfig/trust_remote_code problem and the other is a specific Qwen vision config field dropped by @strict." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Completely different areas: SwitchTransformers config creation vs local dataset loading in an example script." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc errors are unrelated to dataset loading in the image-classification example." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor.tokenizer breakage vs resize_token_embeddings not propagating to Gemma4 embeddings." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+; 46489 looks like a narrower follow-up to the incorrect-output bug described in 44779." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import and Qwen chat crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different problems: Qwen3OmniMoe video-input validation vs transformers serve KV-cache indexing." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different root causes; too broad to merge." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing GenerationMixin cache in v5 and the other is lazy-init causing recompilation; not the same concrete bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Different training-loss bugs in different models; only a vague pattern overlap." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 wrong outputs and AMD quark class update are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/tied-embedding collapse and Qwen3.5 visual encoder save_pretrained keys are different subsystems." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 checkpoint weight_scale corruption is unrelated to AMD quark class updates." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform-specific import failures: flash_attn on Python 3.13 vs torch.distributed dependency on Windows/ROCm." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-related, but one is missing fields from trust_remote_code AutoConfig and the other is an unrecognized model_type in config.json." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Assistant-mask generation for multimodal templates is different from a Qwen video position-id regression." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized-model offload loading and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures, but caused by different code and different regressions." + }, + { + "left": "issue:44279", + "right": "issue:47448", + "accept": false, + "reason": "Generic dependency issue vs Gemma4 architecture recognition problem; no shared bug." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Base-model-prefix loading regression and AMD quark class updates are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:47448", + "accept": false, + "reason": "Notebook syntax error and Gemma4 arch recognition are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI flake and Phi-4 multimodal model loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The only accepted pair, issue:44779 with issue:46489, is well supported by the titles as the same DeepSeek tokenizer regression plus a narrower follow-up gap in the earlier fix. The other rejections stay within the evidence available from the packet and avoid overclaiming. " + }, + "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": 43, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29925", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43673", + "issue:43976", + "issue:44016", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45290", + "issue:45335", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47217", + "issue:47448" + ], + "soft_pairs": [ + "issue:43673|issue:46858", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:44462|issue:45907", + "issue:27957|issue:35141", + "issue:44964|issue:45600", + "issue:32090|issue:35141", + "issue:42796|issue:44521", + "issue:44737|issue:45803", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:43335|issue:45593", + "issue:44496|issue:47217", + "issue:45290|issue:46752", + "issue:45632|issue:46234", + "issue:44496|issue:45042", + "issue:44938|issue:45542", + "issue:36246|issue:38617", + "issue:36246|issue:41628", + "issue:43976|issue:47448", + "issue:25251|issue:29925", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:41950|issue:44016", + "issue:44496|issue:45759", + "issue:43673|issue:46424", + "issue:39692|issue:46932" + ], + "prepared_review_unit_hash": "f9f473886e618a29f3b35c8a0dbaed8e347a682322362655d38b895bd05c6e52", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35933, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated issues across cache handling, tokenizers, multimodal chat templates, import errors, model config bugs, and docs/CI breakages. None of the proposed soft pairs are strong duplicates of the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out because the items are not one duplicate set; they span many unrelated subsystems and root causes.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there isn\u2019t a coherent cluster around one defect, so picking a canonical issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a missing cache in chunked prefill and the other is a device-tensor seq-length bug in static cache arithmetic; different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but one is about TensorFlow not being installed with a torch extra and the other is a generic transformer dependency issue; not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are distinct problems; one is performance, the other is correctness/safety." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer repository selection and list_repo_files revision forwarding are unrelated API issues." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a model-loading failure for Phi-4 multimodal; the other is stale auto_mappings references breaking CI. Different code paths." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and post_init embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and apply_chat_template assistant_mask behavior are different tokenizer/chat-template issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU-only positional encoding allocation and bare-except swallowing errors in Fuyu conversion are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and Qwen3.5 save_pretrained checkpoint correctness are different model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss handling are separate model behaviors." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model/config model_type and multimodal image-placeholder failures are distinct loading vs input-format issues." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is about tool-call assistant messages and the other about an empty list edge case; not the same defect." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and a missing availability helper are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model-type recognition and PIL image-processor torchvision dependency are different areas." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and TensorBoard/TensorFlow backend misconfiguration are unrelated environment issues." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation export are separate import errors." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different modules." + }, + { + "left": "issue:43976", + "right": "issue:47448", + "accept": false, + "reason": "Python version compatibility and Gemma4 architecture recognition are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29925", + "accept": false, + "reason": "Pipeline top_k nesting behavior and SigLIP use_fast enforcement do not share the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma decoder.embed_tokens resize mismatch are different model integration bugs." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper semantics and CPU/CUDA output divergence in PPDocLayoutV3 are different issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor selection and a notebook syntax error are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type in config and AutoModelForCausalLM.from_config not unwrapping text_config are different config-resolution bugs." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is a missing cache during chunked prefill and the other is max_cache_length being ignored outside quantized cache." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Documentation example failures for SigLIP2 and Gemma4 quantized-embedder dtype casting 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": 44, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:29925", + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "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:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:47217", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:42994|issue:47333", + "issue:43673|issue:44336", + "issue:29925|issue:33290", + "issue:44279|issue:46515", + "issue:43381|issue:45593", + "issue:44295|issue:46506", + "issue:43526|issue:43901", + "issue:44327|issue:46752", + "issue:46082|issue:46121", + "issue:43650|issue:44220", + "issue:44016|issue:44220", + "issue:42994|issue:47332", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:42907|issue:43441", + "issue:41950|issue:45020", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:44279|issue:45405", + "issue:43901|issue:44496", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44779|issue:45812", + "issue:43901|issue:47217", + "issue:42796|issue:43650", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "bf3199687d466594432b26142fabd786bfbe83d2126f61ec151dd74cdee50a55", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36032, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: it mixes unrelated Transformers issues across tokenizers, model loading/saving, attention backends, pipelines, configs, docs, and environment compatibility. None of the soft pairs look like the same concrete bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole set; the reports are heterogeneous. If a representative is needed, issue:45020 is the broadest version-regression tracker, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-like report in the set (recent version regressions with remote_code models), so it is the closest thing to a representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: Python version compatibility vs a specific model-loading regression." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compile failure and the other is a bad version check for AuxRequest import." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are save/offload problems, but they involve different model families and different save paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated components: GenerationMixin chunked_prefill cache vs ANSI output in loading_report." + }, + { + "left": "issue:29925", + "right": "issue:33290", + "accept": false, + "reason": "Tokenizer fast-mode enforcement is unrelated to a deepspeed/Adafactor OOM." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs a specific torch 2.4.1 incompatibility; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A buffer-reading error for position_ids is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different areas: BeitImageProcessorFast label reduction vs documentation wording for text classification." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are edge-case index errors, but they occur in different APIs and code paths." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "One is LlamaConfig head_dim validation; the other is rope-parameter conversion of a JSON-loaded list." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder title is unrelated to the audio feature extraction issue." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both are save/offloading issues, but the reported contexts and model families differ enough that they do not look like one concrete bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash_attention, but one is a Ministral model failure and the other is an s_aux=None crash in a different code path." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure is unrelated to cache max_length behavior for Quantized Cache." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models is unrelated to a flash-attention model-loading failure." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is a specific pipeline bug, not the remote_code regression described in 45020." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings on t5gemma is unrelated to Whisper generation after align_special_tokens." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different modules." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs a specific unreleased PEFT version bump; not the same change." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation drift for text-classification is unrelated to an unrecognized model/config loading failure." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example errors are not the same issue as stale text-classification docs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions for different model families; not one concrete fix." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to VL placeholder handling in user text." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling is unrelated to the placeholder issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a model-loading regression, the other is a save_pretrained checkpoint regression; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 45, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:41950", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:46851", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47405" + ], + "soft_pairs": [ + "issue:41950|issue:45823", + "issue:43479|issue:45375", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:44466|issue:45276", + "issue:43577|issue:45216", + "issue:43653|issue:45593", + "issue:43976|issue:45405", + "issue:47145|issue:47405", + "issue:43381|issue:47000", + "issue:44462|issue:45081", + "issue:46082|issue:46399", + "issue:44075|issue:44368", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:45588|issue:47000", + "issue:44351|issue:45278", + "issue:45859|issue:46851", + "issue:45081|issue:45907", + "issue:45103|issue:45372" + ], + "prepared_review_unit_hash": "fe4f882ccbf9e926e0b28f8d858acbb9cae6e3ab26864409e22dcba9e2f3a826", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36195, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose topical cluster of Transformers regressions across unrelated code paths (tokenizers, multimodal configs, loading/saving, losses, offload, and docs). None of the soft pairs look like true duplicates, so I would not merge any of them.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest regression report in the set and best captures the cluster\u2019s general theme of version-upgrade breakage, even though the individual items are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful umbrella representative because it is a user-facing upgrade regression and can contextualize the surrounding import/load failures better than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: image-processor lookup in video classification vs a Gemma4 device-mapping mismatch during forward." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different models and different fields/default-initialization paths." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch-tracking bug is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety are different failure modes in different subsystems." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is serialization of tied lm_head weights; the other is resize_token_embeddings not propagating into Gemma4-specific embeddings." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype casting and Qwen3.5 save_pretrained checkpoint corruption are separate model-loading/save regressions." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss gating are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage is not the same as an unreleased PEFT minimum-version bump." + }, + { + "left": "issue:47145", + "right": "issue:47405", + "accept": false, + "reason": "Missing FP8 weight_scale application is a different bug from silent checkpoint conversion skipping under the wrong Auto class." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RTDetrLoss infeasible cost matrix are unrelated code paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json selection and Mistral regex patching are distinct tokenizer-loading issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration are different model/config bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer args being ignored is unrelated to a tied-word-embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained visual-key regression are different model/version issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation and stale model.config.dtype after from_config are separate configuration bugs." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffers being junk-filled is not the same as FP8 compressed-tensors missing weight_scale on load." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and Gemma 4 mm_token_type_ids defaults are different training-behavior bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "These are different model-loading failures for different models and root causes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch is not the same as FP8 checkpoint loading missing weight_scale." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and the tensorboard-without-TF backend error are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue title versus an FP8 inference-on-B200 bug; no shared underlying defect." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention crash on s_aux=None and RTDetrLoss infeasible cost matrix are different components and failures." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import and broad import errors after upgrade are related only at a very high level, not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids handling are different Qwen3.5 issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor import failure stem from different parts of the stack." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45834", + "issue:46399", + "issue:46846", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217", + "issue:47333", + "issue:47427" + ], + "soft_pairs": [ + "issue:43873|issue:47145", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:45542|issue:45800", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:44246|issue:47217", + "issue:44186|issue:47000", + "issue:42175|issue:43976", + "issue:44623|issue:44749", + "issue:45325|issue:46851", + "issue:43673|issue:43761", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:43525|issue:43881", + "issue:44623|issue:45397", + "issue:46399|issue:46846", + "issue:43901|issue:44246", + "issue:44261|issue:44263", + "issue:44589|issue:45362", + "issue:42796|issue:43441", + "issue:43575|issue:47145", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:45588|issue:47427", + "issue:45362|issue:47333", + "issue:43824|issue:43976", + "issue:44336|issue:44373", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "117c7e5f1bba778370f85e6c9f5c1c74f108778c3e1151e6952df45ff988f0f0", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A heterogeneous set of unrelated Transformers issues clustered by broad embedding similarity, not by a shared underlying bug. The soft links mostly reflect the same broad areas (offloading, quantization, model loading, tokenizer/model config, docs), but not mergeable duplicates. No PRs are present in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate hub stands out; issue 43873 is the best representative because it is the only open item and the most discussed/referenced, with a broad offloading+quantization scope closest to the cluster\u2019s general theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most suitable anchor for triage because it is active, has the most discussion/inbound references, and is broad enough to represent the cluster even though the cluster is not a real duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve offloading/quantization, but one is about generic offloading behavior and the other is a specific FP8 compressed-tensors weight_scale omission; different code paths and fixes." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Same model family, but one is a FlashAttention regression and the other is a long-ocr index error; unrelated failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantized/dequantized model handling, but saving failure and gpu+cpu offload loading failure are distinct bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "One is ANSI codes in loading_report, the other is Qwen3.5 variable-length position_ids handling; no shared underlying bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Packaging/backend dependency issue versus a torch/transformers version incompatibility; too broad and unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError in sentence-transformers integration is unrelated to TensorBoard/TensorFlow backend installation behavior." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different symptom classes: masked LM correctness vs tokenizer output regression." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Slow import and VL image-placeholder handling are unrelated issues." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Different model components and different errors: tokenizer batching crash vs RTDetr loss infeasible cost matrix." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend installation confusion versus Python version compatibility; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save-pretrained missing files and Chinese performance regression are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen position-id issues, but one is a still-image rope scaling bug in Qwen2.5-VL and the other is variable-length input handling in Qwen3.5; different concrete code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache missing in generation/chunked prefill is distinct from CLIPVisionModel hidden_states regression." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal config default initialization and missing pad_token_id are separate config bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention Deepspeed/optimizers, but OOM with Adafactor and double optimizer.step calls are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in one config does not match a GLM-4V loading failure." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save files issue and gemma-4 zero3 from_pretrained failure are not the same underlying bug." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Kernel registration/decorator error and missing base_model_tp_plan entries causing TP OOM are distinct issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for text classification pipeline is unrelated to intermittent slow imports." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Precision drift from missing rms_norm_eps and torch.split return-value handling are different code-path bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage object and Qwen3.5 chat crash are unrelated failures." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention crash in Ministral-3 are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP load OOM and FP8 compressed-tensors save/load corruption are different memory/model-loading problems." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and loading_report ANSI output are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed auto-mapping configs breaking CI and leftover dummy classes in dummy_pt_objects are separate cleanup/test failures." + }, + { + "left": "issue:45588", + "right": "issue:47427", + "accept": false, + "reason": "FlashAttention sink-less-model crash and redundant initialization skipping on non-CUDA hardware are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offloaded save failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing exported model class and Python version support issue are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI color leakage and docstring wording are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model config are different failures." + }, + { + "left": "issue:44261", + "right": "issue:44496", + "accept": false, + "reason": "Layernorm precision bug and model config recognition error 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": 47, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:36246", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43723", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44479", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45759", + "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:47176", + "issue:47177", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43723|issue:44162", + "issue:46291|issue:46399", + "issue:46399|issue:46851", + "issue:42491|issue:43299", + "issue:46655|issue:46726", + "issue:45072|issue:46829", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:47176|issue:47177", + "issue:45003|issue:47217", + "issue:43526|issue:45003", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:45103|issue:46399", + "issue:44246|issue:44871", + "issue:45561|issue:45563", + "issue:44336|issue:46424", + "issue:44295|issue:45397", + "issue:43550|issue:46506", + "issue:43540|issue:46752", + "issue:42915|issue:47312", + "issue:43540|issue:46655", + "issue:36246|issue:43596", + "issue:46614|issue:46665", + "issue:46726|issue:47217", + "issue:44479|issue:46655", + "issue:43257|issue:45137", + "issue:44779|issue:45292", + "issue:45375|issue:45759", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "a106c6780339f97280600767ce1229e8cef17d6aae77ffa6b7e4c46e6273099c", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36819, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous transformer bug reports with only superficial lexical similarity. The soft-similarity links do not indicate true duplicates, so none of the candidate pairs should be merged. The only loosely related pocket is Qwen multimodal/video-loading issues, but even there the failure modes and code paths differ.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression in the only loosely related subset (Qwen VL/video handling), so it is the best anchor if one must choose a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the clearest user-facing reproduction and the widest model coverage among the related Qwen multimodal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure vs ESM2 breakage; different subsystems and symptoms." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Pipelines import/version check issue vs Qwen3.5 rotary-registration bug; unrelated code paths." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Missing decorator on rotary embedding registration vs variable-length position_ids handling; different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is a hf4.x/hf5.x LoRA compatibility issue and the other is accelerate+deepspeed weight conversion." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation error vs missing-vision-backend processor resolution; different failure layers." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Bfloat16 dtype mismatch in SwitchTransformers/TimmWrapper vs VideoPrism output field mix-up; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Helper output-length computation in qwen3_omni_moe vs position_ids handling in Qwen3.5; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure; different areas." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but command-substitution bypass and tar/zip slip are distinct vulnerabilities." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs VL image-placeholder parsing; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug vs modeling_utils module lookup issue; no shared code path." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention crash on s_aux=None vs variable-length position_ids bug; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash vs Qwen3.5 rotary decorator issue; different functionality." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency report vs Gemma eos_token_id inconsistency; not the same defect." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file race vs stale warning in paged generate; different behavior and scope." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "ANSI output formatting vs cache max length handling; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs gemma-4 zero3 loading; different models and code paths." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba vs CPU/CUDA divergence in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs empty-list chat template crash; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs kernels 0.16 incompatibility; different causes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe input validation failure and the other is a SmolVLM padding bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VL import error vs DeepSpeed ZeRO3 BertModel IndexError; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs from_pretrained inconsistency inside classes; different mechanisms." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend error vs image-placeholder-in-user-text failure; both VL-adjacent but distinct." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video input, but 44479 is a broad Qwen v5.3.0 regression while 46655 is a specific SmolVLM padding-calculation bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue vs ZeRO3 deque underflow; different subsystems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness vs resize_token_embeddings not updating output embeddings; unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3.5MoeVisionConfig vs composite-config unwrapping in AutoModelForCausalLM.from_config; different bugs." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating vs D-FINE auxiliary-loss omission; only loosely analogous, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 48, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "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:45588", + "issue:45600", + "issue:45685", + "issue:45701", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321", + "issue:47429", + "issue:47455" + ], + "soft_pairs": [ + "issue:45292|issue:45701", + "issue:43352|issue:45250", + "issue:44995|issue:45200", + "issue:43295|issue:45292", + "issue:36246|issue:44351", + "issue:44060|issue:44077", + "issue:36246|issue:42757", + "issue:46170|issue:47321", + "issue:44162|issue:45200", + "issue:44466|issue:45335", + "issue:42886|issue:46132", + "issue:45137|issue:45600", + "issue:44995|issue:45588", + "issue:44451|issue:46752", + "issue:44295|issue:44749", + "issue:45685|issue:46431", + "issue:47217|issue:47429", + "issue:44479|issue:46170", + "issue:44877|issue:45375", + "issue:43475|issue:46369", + "issue:45003|issue:45561", + "issue:44877|issue:46170", + "issue:44987|issue:45459", + "issue:47312|issue:47455", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:43475|issue:43540", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "1a9fb3b62e5eaaaeb034fdfea85ea3a13486e7d78bd24f1b4b1607fc3b2be839", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35848, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set. I found one plausible duplicate pair around `resize_token_embeddings` not updating tied embeddings, but the rest are distinct regressions/import errors/config bugs.", + "confidence": 0.83, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if a representative is needed, 44479 is the broadest concrete regression report (v5.3.0 video-input failures across multiple Qwen VL variants).", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest anchor because it describes a widespread, version-specific regression with multiple affected model families and a clear reproducer surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "`resize_token_embeddings` vs tokenization/version-dependent tokenization behavior; different failure modes and code paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is only a generic Flash Attention 2.0 topic, not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache crash in one MoE model vs missing `mm_token_type_ids` default in Gemma 4; unrelated issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression with images vs embedding resize not updating output embeddings; different concrete bugs." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules; not the same underlying breakage." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning bug vs `patchtsmixer` post-init policy; no shared code-path problem." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages/modules; too unrelated to be duplicates." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm torch.distributed import issue vs AMD quark class update issue; different subsystems and symptoms." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage vs Gemma 4 fine-tuning token-type default issue; unrelated model bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied embeddings, but one is device-dependent serialization and the other is resize propagation to decoder embeddings; not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure vs attention registration behavior change; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs stale auto-mapping reference in CI; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "MoE stale indexer cache crash vs flash_attention `s_aux=None` attribute error; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure vs empty chat-template input crash; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position buffer read error vs Chinese report of preprocessing slowdown; no shared bug signal." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel limitation vs `apply_chat_template` missing template error; unrelated." + }, + { + "left": "issue:47217", + "right": "issue:47429", + "accept": false, + "reason": "VL image-placeholder handling bug vs tokenizers dependency upper-bound issue; different layers entirely." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import failure; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they affect different model configs and failure modes; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video attribute error vs SAM3-litetext memory overflow; different symptoms and likely different fixes." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "`sys.modules` access bug vs xdist race on captured file; unrelated testing/runtime issues." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows/ROCm import dependency issue; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure vs tokenizer error masking when protobuf is absent; different problems." + }, + { + "left": "issue:47312", + "right": "issue:47455", + "accept": false, + "reason": "Kernels version compatibility vs incorrect version check; related theme but not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files vs AutoProcessor vision-backend fallback behavior; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs CPU/CUDA result divergence in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and different failure modes (SAM3 video attr error vs Qwen3OmniMoe video processing ValueError)." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic vs AMP/CUDA loss crash; no shared code-path problem." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: both report the resize call failing to propagate to tied/output/decoder embeddings, with 45335 as a model-specific repro." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure vs empty-list chat-template crash; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "xdist race on captured info file vs VL image-placeholder parsing failure; 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": 49, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:39692", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44749", + "issue:44977", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45593", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46305", + "issue:46315", + "issue:46399", + "issue:46421", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46858", + "issue:47020", + "issue:47059", + "issue:47068", + "issue:47145", + "issue:47429" + ], + "soft_pairs": [ + "issue:29870|issue:30333", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:46305|issue:46315", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:47059|issue:47429", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:45103|issue:46858", + "issue:42199|issue:46851", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44188|issue:46202", + "issue:46752|issue:47020", + "issue:45593|issue:47068", + "issue:44483|issue:46202", + "issue:43976|issue:47429", + "issue:43701|issue:44749", + "issue:44188|issue:46421", + "issue:43784|issue:46399", + "issue:44749|issue:45656", + "issue:43065|issue:46123", + "issue:39692|issue:46726" + ], + "prepared_review_unit_hash": "36df1dfce711fc5fd464a97bab0f2fad7ef2b9abc88c0d9db44a1418adf71fd8", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: every soft pair appears to be a different bug/regression in a different code path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes, with no single underlying bug tying them together.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative exists; picking any one issue would be arbitrary because the cluster is not a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated failures: BART generation hits an UnboundLocalError, while the other is an MLflow job-status reporting issue." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a config warning about tied embeddings and the other is a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Different problems: Gemma-4 from_pretrained/ZeRO3 loading versus deepspeed double optimizer stepping." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug versus an ESM2 model regression; no shared code-path." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "One is a sliding-window mask off-by-one; the other is a tokenizer performance regression." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer-loading regression in v5 versus an accuracy regression for a specific model after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on deletion is unrelated to the pipeline batch-finalization bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are different failures." + }, + { + "left": "issue:47059", + "right": "issue:47429", + "accept": false, + "reason": "CLI breakage from a hub API change is unrelated to the tokenizers version upper-bound packaging issue." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same bug as Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug versus LlamaConfig validation of explicit head_dim; different paths." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 embedding-tie warning." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling bug versus cache seq-length/device-tensor arithmetic bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality calculation versus Qwen3.5 variable-length position_ids; no common root cause." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLLukeTokenizer AttributeError is unrelated to the v4.57.3\u2192v5.3.0 data-filtering slowdown." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 wrong outputs and AutoProcessor missing-backend error are distinct vision-model issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 tie_word_embeddings warning is unrelated to the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface registration behavior change and FP8 weight_scale loading corruption are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence does not match the Gemma \u2581 roundtrip failure." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty chat-template input crash versus XLMRobertaTokenizer passing a dict to Unigram; unrelated code paths." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss omission is unrelated to the deepspeed host-synchronization concern." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API request rejection is not the same as Gemma pipeline token roundtripping." + }, + { + "left": "issue:43976", + "right": "issue:47429", + "accept": false, + "reason": "Python version compatibility report and tokenizers dependency upper bound are separate packaging issues." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and data-filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is different from cache lazy-initialization recompilation." + }, + { + "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:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression in filtering data is not the same as deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d and mask pipeline final-batch handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc example errors and AutoProcessor backend-missing handling are different vision/documentation 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": 50, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42907", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44279", + "issue:44297", + "issue:44373", + "issue:44451", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217", + "issue:47429", + "issue:47448" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:43475|issue:46821", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:42907|issue:47448", + "issue:45230|issue:45397", + "issue:44623|issue:45656", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:43723|issue:46326", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:43232|issue:43673", + "issue:44451|issue:47429", + "issue:46877|issue:47000", + "issue:44279|issue:47429", + "issue:45375|issue:45478", + "issue:44661|issue:47059", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:36010|issue:41628", + "issue:43873|issue:44945", + "issue:45310|issue:45375", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "453b97890e57e459c19c1e3a00eabb4190413fdab3daaa86db3c159ec4986def", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35519, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct Transformers regressions (imports, loading, saving, generation, quantization, and model-specific failures). The soft pairs share broad wording but do not look like the same underlying bug/change, so I reject all of them.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring v5 regression theme, but the set is still heterogeneous and not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most generally phrased issue and best fits as a cluster placeholder, though it only loosely represents the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save/pretrained-related, but one is a tokenizer config mismatch and the other is missing processor files; different components and failure modes." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "These are unrelated model-specific attribute errors in different code paths and different models." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "One is a quantized model save failure, the other a GGUF load failure on v5; opposite directions and different root problems." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields/attributes, but one is a SAM3 model output bug and the other is AutoConfig with trust_remote_code; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad v5 regressions, but they affect different model families with different symptoms and no clear shared code path." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A model loading regression and a DeepSpeed ZeRO3 IndexError are not the same underlying issue." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "An error-message bug in T5 validation and import-time docstring diagnostics are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a docstring typo, the other is a runtime variable-length position_ids bug; same term, different problem." + }, + { + "left": "issue:42907", + "right": "issue:47448", + "accept": false, + "reason": "Different models and different failures: saving dequantized models versus architecture recognition." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The first is too generic to anchor a duplicate, and the second is a specific Gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save-pretrained file generation and optimizer stepping under DeepSpeed are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related user reports, but one is a missing PyTorch dependency error and the other is a hang while loading Sentence Transformers." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior changes are unrelated subsystems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer loading in v5 and the other is continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different generation-time bugs: attention kernel divergence under torch.compile versus variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist test-utils race and a VL image-placeholder model bug are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache handling." + }, + { + "left": "issue:44451", + "right": "issue:47429", + "accept": false, + "reason": "A model load failure and a tokenizers version upper-bound packaging issue are not the same bug." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time lint output and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:47429", + "accept": false, + "reason": "One is a generic dependency complaint; the other is a specific tokenizers pin/release-blocking packaging issue." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is a missing config field being dropped and the other is a from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "A model-registration failure and a CLI completion attribute error are completely separate." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they concern different models and different decoding/configuration paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "A Qwen3-VL-Moe loading bug and a processor.save_pretrained file issue are different problem classes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different API surfaces; not the same underlying change." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different distributed inference issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "They are related by model family, but one is a general from_pretrained error and the other is a specific config-field omission." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports from image utilities, but they do not point to the same missing symbol or change." + }, + { + "left": "issue:44933", + "right": "issue:47059", + "accept": false, + "reason": "A missing image_utils import and a huggingface_hub CLI completion 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": 51, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:29925", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44186", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46202", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:42371|issue:45092", + "issue:29925|issue:30333", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:43232|issue:44792", + "issue:43784|issue:43824", + "issue:42175|issue:44933", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:45561|issue:47059", + "issue:42175|issue:45712", + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:42898|issue:45812", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44843|issue:47085", + "issue:44568|issue:47085", + "issue:44186|issue:47085", + "issue:43976|issue:44933", + "issue:43479|issue:46829" + ], + "prepared_review_unit_hash": "59cf4122f6de5671c5ebf76f71b2fd1f76758679ab023535f3e110f3dcf2d032", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs are clearly different bugs or unrelated infrastructure issues, so there is no real duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45081 is the strongest single issue in this set: it has a concrete, localized crash in `_patch_mistral_regex`, a clear repro path, and multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the best representative issue overall because it is specific, actionable, and clearly scoped; the other items are not close duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failures: Mistral regex crash vs auto_docstring annotation handling." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated bugs: dtype mismatch in evaluation vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: TF backend packaging vs meta-init incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:29925", + "right": "issue:30333", + "accept": false, + "reason": "Tokenizer fast-mode enforcement is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Processor `_tokenizer` attribute crash is not the same as Gemma roundtrip tokenization failure." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma, but one is a token roundtrip issue and the other is an image-text pipeline failure." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA float16 loss crash is unrelated to auto_docstring printing diagnostics at import time." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync bug and Janus image-generation test failure are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError is not the same as missing Qwen2.5-VL export." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend omission is unrelated to a missing image_utils import." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen Moe models, but they describe different model/version-specific failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Missing AutoImageProcessor and missing HybridCache are separate export/import regressions." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior is not the same as Qwen3.5 Moe from_pretrained failure." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning is unrelated to auto_docstring import-time stderr/stdout output." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting and Adafactor OOM in DeepSpeed are unrelated failures." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3.5 is different from a host-sync issue in deepspeed_sp_compute_loss." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about cleanup-space behavior and the other about missing BOS/EOS insertion." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race is unrelated to the huggingface_hub CLI completion API break." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TF backend installation and leftover dummy PT classes are different maintenance issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption is unrelated to Qwen3_5 looping on a specific image." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are different FP8-related bugs, not the same change." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different behaviors." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config auto-detection failure is unrelated to a pytest-xdist race condition." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang for sentence-transformers and embedding reinitialization in post_init are distinct issues." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info call in Mistral regex patch is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "BOS/EOS token regression is not the same bug as Rust tokenizer thread-safety." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crashes are different from a general tokenizer thread-safety regression." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version incompatibility in Transformers 5.1.0 is unrelated to a missing image_utils import." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4 multimodal config defaults and VideoPrism output-field mismatch are unrelated 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": 52, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:22355", + "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:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431", + "issue:46693", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:42673|issue:46693", + "issue:42673|issue:43704", + "issue:39692|issue:46909", + "issue:44623|issue:45310", + "issue:43723|issue:44568", + "issue:43479|issue:44079", + "issue:45600|issue:47059", + "issue:30333|issue:36331", + "issue:42898|issue:44448", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:46077|issue:46123", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:46209|issue:46431", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42796|issue:43723", + "issue:43874|issue:45092", + "issue:44448|issue:46132", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "4385d7da9c8434ad8f12be0991eb1dda2346f638cbeeca227e4edeb391272173", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated transformer issues. The only clear duplicate-style match is the repeated Qwen3ForCausalLM VRAM leak report; the other soft pairs share broad themes (tokenizers, docs, multimodal, v5 regressions) but not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more detailed report for the exact Qwen3ForCausalLM VRAM leak and has a direct duplicate-looking follow-up in issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue overall: it is specific, clearly described, and has the clearest duplicate counterpart in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen/Qwen3-family reports, but one is a tied-weights warning and the other is a missing tensor-parallel plan; different bugs and code paths." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak vs FA2 long-context performance regression; different symptoms and likely different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same underlying Qwen3ForCausalLM VRAM leak; this looks like a duplicate/re-report of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5-Moe from_pretrained error; unrelated code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regression vs special-token insertion regression; both tokenizer-related but not the same concrete issue." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment; unrelated bugs." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings CI breakage vs CLI completion API breakage; different areas entirely." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training vs CustomTrainer compute_loss signature mismatch; not the same problem." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "General v5 tokenization cleanup behavior change vs Pegasus output difference; related theme, but not clearly the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting issue vs model loading regression for Llama 3.2 vision; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 behavior regressions, but one is clean-up spacing semantics and the other is processor/tokenizer access with images." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention threading and tokenizers/models, but one is a specific VRAM leak in Qwen3ForCausalLM and the other is a broad thread-safety regression." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs DeepSeek tokenizer correctness regression; different concrete failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization vs Whisper timestamp decoding crash; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; different documentation issues." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention masking bug vs partial-batch pipeline bookkeeping bug; different code paths." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaulting; different model families and failures." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import errors: missing transformers.onnx module vs missing PyTorch dependency." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure vs missing chat template on processor; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer/read bug vs deepspeed optimizer double-step; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing vs auto_docstring future-annotations crash; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs AutoTokenizer.from_pretrained loading issue; similar area, but not the same bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image processor method missing vs remote-code checkpoint/meta-init incompatibility; different multimodal issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Model output differences across v4/v5 vs AttentionInterface.register behavior change; not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script failures, but one is multi-label classification output and the other is local dataset loading; not duplicates." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pin issue vs leftover dummy classes in repo; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained moe vs tokenizer save_pretrained class-name mismatch; different subsystems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issue:42673 and issue:43704 are clearly the same Qwen3ForCausalLM VRAM leak by title and chronology, while the other pairs are conservatively marked non-duplicates based on distinct titles/subsystems. No evidence is overstated." + }, + "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": 53, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:44075", + "issue:44190", + "issue:44222", + "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:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46614", + "issue:46665", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:43479|issue:46665", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44075|issue:46231", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:43232|issue:47276", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:44327|issue:47059", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:46614|issue:46932", + "issue:43232|issue:45834", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44190|issue:46082", + "issue:44222|issue:44484", + "issue:43232|issue:46424", + "issue:43408|issue:46402", + "issue:46369|issue:46909", + "issue:44360|issue:46762" + ], + "prepared_review_unit_hash": "d3c3203e8544280b0a305b6c308479129a0147e202cc842d0a82201229db9670", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34871, + "estimated_input_tokens": 8718, + "estimated_eval_tokens": 17692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it contains unrelated issues across loading, saving, config validation, generation, tokenizer, FP8, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug or change, so I rejected all of them.", + "confidence": 0.46, + "canonical_issue_reason": "I\u2019d anchor on issue:43479 because it is a concrete, self-contained bug report with a clear failure mode and fix path, making it the most representative standalone issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43723 is the broadest user-facing loading regression in the set and the best single issue to represent the cluster if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading behavior, but one is Phi4Multimodal config defaults and the other is from_pretrained inside Python classes; different bug paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs optimizer step called twice; no shared code-path bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and AttentionInterface.register behavior change are distinct issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports, but one is a missing image_utils import and the other is leftover dummy classes leaking into dir/checks." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file output; different artifacts and bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args ignored is a runtime bug; the other is just a doc/parameter-name mismatch." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "One is a generation-state bug after sync_gpus; the other is only a misleading warning message." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class mismatch on save and Qwen3.5 MoE from_pretrained errors are different issues." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT legacy-field loading bug and a CLI incompatibility with huggingface_hub are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k crash is a model pipeline bug; the hub error is an external CLI/API incompatibility." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes across versions and FP8 inference failing on B200 are different problems." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 attribute error and MoonshineStreaming off-by-one mask logic are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state and Gemma4 dtype casting are different subsystems and failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols, modules, and root causes." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Stuck loading Sentence Transformers and zero probabilities in SigLIP2 are unrelated symptoms." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys on save are different Qwen/InternVL multimodal bugs." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading script failure and LlamaConfig head_dim rejection are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and 50GB shard-size default are different save-path concerns." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs handling and cache max_cache_length behavior are separate cache/generation bugs." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model-type warning and missing text encoder weights are not the same bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Model memory overflow and a broken documentation example are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are different math/code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43986|issue:46726", + "issue:45381|issue:46305", + "issue:44263|issue:44373", + "issue:44279|issue:46328", + "issue:46305|issue:46655", + "issue:22355|issue:27957", + "issue:43784|issue:45600", + "issue:41628|issue:43824", + "issue:22355|issue:28218", + "issue:44483|issue:45406", + "issue:42831|issue:45310", + "issue:43576|issue:43784", + "issue:44964|issue:47059", + "issue:43756|issue:44060", + "issue:44261|issue:45092", + "issue:44263|issue:44360", + "issue:44188|issue:44373", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43540|issue:46909", + "issue:43408|issue:46369", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "84b3ea107489445d9928bc8bb3488b34771d83dc9ea5e0715814680273ea2346", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35886, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates. The set is a grab bag of unrelated import, tokenizer, model-loading, processor, training, and documentation issues, so there is no clear canonical issue or PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/saving flows: dequantized Ministral/Devstral persistence vs sinq quantized reload behavior." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split semantics vs InternVL2 meta-init compatibility are unrelated bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read error for position_ids is not the same as processor.save_pretrained() missing files." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processor/backend loading, but one is video AutoProcessor without torchvision and the other is unrecognized image processor handling." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and mechanisms: Qwen2.5-VL vision_position_ids vs MoonshineStreaming window masking." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Code bug in DSA indexer vs a docstring issue for position_ids." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue is unrelated to a SequenceFeatureExtractor.pad performance optimization." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but one is a sliding-window off-by-one and the other is padding calculation in a different model." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and Flash Attention 2 support for XLMRoberta are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers does not share a code path with removed Sam3LiteText auto-mapping references." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Server request handling crash and missing _tokenizer on Gemma4Processor are different failures." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained error are different problem types." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI and a missing nn import in sentence-transformers are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal model loading and a huggingface_hub CLI test failure are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer issue and Qwen3-Next tied-weights warning are different model-specific regressions." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA layernorm is unrelated to InternVL2 meta initialization." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem name, but torch.split return values and missing ReLU are distinct defects." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention divergence is unrelated to a wrong docstring." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3 bugs: FineGrainedFP8 accuracy vs Qwen3-VL-Moe from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degradation under flash_attention_3 and NaNs after checkout+init are not the same code-path issue." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor backend-missing crash differs from VL failure when the image placeholder is in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and sliding-window off-by-one are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer issues." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning for sam3_tracker and memory overflow in sam3-litetext are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug is unrelated to a broken documentation example." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "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:43066", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43824", + "issue:43906", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:47059" + ], + "soft_pairs": [ + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42757|issue:45278", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:39379|issue:46172", + "issue:44625|issue:44829", + "issue:22355|issue:29159", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:44295|issue:44297", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:42371|issue:44263", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:43122|issue:43906", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "25d4c17cc1966440e70e7c439af28b94fd16dbf2e2be1d17f0d189a40b95f473", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most soft-similarity pairs share only broad keywords (tokenizer, import, save/load, multimodal) but not the same concrete bug or change. I would not merge any of the soft pairs. The strongest issue anchor is the active multimodal chat-template bug, which has the clearest discussion and inbound references.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is the best anchor: it is open, has the most inbound references/activity in this set, and describes a specific, reproducible multimodal chat-template failure rather than a broad symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable representative overall because it is the most active and specific unresolved bug in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers, but one is an offline cache-loading failure and the other is a decoder-type mismatch in v5; different code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized-model saving are unrelated bugs." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 for XLM-Roberta and Sentence Transformers hanging on load are different failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Missing one dependency symbol is not the same as a broad set of import errors after an upgrade." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different problems." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading versus bus error on macOS are different symptoms and likely different causes." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal-token helper variables and a CLI compatibility error with huggingface_hub are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer-version output differences and a mistral_common continue_final_message bug are not the same concrete issue." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "An mllama mask-handling bug and a DeepSeek-V4 tensor operation issue are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Quantized-model save failures and a multimodal model load failure are different issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and all-zero assistant masks are both tokenizer-related but affect different APIs and behavior." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer-registered position_ids and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are different call sites." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings and a model load failure for cjvt/sleng-bert are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific AutoImageProcessor import error is not the same as a broad version-upgrade import regression." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel LLM output are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility problems and pipeline-parallel output corruption are different issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output drift across versions and multimodal assistant-mask generation are distinct behaviors." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Not forwarding kwargs to cached_file and crashes on assistant tool-call messages are different chat-template/processor bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning and a missing attribute on Sam3VisionEncoderOutput are different SAM 3 video issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Quantized save failures and gguf_file breaking from_pretrained are different loading/saving paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are separate import regressions, not one concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification outputs and mm_token_type_ids defaulting are different example/model issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "A bad saved checkpoint and a from_pretrained error for Qwen3.5 are related by model family but not the same concrete failure." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe support and buffer registration of position_ids are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-to-version tokenization differences and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexing and GLM-5 RoPE implementation are different model internals." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "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:43116", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44610", + "issue:44625", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "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:44995|issue:46697", + "issue:44038|issue:44222", + "issue:43278|issue:44945", + "issue:46172|issue:46762", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:28348|issue:46640", + "issue:42222|issue:47312", + "issue:43493|issue:45753", + "issue:39401|issue:46614", + "issue:39379|issue:43232", + "issue:44188|issue:46328", + "issue:42757|issue:44351", + "issue:45357|issue:45478", + "issue:42673|issue:45072", + "issue:36296|issue:43116", + "issue:46231|issue:46877", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:44625|issue:46002", + "issue:44610|issue:46909", + "issue:43976|issue:45446", + "issue:45083|issue:45446", + "issue:38617|issue:45278", + "issue:43611|issue:46002" + ], + "prepared_review_unit_hash": "156fb9f2d3566b634993d3616c47e6f9bd0d19f3be6943fae394c40dd1edb3d7", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34086, + "estimated_input_tokens": 8522, + "estimated_eval_tokens": 17300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the proposed pairs mostly share only a broad subsystem name or symptom class (imports, tokenizers, attention, Qwen3, etc.) but point to different concrete bugs or feature requests. I would not merge any of these issues as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical duplicate emerges; the issues cover distinct failures across unrelated code paths. If forced to pick the broadest report, issue 45278 is the most umbrella-like, but it is not a clear duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Different models and failures: stale cache crash on second forward pass vs image processor over-padding." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both involve MoE/FP8 wording, but one is a Qwen3-VL-Moe compatibility issue and the other is save_pretrained behavior; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch during eval is unrelated to pipeline-parallel output corruption." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical/transpose behavior in attention, but they are different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package installation backend omission is unrelated to Python 3.14 loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing transformers.onnx and LayoutLMv3 box error messaging are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A GPT-2 flash-attention feature request is not the same as a generic Flash Attention 2 bug." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose model breakage is unrelated to kernel 0.16 incompatibility." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite-loop-on-image are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping and stale phonemizer backend are different tokenizer bugs." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling is unrelated to generation kwargs after sync_gpus." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to a padding performance issue." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but save_pretrained key regression and from_pretrained error are distinct failures." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the multi-label example script returning empty results." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch is not the same as doc-lint output at import time." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat completions API rejection and image-placeholder handling in VL models are different request-processing bugs." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior change and phonemizer backend state are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Wrong processor output size and broken DIA documentation example are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support breakage is unrelated to an incorrect PyTorch version check for AuxRequest." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior is unrelated to flex_attention import gating." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad 'many import errors' regression, even if they may share a release." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading regression is unrelated to NaNs after checkout/init in classification heads." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43208", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:43116|issue:43493", + "issue:45362|issue:45478", + "issue:44075|issue:44936", + "issue:43937|issue:44485", + "issue:42673|issue:42796", + "issue:43066|issue:46710", + "issue:44355|issue:46231", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:42371|issue:43874", + "issue:43827|issue:45446", + "issue:43992|issue:44704", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43824|issue:46981", + "issue:44117|issue:45588", + "issue:39379|issue:43688", + "issue:46328|issue:47116", + "issue:44117|issue:45081", + "issue:43673|issue:46328", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43208|issue:46894", + "issue:43937|issue:45563", + "issue:42617|issue:45341", + "issue:45092|issue:46762" + ], + "prepared_review_unit_hash": "2182b947be908dfb498d6bd41532315244408696675f86986652c95febef816c", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated issues, mostly around Transformers v5 tokenizer/model-loading regressions. There is no true duplicate core; the closest thematic group is tokenizer-loading bugs, but the concrete failures differ across models and code paths.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43066 is the broadest and most central representative of the set: it is a direct Transformers v5 tokenizer-loading regression and sits near several other tokenizer-related reports, even though it does not truly subsume them.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43066 is the best single issue to keep as a representative umbrella for the cluster\u2019s strongest shared theme (v5 tokenizer/loading regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is a decoder-type change and the other is incorrect DeepSeek tokenization output; different concrete bugs and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "One is an example-script multi-label classification bug; the other is a SigLIP2 implementation discrepancy. No shared underlying failure." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a from_pretrained error for MoE weights; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling in optimizers and trainer.evaluate() failing after train are separate training-loop issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are distinct model issues with different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread usage and tokenizer BPE-marker handling are unrelated subsystems." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "One is a tokenizer decoder-type regression; the other is an accuracy regression on DeepSeek after upgrade. Same version context, different bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name mismatch are not the same underlying issue." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor vision-backend fallback and repeated HTTP 429 retries are both in AutoProcessor, but they affect different code paths and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field assignment bugs, but they concern different model outputs and different missing/incorrect fields." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An empty-results example script bug and an incorrect pipeline error message are separate issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 control settings and a missing image-processor method are unrelated bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve loading/pretrained flows, but one misses weights in UMT5Encoder and the other drops kwargs in AutoProcessor/cached_file." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights compatibility and PretrainedConfig type-checking breakage are different v5 API regressions." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump not yet on PyPI and an incorrect PyTorch version guard are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2.5-VL import failure and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling and a flash_attention crash on s_aux=None are different bugs." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Mllama masking logic and MoE auxiliary-loss normalization are separate numerical correctness issues." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "A pad() performance regression and a streaming pipeline regression are not the same code-path problem." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but one is a mapping-None assumption and the other is a Mistral regex patch crash; different fixes." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "GenerationMixin cache handling and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer issues, but one is a generic loading regression and the other is a Qwen3 offset_mapping bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state placement in Trainer/FSDP2 and missing GenerationMixin cache in chunked_prefill are different failures." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Both are training bugs, but they concern different models and different mechanics; not a single underlying defect." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale num_return_sequences warning are distinct generation-related issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py failing and a small testing_utils.py bug are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints and Minimax attention numerical differences are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 58, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44220", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44466", + "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:46002", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42222|issue:47000", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:43937|issue:44977", + "issue:43408|issue:43742", + "issue:42222|issue:43441", + "issue:43450|issue:43986", + "issue:45071|issue:46512", + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:44877|issue:46231", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45071|issue:47059", + "issue:44483|issue:45464", + "issue:45341|issue:46328", + "issue:39401|issue:43421", + "issue:44704|issue:47110", + "issue:43937|issue:44496", + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:38617|issue:44220", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "79f029f4f8e1c42109c805c13dd81e687cc4630b188c2003403d7e122d919e7a", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35044, + "estimated_input_tokens": 8761, + "estimated_eval_tokens": 17778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated across different models, APIs, or failure modes. The only accepted soft pair appears to describe the same Qwen3.5 chat/completions streaming bug, with issue:45464 giving the more specific description.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45464 is the clearest representative because it explicitly names the Qwen3.5-0.8B chat/completions streaming failure; issue:44483 appears to be the same bug, but its visible title is less specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45464 is the best issue to keep as the representative report because it is the more concrete description of the shared chat/completions streaming failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Different models and failure modes: VitPose breakage versus an RTDetr loss crash." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but they are different bugs in different models and code paths." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig is a different problem from Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "The sam3_video model-type warning and the MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are distinct model-specific regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and a missing torchvision crash are different video-related issues." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate config bugs." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 training-loss double-shift are different model-specific bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage and an empty-list apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return values in one model indexer and Minimax attention numerical drift are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name typo are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer complaints, but they target different models and failure mechanisms." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint regression are different issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local models and repeated 429 retries are unrelated AutoProcessor behaviors." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and an xdist race on captured_info.txt are not the same underlying issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model-loading defects." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": true, + "reason": "These appear to be the same Qwen3.5 chat/completions streaming failure, with issue:45464 describing it more specifically." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime post-processor updates are different tokenizer bugs." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Kwarg propagation in AutoProcessor.from_pretrained is unrelated to special_tokens being a list instead of a mapping." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and unrecognized model_type are different loading or validation problems." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output changes across versions and noisy logging are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; not the same missing-export bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Phi-4 multimodal load failure and broad import errors after upgrade are too general to treat as the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdicts are mostly conservative, but the writeup overstates the evidence for the one accepted pair. In the packet, issue:44483\u2019s visible title is only \u201c/v1/chat/completions would not accept request as usual,\u201d so saying both reports \u201cdescribe the same Qwen3.5-0.8B chat/completions streaming failure\u201d and calling it \u201cthe only true duplicate pair\u201d goes beyond what the packet directly supports. Please downgrade that language to an evidence-bounded phrasing like \u201cappears to be the same bug\u201d and avoid claiming uniqueness unless the packet explicitly establishes it." + }, + "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": 59, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:27957", + "issue:29925", + "issue:30947", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:44038", + "issue:44075", + "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:45542", + "issue:45588", + "issue:45656", + "issue:46172", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116", + "issue:47448" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:43208|issue:46897", + "issue:43931|issue:44410", + "issue:44077|issue:46981", + "issue:44484|issue:45310", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:29925|issue:30947", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:44038|issue:44230", + "issue:43012|issue:43577", + "issue:43957|issue:44351", + "issue:43874|issue:44261", + "issue:45341|issue:47448", + "issue:46752|issue:47116", + "issue:43531|issue:45341", + "issue:27957|issue:43352", + "issue:44117|issue:44987", + "issue:44263|issue:46172", + "issue:43097|issue:45588", + "issue:44484|issue:45478", + "issue:44360|issue:46172" + ], + "prepared_review_unit_hash": "82489b15f3499c6bb510e7bd55d143f130134867d8a2a5189e5ed2c227079b4c", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically related to Transformers regressions and model-specific loading/runtime bugs, but the pairs are mostly not true duplicates. The soft edges are broad text matches across different models, APIs, and failure modes, so none should be merged.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43097 is the cleanest representative of a concrete Transformers v5 breakage with clear user impact and multiple references; among these heterogeneous reports, it is the most broadly actionable anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best single issue to represent the cluster because it describes a specific, reproducible API regression rather than a vague symptom or model-only edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both are Transformers bugs, but one is about TF32 API settings and the other about missing rms_norm_eps in MLA q_a_layernorm; different code paths and fixes." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal in v5 versus unexpected position-id key errors; different underlying failures." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are unrelated precision concerns, not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical issues, but they affect different models/components and do not share the same faulty code path." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift are model-specific training bugs with no clear shared fix." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a weight-shape loading mismatch and the other missing layer projections; not the same issue." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init validation and AutoProcessor 429 retry behavior are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard sizing and Qwen3.5 MoE from_pretrained loading failure are different problems." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and double optimizer step under deepspeed are distinct training-loop bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type regression and changed tokenization output are related only broadly; not the same underlying bug." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3next-style loading issues, but the specific missing projections vs generic from_pretrained error are different." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split/indexer bug and a GLM-5 RoPE implementation issue are separate code paths." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:29925", + "right": "issue:30947", + "accept": false, + "reason": "Fast-tokenizer enforcement for SigLIP and special-token behavior for LLaMA3 are different tokenizer bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but one is a shape mismatch on a specific checkpoint and the other is a broader MoE flash-related issue." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A v5 API removal and gguf_file load failures are different failure modes." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and tf backend detection are unrelated issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is unsupported FlashAttention 2 on a model and the other is FlashAttention 3 causing degenerate training." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-MoE inference regression and FP8 support request are not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time warning for bfloat16 and a Blip2 dtype-loading bug are different dtype issues." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device model loading breakage and HybridCache import failure are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting method and missing rms_norm_eps are separate multimodal/model-config defects." + }, + { + "left": "issue:45341", + "right": "issue:47448", + "accept": false, + "reason": "A testing utility bug and an unrecognized architecture are clearly different." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input crash and streaming pipeline regression are different runtime paths." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and testing_utils are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "FlashAttention 2 support for XLMRoberta and lack of FlashAttention 2 support for NemotronH are different model-specific issues." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a specific model load failure are not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-operation bugs in different models; 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the same as a misleading synced_gpus warning message." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch and GLM-5 RoPE implementation discussion are not the same concrete bug." + }, + { + "left": "issue:46298", + "right": "issue:47455", + "accept": false, + "reason": "Noisy logging and kernel version checking are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 unsupported warning and GPT2 attention scaling being ignored 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": 62, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:29870", + "issue:29925", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43611", + "issue:43618", + "issue:43761", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45593", + "issue:45759", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47059", + "issue:47110", + "issue:47321", + "issue:47332" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:42831|issue:44261", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:43618|issue:43761", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:38617|issue:43502", + "issue:44655|issue:47332", + "issue:44655|issue:47321", + "issue:44625|issue:46077", + "issue:43299|issue:43867", + "issue:43611|issue:44655", + "issue:43618|issue:44380", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:44263|issue:45759", + "issue:43976|issue:44938", + "issue:44355|issue:46877", + "issue:29925|issue:33453", + "issue:43867|issue:45216", + "issue:36683|issue:44625", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:44355|issue:44855", + "issue:29870|issue:36296", + "issue:43867|issue:46202", + "issue:44908|issue:46851" + ], + "prepared_review_unit_hash": "f4e53d7ae5a2446acb75544472fa40935d580934d2b00093761a0fe3420a56b0", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft pairs mostly share broad vocabulary like import/load/save/regression, but they describe different concrete bugs in different code paths, so I rejected all candidate duplicates. No single issue cleanly represents the whole set.", + "confidence": 0.9, + "canonical_issue_reason": "No canonical issue: the items span unrelated failures across imports, model loading/saving, tokenizers, configs, tests, and training; the overlap is only topical, not duplicate-level.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global issue anchor. If forced, a narrowly scoped regression report would be preferable, but none of these subsumes the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and modules (`GenerationMixin` vs `is_offline_mode`)." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both mention accuracy/precision, but one is a generic FP8 accuracy issue and the other is a specific MLA RMS norm epsilon mismatch." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained vs from-pretrained loading are different code paths and failure modes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat/input handling, but one is an API request rejection and the other is a processor crash on batched padding=False input." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: distributed trainer optimizer state handling vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Both are test failures, but caused by different missing setup / CLI compatibility issues." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions output and the other is hidden_states not returned." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs an unrelated Trainer import conflict with `datasets`." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error in `configuration_utils` is unrelated to unwanted network requests with `local_files_only=True`." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both concern saving, but one is pipeline serialization and the other is disk-offloaded Qwen3-VL checkpoint saving." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline save failure is unrelated to an AMD Quark class update issue." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Qwen3.5 vs Gemma4 configuration bugs with no shared failing path." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load-model regressions, but the reported symptoms and likely root causes differ (`base_model_prefix` vs sorted state_dict)." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with `base_model_prefix` is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Attention-related wording only; one is missing attentions output, the other ignores attention scaling config." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size config bug and SAM 3 Video missing `fpn_position_embeddings` are unrelated model attribute errors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support gating and D-FINE auxiliary-loss logic are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A missing config attribute is unrelated to the `patchtsmixer` `post_init` policy change." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention mask construction and stale `config.dtype` are separate config bugs." + }, + { + "left": "issue:44263", + "right": "issue:45759", + "accept": false, + "reason": "Different failures: `torch.split` behavior in a MoE indexer vs unwrapping `text_config` for composite multimodal configs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python import errors and stdout docstring lint noise are unrelated." + }, + { + "left": "issue:29925", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer fast-mode enforcement is not the same as a broad tokenizer-loading regression." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load-time state_dict ordering problems and save_pretrained checkpoint corruption are different sides of the API and different bugs." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config fields (`vocab_size` vs `num_labels`) and different affected models." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure vs CLI breakage with huggingface_hub 1.22.0 are unrelated compatibility issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIP attentions output is unrelated to Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "`Gemma3Config.vocab_size` missing and `special_tokens` being a list instead of a dict are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but the causes differ: compiled file handling vs a Python 3.13 `torch.jit.script` parsing issue." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder mask initialization and tensor-parallel training optimizer state corruption are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A model loading error when sorting state_dict is not the same as Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling and Qwen3.5 variable-length position_ids are separate bugs in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 63, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44734", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46234", + "issue:46285", + "issue:46291", + "issue:46365", + "issue:46617", + "issue:47000", + "issue:47317", + "issue:47337", + "issue:47455" + ], + "soft_pairs": [ + "issue:44393|issue:47337", + "issue:43992|issue:47317", + "issue:43976|issue:47455", + "issue:44075|issue:46365", + "issue:44393|issue:47000", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:29870|issue:33453", + "issue:42548|issue:44351", + "issue:36296|issue:43575", + "issue:43064|issue:44492", + "issue:46291|issue:47455", + "issue:43618|issue:44077", + "issue:44222|issue:45125", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43010|issue:43976", + "issue:43618|issue:46285", + "issue:46234|issue:47455", + "issue:45125|issue:45478", + "issue:43010|issue:45850", + "issue:45125|issue:45375", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:43525|issue:47317", + "issue:42890|issue:44964", + "issue:41628|issue:47455", + "issue:44734|issue:46617" + ], + "prepared_review_unit_hash": "2be1d05b4b414119a1f762b618f374481cfde84cd52db738edf9197cd792fef0", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is fairly heterogeneous: most items are distinct import/model/config/training bugs, not true duplicates. I\u2019d only merge two soft pairs as same underlying issues, and there are no PRs here.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest representative of the import-breakage subgroup, with a high-level symptom that overlaps several of the import-related reports in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the clearest cluster-wide scope and the best chance of representing the largest shared symptom family among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Both mention bbox values, but one is model output hallucination and the other is a flaky test about coordinate range; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5 encoder weight loading and PPFormulaNet training loss are unrelated code paths." + }, + { + "left": "issue:43976", + "right": "issue:47455", + "accept": false, + "reason": "Python-version compatibility and kernel-version checking are different failure modes." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and a Trainer import failure are unrelated issues." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "BBox hallucination in Qwen3-VL and RTDetr loss infeasibility are different model bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration for cache updates is unrelated to import errors after a version update." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing encoder weights and Qwen3.5 MoE from_pretrained failure are different problems." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Decoder attention-mask use-before-assignment and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different causes." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "A tensor-parallel training bug and a tp-related OOM on a specific model are not the same fix." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:47455", + "accept": false, + "reason": "Both involve kernels/versioning, but the concrete failure and likely fix are not clearly the same." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attention assignment and patchtsmixer post_init behavior are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for Qwen3_5Moe are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time slowdown, and the import-* removal matches the reported intermittent long import symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed flaky test and an xdist race on captured_info.txt are different CI issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading order and a missing vision-config field are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict loading failure and incorrect visual encoder keys in save_pretrained are different issues." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration and Python-version support are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP, but they are different structural/API regressions." + }, + { + "left": "issue:46234", + "right": "issue:47455", + "accept": false, + "reason": "Missing import_utils helper and kernel version checking are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "These report the same Qwen3.5-MoE from_pretrained/tp-plan failure, with nearly identical symptom and scope." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache-update decoration and broad version-breakage complaints are too different and unspecific." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tp plan and missing deepstack_visual_indexes are different Qwen3.5 config issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A ReLU discussion in the DSA indexer and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken argument collision are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SamHQ seed flakiness and GraniteSpeech stale device override failures are different CI bugs." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Llama4Config missing pad_token_id and PPFormulaNet training loss are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ flaky tests and Phi-4-multimodal loading failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:47455", + "accept": false, + "reason": "AutoImageProcessor import failure and kernel version checking are different import issues." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve and cache FileNotFoundError on trust_remote_code loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The two accepted pairs look plausibly duplicate or same-bug issues, while the rejections avoid overstating weak similarity. No PR-pair mergeability issues 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": 64, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44351", + "issue:44355", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44861", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45850", + "issue:46095", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:41628|issue:42548", + "issue:43723|issue:44556", + "issue:44222|issue:44230", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:45071|issue:47317", + "issue:42898|issue:46664", + "issue:46143|issue:46144", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:43874|issue:46617", + "issue:30990|issue:31795", + "issue:45850|issue:47110", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:43576|issue:43824", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:36296|issue:43901", + "issue:31795|issue:38617", + "issue:43475|issue:46617", + "issue:44077|issue:44861", + "issue:44351|issue:46617" + ], + "prepared_review_unit_hash": "7dcd31e869a6c378c2039990146d2e0fc5283bc5ccef037f4f239a99aaf018d8", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37206, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly a loose v5-regression cluster with mixed model-loading, import, CLI, docs, and model-specific bugs; none of the soft pairs look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44556 is the clearest representative regression report: a concrete v5 upgrade/reload failure with broad applicability.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best umbrella candidate in this set because it is concrete and broadly framed, unlike the many narrowly scoped import/docs/model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different failure modes: int4 quantization OOM vs checkpoint reload breakage after v5 upgrade." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakpoints (`AutoImageProcessor` vs `PreTrainedModel`)." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 is not the same bug as failing to reload checkpoints after an upgrade." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; related area, not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer `update()` no_grad issue is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Specific Qwen2.5-VL import error vs generic trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` command is not the same as `AttentionInterface.register` changing registered-function behavior." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs PPFormulaNet training-loss bug; no shared codepath." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior change and video `num_frames` semantics are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing `**kwargs` passthrough and the other says attention doesn't use the interface; not one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "`local_files_only=True` still triggering requests is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to the post-upgrade slowdown report." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method vs cache-loading FileNotFoundError; different components." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang for Sentence Transformers is not the same as confusing docs for `input_ids`/`past_key_values`." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A vague 'many models break' complaint is not the same as the specific `special_tokens` dict/list AttributeError." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "`update()` needing `@torch.no_grad` is unrelated to generation kwargs after `sync_gpus`." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite `local_files_only` is unrelated to FP8 moe save_pretrained." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage is a different model-specific regression than generic checkpoint reload failure." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video `num_frames` semantics and AutoProcessor vision-backend handling are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training failure." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` vs an unrelated 'racoon' issue; no shared bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate UnboundLocalError is unrelated to docs confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe load bug vs missing `_tp_plan` for tensor parallelism; adjacent model family, different defect." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request is not the same as asking for a weight-conversion script." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and a Qwen2.5-VL import error are different subsystems and failures." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "`local_files_only` network leakage is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command failure vs type-checking regression are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "`transformers env` breakage is unrelated to CLI tests failing with `huggingface_hub` 1.22.0." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import is a different import regression than the env command bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to docs mentioning deprecated `return_all_scores`." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Forward-method docs confusion is unrelated to missing `layer_type_validation` import." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video encoder attribute error vs trust_remote_code cache loading failure; different codepaths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "`post_init` policy validation is unrelated to `_get_tied_weight_keys` crashing on list-valued keys." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "`HybridCache` import failure is unrelated to trust_remote_code cache FileNotFoundError." + } + ] + }, + "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": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44360", + "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:45362", + "issue:45375", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47455" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:45362|issue:45850", + "issue:44315|issue:44360", + "issue:45375|issue:47110", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:43352|issue:44961", + "issue:43525|issue:47110", + "issue:44273|issue:45542", + "issue:44961|issue:45468", + "issue:45381|issue:46664", + "issue:44315|issue:46209", + "issue:44273|issue:45003", + "issue:43867|issue:47110", + "issue:44466|issue:44556", + "issue:41669|issue:43673", + "issue:44655|issue:44861", + "issue:43572|issue:45850", + "issue:43525|issue:45850", + "issue:44485|issue:46664", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44295|issue:45230", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:44297|issue:45230", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:46018|issue:46172", + "issue:41669|issue:47455", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:45341" + ], + "prepared_review_unit_hash": "c9bfd08a06d7b57646c628eb6ebd9a65c995ee31293843c983e1043985bf6930", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38635, + "estimated_input_tokens": 9659, + "estimated_eval_tokens": 19574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy mix of unrelated bugs; the only coherent duplicate subgroup is around lazy loading/import behavior. I\u2019d consolidate that subgroup around issue 44273.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 44273 is the clearest description of the underlying lazy-loading/import failure and sits at the center of the only plausible duplicate cluster (slow imports and sys.modules access).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44273 is the best representative of the cluster because it names the core behavior directly and is the most technically central of the related import/lazy-loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Generic bug report is not enough evidence of the same processor.save_pretrained missing-files bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific Qwen3.5 chat crash; the other is a broad compatibility complaint, not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and failures: model_init/Liger Kernel vs a DSA indexer/ReLU discussion." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Different config/parsing failures with no clear shared code path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache, but one is chunked_prefill cache absence and the other is a cache-strategy typo." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and racoon are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support issue vs unrelated racoon bug." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id and a special_tokens keys error are different failures." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior is unrelated to the TensorFlow backend installation error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model-specific issues." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are video-related, but the model behavior and code paths differ too much." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems with no shared concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Both point to the same lazy-loading/import machinery; unsafe sys.modules access is a plausible root cause of lazy loading failing." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State_dict loading error and special_tokens dict/list error are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Related to serialization/loading in broad terms, but the concrete failure modes and scopes differ." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star slowdown and chunked_prefill cache missing are different bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch save_pretrained, but pipeline saving and tied-weight-key type handling are not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx after update is unrelated to the broad breakage complaint." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific pad_token_id attribute error is not the same as a generic model breakage report." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation and video num_frames semantics are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but 2D bbox output issues and infinite looping are different concrete bugs." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision model output bug vs a type-checking regression are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer bug vs generic bug report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility complaints, but they affect different checkpoints and likely different root causes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings API and cache-strategy typo are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer serialization mismatch vs generic bug report." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad model breakage complaint and CLI completion incompatibility are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Slow import and broken lazy loading are the same underlying import-path problem; slow imports are a plausible symptom of lazy loading failing." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating and a tensor transpose issue are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:47455", + "accept": false, + "reason": "Import-star performance issue and kernel version checking are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type mismatch warning and Liger Kernel/model_init behavior are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is too specific to be the same as a broad breakage report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown is unrelated to a missing module import for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and vision output correctness are different problems." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and numpy/list padding inefficiency are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding and scheduler kwargs handling are different issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue and a testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays fairly conservative. The lazy-loading/import cluster around 44273 is the strongest coherent subgroup, and the accepted soft pairs are plausibly supported by the issue titles alone. No soft-edge verdict overstates the evidence in a way that clearly requires rejection." + }, + "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": 66, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:28348", + "issue:31795", + "issue:33453", + "issue:37428", + "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:44261", + "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", + "issue:47455" + ], + "soft_pairs": [ + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43976|issue:46218", + "issue:43298|issue:46095", + "issue:45230|issue:45656", + "issue:43976|issue:47176", + "issue:31795|issue:33453", + "issue:44273|issue:47455", + "issue:44315|issue:47455", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44861|issue:47110", + "issue:45468|issue:46894", + "issue:42913|issue:43066", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:31795|issue:37428", + "issue:43576|issue:44273", + "issue:44485|issue:47177", + "issue:44861|issue:47059", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:43606|issue:45468", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43704|issue:44485", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:44261|issue:45468", + "issue:28348|issue:45250", + "issue:45850|issue:46218", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44230|issue:45310", + "issue:44492|issue:44998", + "issue:43618|issue:44998" + ], + "prepared_review_unit_hash": "def377abe17026b7b514e89630f3f920b3ad25bd051c6620fb60c1ddd28f802b", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 49, + "serialized_chars": 40989, + "estimated_input_tokens": 10248, + "estimated_eval_tokens": 20752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster stands out here. The items are mostly unrelated issue reports, with only loose thematic overlap around v5/tokenizer/import regressions and several model-specific bugs. All soft-edge candidates should be rejected under strict duplicate triage.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43576 is the best anchor if a single issue must represent the set: it is concrete, version-specific, and has enough discussion/inbound references to be a useful hub for nearby v5-related reports. That said, it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the most suitable representative issue for triage because it has the clearest actionable failure report and broad compatibility/regression framing. It is still only a representative anchor, not evidence that the set is one duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Both mention v5-era behavior, but one is a broken CLI/env command and the other is an LR scheduler kwarg bug; different code paths and fixes." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Completely different security/command-injection issue; only superficial CLI wording overlap." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "One is a Python version compatibility report, the other is a missing module import for a specific model; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek weight conversion are unrelated problems in different subsystems." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report versus a specific double optimizer-step issue under deepspeed; no shared concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version support regression and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments versus tokenizer loading regression; same area only at a very broad level." + }, + { + "left": "issue:44273", + "right": "issue:47455", + "accept": false, + "reason": "Lazy-loading behavior and kernel-version checking are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:47455", + "accept": false, + "reason": "Model_init/Liger application bug is unrelated to kernel version validation." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but they affect different processors and different calculations (timestamp vs padding)." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different model-training issues: Liger application in model_init vs degenerate training with flash_attention_3." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute/type errors, but in different APIs and different failure modes." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding and CohereASR double-shift training-loss bug are different model-specific problems." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder-type bug; not the same concrete defect." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion and shell command-substitution bypass are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU discussion and Gemma audio positional encoding are unrelated model/implementation issues." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility and tar/zip slip security issue are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Different bugs in different components: Qwen3VL timestamp calculation vs scheduler kwarg handling." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion versus a flash-attention import error; no shared code-path bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "A broken env command and lazy loading failure are different issues, even if both appear in v5 contexts." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation and arbitrary file write/RCE are entirely unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different attribute errors in different areas; no evidence of one underlying defect." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug versus scheduler kwarg bug; different subsystem and fix." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance complaint is unrelated to VRAM leakage in multithreaded dataloaders." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command breakage and missing model-module import are unrelated failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and audio positional encoding are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded loading and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad v5 breakage complaint and a tar/zip slip RCE are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad v5 breakage and command-substitution allowlist bypass are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support gap and archive extraction RCE are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only API requests and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug versus missing processor.save_pretrained files; different symptoms and fixes." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and Gemma audio positional encoding are unrelated model implementation bugs." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel Flash Attention 2.0 support request and a vague Flash Attention 2.0 issue are not enough to prove the same concrete bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint and model import failure are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leakage in dataloader threads and a testing_utils bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support gap for Nemotron and Qwen module import failure are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM module are both import-related, but they are not the same broken symbol or code path." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2 support and the other is Nemotron support; different models and concrete changes." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Inverse-sqrt scheduler kwargs bug and an unrelated non-technical issue clearly do not match." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment joke/noise issue and archive RCE are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Noise issue and command-injection bypass are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are related only at the model family level, not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies and unrelated noise are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and unrelated noise 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": 67, + "review_unit_count": 67, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-544", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:43298|issue:44230", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "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": "0873cd7169c3b8323813dffbb9d04af4056b49c29f4cc6aebb72e7fbeffb2063", + "component_budget": { + "node_count": 544, + "item_count": 544, + "soft_pair_count": 2017, + "serialized_chars": 1043917, + "estimated_input_tokens": 260980, + "estimated_eval_tokens": 522216 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14983, + "estimated_input_tokens": 3746, + "estimated_eval_tokens": 7748 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the high similarity scores are mostly driven by generic model/config wording rather than a shared root cause. None of the soft-edge pairs look like the same underlying bug or change, so no merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items span unrelated topics such as generation failures, training/reporting, loading speed, docs, tensor parallelism, config typing, and model-specific implementation bugs.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "None of the issues is a good global representative. Issue 31515 is only a superficial hub because it mentions generic checkpoint/loading language, but it does not share a concrete root cause with the others.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness vs missing import error; unrelated problems and code paths." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder mask bug vs slow checkpoint loading; different symptoms and subsystems." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs fp8 Qwen VL/MoE inference support; different model features." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-state reporting vs checkpoint loading performance; no shared bug." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading speed issue vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance vs confusing forward-docs issue; one is a runtime bug, the other documentation." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior vs RoFormer attention interface usage; different models and fixes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating; unrelated model internals." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type-hint issue vs tokenizer regex warning regression; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignored value not used vs kwargs not passed to loss calculation; different bug locations." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation vs RoFormer attention interface usage; no same code path." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug vs tokenizer warning regression; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss-argument handling vs RoFormer attention interface usage; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug vs typo in quantization operation text; not the same issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in config vs quantization-operation typo; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation vs ModernBERT config typing; different components." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMSNorm question vs ModernBERT type hint issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug vs ModernBERT type hint issue; no common 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": 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": "122fb8d5f6d296369fd24d321ca83a5840aa92481ea350037842fd81d7307786", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated feature requests: tokenizer truncation direction, ReduceLROnPlateau-like scheduler behavior, and Wav2Vec2 word-level timing offsets. They do not describe the same underlying bug/change, so no duplicate cluster emerges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different areas and different requested capabilities: truncation strategy vs Wav2Vec2 word offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No shared bug or code path; one is about tokenizer truncation direction, the other about learning-rate scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated functionality requests in different subsystems; no plausible single fix would cover both." + } + ] + }, + "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": "90ab2797731d3f54af06011c8067bf3aec30af600d024d3874cf4f20481927ee", + "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": "Only issues are present here. `issue:16618` is the best cluster anchor because it is the broadest model-loading complaint and the only one with any plausible overlap with another item; `issue:15980` is a narrower auth/download error, and `issue:13244` is unrelated tokenization behavior.", + "confidence": 0.88, + "canonical_issue_reason": "`issue:16618` is the most central of the three: it concerns failing to load a model, which is the broadest and most likely umbrella symptom in this set. The others are either a specific login/download error (`15980`) or a separate tokenization discrepancy (`13244`).", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:16618` is the strongest representative issue because it matches the cluster\u2019s shared theme of model-loading failure more than the others and is the most general user-facing problem statement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: tokenization mismatch vs. model-loading failure. They do not describe the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Related only at a very high level. One is a bad login/download error message for private models; the other is a generic inability to load `bert-base-uncased`. Not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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-19631-8", + "nodes": [ + "issue:19631", + "issue:19865", + "issue:20334", + "issue:20362", + "issue:22352", + "issue:22372", + "issue:25725", + "issue:25839" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362", + "issue:19865|issue:25725", + "issue:19865|issue:22372", + "issue:20334|issue:22352", + "issue:20334|issue:20362", + "issue:20334|issue:25725", + "issue:20362|issue:25839", + "issue:20362|issue:25725", + "issue:22352|issue:25725", + "issue:22372|issue:25725" + ], + "prepared_review_unit_hash": "d02f83e3fa0702c6ea56f3e7d1efa22e7d1986b66767de31ddb1d8d3dbe6d3a1", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8196, + "estimated_input_tokens": 2049, + "estimated_eval_tokens": 4354 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 8196, + "estimated_input_tokens": 2049, + "estimated_eval_tokens": 4354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they are separate feature requests for different models or model-related tasks. The shared wording is just a common \"Add model\" pattern, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "EDSR/MDSR vs Restormer are different model additions with no concrete overlap." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model requests." + }, + { + "left": "issue:19865", + "right": "issue:25725", + "accept": false, + "reason": "VATT and Meta-Transformer are distinct model targets." + }, + { + "left": "issue:19865", + "right": "issue:22372", + "accept": false, + "reason": "VATT and Restormer are different requested additions." + }, + { + "left": "issue:20334", + "right": "issue:22352", + "accept": false, + "reason": "A longformer content issue and Whisper XVector finetuning are not the same change." + }, + { + "left": "issue:20334", + "right": "issue:20362", + "accept": false, + "reason": "Longformer-related content and FlexiBERT are different model requests." + }, + { + "left": "issue:20334", + "right": "issue:25725", + "accept": false, + "reason": "Longformer content and Meta-Transformer are unrelated feature requests." + }, + { + "left": "issue:20362", + "right": "issue:25839", + "accept": false, + "reason": "FlexiBERT and D_Nikud are separate model additions." + }, + { + "left": "issue:20362", + "right": "issue:25725", + "accept": false, + "reason": "FlexiBERT and Meta-Transformer are different concrete model requests." + }, + { + "left": "issue:22352", + "right": "issue:25725", + "accept": false, + "reason": "Whisper XVector finetuning and Meta-Transformer do not describe the same bug or change." + }, + { + "left": "issue:22372", + "right": "issue:25725", + "accept": false, + "reason": "Restormer and Meta-Transformer are distinct model additions." + } + ] + }, + "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-26350-16", + "nodes": [ + "issue:26350", + "issue:26794", + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:33260", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299", + "issue:47402" + ], + "soft_pairs": [ + "issue:26350|issue:33260", + "issue:26794|issue:44370", + "issue:26794|issue:44365", + "issue:26794|issue:47402", + "issue:26794|issue:43834", + "issue:26794|issue:47299", + "issue:26794|issue:27088", + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:47402", + "issue:27088|issue:43834", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:27088|issue:30191", + "issue:26794|issue:30191", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:26794|issue:30240", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:47402", + "issue:30240|issue:43834", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:47402", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47402", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:47402", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44370|issue:47402", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:46222|issue:47402", + "issue:43834|issue:46222", + "issue:46226|issue:47402", + "issue:46226|issue:46931", + "issue:44370|issue:46931", + "issue:44365|issue:46931", + "issue:43834|issue:46931", + "issue:46931|issue:47402", + "issue:47299|issue:47402", + "issue:46226|issue:47299" + ], + "prepared_review_unit_hash": "80ef1bd0cb6bc06571a781bc6c39bb47ae1f435b8f0b74ae3165d9e92e05b3ee", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 55, + "serialized_chars": 29305, + "estimated_input_tokens": 7327, + "estimated_eval_tokens": 14910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated i18n translation requests. The only plausible duplicates are the exact placeholder-title translation issues, which appear to be the same template-based request repeated multiple times; the language-specific translation requests are distinct and should stay separate. The Flash Attention 2 and GGUF support issues are different feature requests.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43834 is the cleanest canonical issue for the duplicate placeholder-title group: it is the earliest of the near-identical template translation requests and best represents that repeated issue pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best issue to keep as the representative anchor because it is the earliest and most central of the exact-match template translation issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are broad community contribution feature requests, but they target different capabilities (Flash Attention 2 vs GGUF) and are not the same concrete change." + }, + { + "left": "issue:26794", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; same i18n template style is not enough to make them duplicates." + }, + { + "left": "issue:26794", + "right": "issue:44365", + "accept": false, + "reason": "Different languages/request targets, so these are separate issues." + }, + { + "left": "issue:26794", + "right": "issue:47402", + "accept": false, + "reason": "Same generic translation template, but no evidence they are the same underlying language request." + }, + { + "left": "issue:26794", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific translation requests; not the same issue." + }, + { + "left": "issue:26794", + "right": "issue:47299", + "accept": false, + "reason": "Distinct translation request, not a duplicate of the Kannada issue." + }, + { + "left": "issue:26794", + "right": "issue:27088", + "accept": false, + "reason": "Kannada and Turkish translation requests are different issues." + }, + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; shared template text is insufficient for duplication." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation requests, so not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:47402", + "accept": false, + "reason": "No concrete evidence these are the same underlying translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different languages/request targets; should not be merged." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the placeholder template issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation issues are different." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation requests." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish and Polish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Turkish and Persian translation requests are distinct." + }, + { + "left": "issue:26794", + "right": "issue:30191", + "accept": false, + "reason": "Kannada and Persian translation requests are separate issues." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian and Polish translation requests are different." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish and Persian translation requests are not duplicates." + }, + { + "left": "issue:26794", + "right": "issue:30240", + "accept": false, + "reason": "Kannada and Polish translation requests are different issues." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Polish translation request is distinct from the generic placeholder issues." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; no evidence of the same underlying issue." + }, + { + "left": "issue:30240", + "right": "issue:47402", + "accept": false, + "reason": "Polish translation request is separate from the placeholder template issues." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Different underlying translation requests." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is distinct from the placeholder template issues." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests." + }, + { + "left": "issue:38435", + "right": "issue:47402", + "accept": false, + "reason": "Romanian translation issue is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different translation requests; same subsystem is too broad to merge." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian and the Thai-text issue are not clearly the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder translation title and near-identical issue body indicate the same underlying template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "These are effectively identical template translation issues with no meaningful distinction visible." + }, + { + "left": "issue:43834", + "right": "issue:47402", + "accept": true, + "reason": "Same placeholder title/body pattern; looks like a duplicate of the same translation template issue." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Despite high similarity, the titles/body text differ and there is no clear evidence it is the same language request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different visible title content; not enough evidence for a duplicate merge." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "The title text is different and no concrete same-underlying-issue evidence is present." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different visible title content; could be similar spammy translation requests, but not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same placeholder translation issue pattern; plausible duplicate." + }, + { + "left": "issue:44365", + "right": "issue:47402", + "accept": true, + "reason": "Same generic template translation request with effectively identical content." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different visible content; not safe to treat as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Titles differ and the bodies do not clearly show the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different visible issue content; no solid duplicate signal." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Similar theme, but not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:47402", + "accept": true, + "reason": "Exact same placeholder translation request pattern; acceptable duplicate." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different visible title/body content, so not clearly the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Not enough evidence these are the same underlying translation request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different visible content; should remain separate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Similar theme only, not the same concrete issue." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are Thai-text issues, but the visible wording differs and there is no clear duplicate match." + }, + { + "left": "issue:46222", + "right": "issue:47402", + "accept": false, + "reason": "Different visible content; not the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai-text issue titles; no concrete duplicate evidence." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Similar language/script is not enough to merge these as duplicates." + }, + { + "left": "issue:46226", + "right": "issue:47402", + "accept": false, + "reason": "Different visible title content and no explicit linkage." + }, + { + "left": "issue:46931", + "right": "issue:47402", + "accept": false, + "reason": "Different visible content; not the same underlying issue." + }, + { + "left": "issue:47299", + "right": "issue:47402", + "accept": false, + "reason": "The titles differ and there is no strong evidence of a single shared issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The exact-match placeholder translation issues (43834/44365/44370/47402) are reasonably treated as duplicates based on identical titles and very high similarity, while the language-specific translation issues are kept separate. The Flash Attention 2 and GGUF issues are correctly distinguished as different feature requests. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-30396-2", + "nodes": [ + "issue:30396", + "issue:31103" + ], + "soft_pairs": [ + "issue:30396|issue:31103" + ], + "prepared_review_unit_hash": "fadbe6e53619f8fe79dba52e993743f309b3acf3ff0c1b42113b13e2b4723f21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed feature requests about adding model support, but they target different additions and do not clearly describe the same underlying change. Treat them as related, not duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 30396 is the more specific and self-contained request; it names a concrete model addition and reads like the clearer original feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 30396 is the best representative for the cluster because it is the more explicit feature request, but it should not be considered a duplicate of 31103.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30396", + "right": "issue:31103", + "accept": false, + "reason": "Reject: both are model-addition requests in the same broad area, but they name different targets ('HelpingAI-3B-v2.2' vs 'HelpingAIForCausalLM') and there is no evidence they refer to the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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-36718-23", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "issue:40330", + "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:40330|issue:42503", + "issue:40330|issue:43671", + "issue:40330|issue:42954", + "issue:40330|issue:46653", + "issue:40330|issue:42738", + "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: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: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:42954|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b2fbdd12750b529800e95840a2a614f834a59fa307a987e8208139f3c4447171", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33608, + "estimated_input_tokens": 8402, + "estimated_eval_tokens": 17060 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 59, + "serialized_chars": 33608, + "estimated_input_tokens": 8402, + "estimated_eval_tokens": 17060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated model-request issues. The titles often share generic phrasing like \"Add\" or \"Support,\" but they target different model families and code paths, so none look like true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated additions for vision, speech, OCR, BERT-like, and multimodal models.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; any one ticket would be too narrow to represent the rest of the cluster.", + "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 model requests, not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request and MiniCPM3 model architecture request are unrelated." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 model support are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model families and different code paths." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and MiMo are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate detection models, not one concrete bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR model support and LFM2.5 Audio support are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition and weight-sparse transformer support are different changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR target different architectures and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated additions." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture support are different model changes." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet and Qwen3-ASR are unrelated." + }, + { + "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 distinct model additions." + }, + { + "left": "issue:40330", + "right": "issue:42503", + "accept": false, + "reason": "open-qwen2vl-base and ModernVBERT are different models with different implementation needs." + }, + { + "left": "issue:40330", + "right": "issue:43671", + "accept": false, + "reason": "open-qwen2vl-base and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:40330", + "right": "issue:42954", + "accept": false, + "reason": "open-qwen2vl-base and MiMo are not the same underlying model change." + }, + { + "left": "issue:40330", + "right": "issue:46653", + "accept": false, + "reason": "open-qwen2vl-base is a model request; Mirko Privitera is not the same kind of artifact." + }, + { + "left": "issue:40330", + "right": "issue:42738", + "accept": false, + "reason": "open-qwen2vl-base and BERT-like models with RoPE are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model families." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and weight-sparse transformer support are different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not the same change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS support are different concrete tasks." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only loosely, but not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and MiMo are different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo and SAM3-LiteText are different model families." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and MiMo are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and MiMo are unrelated additions." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related, but they are different concrete models and changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model requests, not one mergeable PR." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and weight-sparse transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are not the same change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support and Granite SWA+sink option are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE support are different requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are both speech-related, but not the same concrete change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet and Voxtral-4B-TTS are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are different model families." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate model requests, not one underlying bug/change." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and Mirko Privitera are not the same artifact or change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral-4B-TTS-2603 support and Mirko Privitera 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": 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": "423cd57beada2bd06843beea88ad75138edccd860300ba8ec996f88acd5a0aad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "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 unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor technical task. No duplicate relationship is indicated.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the better representative because it is an active technical issue with a concrete implementation focus, while #38740 is a separate closed docs request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 best fits as the cluster representative if one must be chosen, since it is the only open engineering issue and not just documentation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and scopes: documentation about an optimization framework vs a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "0173c9a9baf6be76d12c213d08757eb12faf1eda9cfa9da9f969b93d24c9700b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear unrelated: one is about block decoding, the other is a request for DeepSeek v3.2 support. I would not cluster them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more actionable representative because it names a specific model-version support request; issue 41084 is a separate decoding-related topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying problems: block decoding vs. model support for DeepSeek v3.2. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 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": "c7da709544572cb879440c6f58f8a04b812e699f8edab19093cc1f77b531f78e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about enabling a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other is a feature request to integrate TiledMLP for reduced memory use. No duplicate or same-underlying-change signal is present.", + "confidence": 0.98, + "canonical_issue_reason": "issue:41306 is the more concrete, narrowly scoped bug/feature request and is easier to treat as the representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41306 is the strongest standalone issue because it targets a specific API behavior change, whereas issue:41826 is broader and more speculative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features and different code paths; they do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "42e14c8cae58555f6fc1f8c5a643e7a4a588ba5c7f32664cbc24be1886befbd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only at a broad Trainer/customization level, but they describe different problems and code paths: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #43598 is the more concrete Trainer behavior change request, centered on `remove_unused_column` and customizability.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the best representative because it names a specific Trainer mechanism and likely corresponds to a distinct actionable fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They are not the same underlying bug: one concerns unused-column removal in Trainer, while the other concerns FLOPS estimation for custom trainers. Shared Trainer/customization context is too broad to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "1015f5e46f51136e1ded88ac9016c8b95f7375742a4c9f755868d964b510985a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1609, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1609, + "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 two different feature requests for different Qwen variants and different auto-classification paths, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, more general registration request, but it does not cover 44405\u2019s specific AutoModelForSequenceClassification support for Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different capabilities: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "59ac9588b13b05c1c1bf8a1e01a058abcd90168b9173476cc02f0fec5466dc02", + "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": "Three issues share the same sparse \"huggingface\" title and look like duplicates; #43835 (\u201cFett\u201d) appears unrelated. I would cluster the huggingface issues together and keep the earliest one as canonical.", + "confidence": 0.87, + "canonical_issue_reason": "#43845 is the earliest of the near-identical \"huggingface\" issues and is a reasonable representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the strongest single issue to keep: it is the earliest duplicate-looking \"huggingface\" report and best represents the repeated topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles; \"Fett\" does not look like the same underlying report as the repeated \"huggingface\" issues." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles; no evidence these describe the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles; no indication of a shared underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same body length, and created one minute apart; these look like duplicates of the same report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and clearly the same repeated topic; likely another duplicate in the huggingface cluster." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and repeated topic; despite the shorter body, it still looks like the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: #43835 has a different title and the three 'huggingface' issues share the same title with soft-similarity evidence, so clustering them together and treating #43845 as the canonical representative is reasonable. The soft-edge accepts are also conservative enough given the identical titles and high similarity scores." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "fb1ef3f0fc39eaacd3de782a80ca55bba8c61fd6d122408ee91fcf8bc0747236", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information, mostly spam-like issues with no concrete shared bug or change, so none of the soft pairs should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the least spammy and most descriptive title, but it is still too vague to be a reliable canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body detail; no evidence of the same underlying issue beyond generic similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' with no body detail; generic title match is not enough to treat them as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a vague documentation suggestion; no concrete shared bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam vs. a community benchmark tip are unrelated on their face; no duplicate signal beyond weak text similarity." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam and 'Check out \"Google LLC\"' do not indicate the same problem or request." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation enhancement and a spam issue are not the same actionable report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A vague documentation enhancement and a spam issue are not the same actionable report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '', but there is no substantive description to confirm they report the same underlying item." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam vs. benchmark tip are unrelated; the titles do not identify a shared bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam and 'Check out \"Google LLC\"' appear to be different low-signal submissions, not duplicates." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam vs. benchmark tip are unrelated; no concrete overlap in problem statement." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam and 'Check out \"Google LLC\"' do not describe 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": 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": "542f7caf103dfcca01676b21efbd9a4c95a85d40d58d5e019b679c1a56d07d80", + "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 look strongly similar, but the packet only proves identical titles, close body sizes, and a soft-similarity signal. That is enough for a tentative duplicate suspicion, not a confident same-issue determination.", + "confidence": 0.67, + "canonical_issue_reason": "If this cluster is treated as duplicate issues, #45145 is the better canonical candidate because it has the same title and at least one inbound reference, making it slightly more established.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative for the cluster only in the provisional sense: it is slightly more connected than #45151, but the duplicate relationship itself is not firmly established from the available evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "This is a tentative similarity match, not a confirmed duplicate: the evidence is limited to identical titles, similar body length, and soft_similarity, with deterministic_accept=false and no substantive body comparison shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not show that the issue bodies are substantively the same. The accepted soft edge is also not conservative here because the pairing is based only on soft_similarity and deterministic_accept is false. Please downgrade the verdict to tentative rather than a clear duplicate." + }, + "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": "117938920d4a664af88445be661a8b740138cd03c2608e1bee30280b7953ffbe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1475, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates or the same underlying bug/report: they have different personal-name titles, different dates, and no bodies or cross-references tying them together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles reference different people and different dates; with no descriptions, references, or shared context, there is no evidence they describe 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": 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": "19e452a54d4b9b979a032cce6d779024f632db1c7d36f516e3e01b26f4e6ed25", + "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 closed issues appear unrelated: they are just personal-name/date titles with no body, targets, or shared evidence of a common bug report. No duplicate relationship is supported.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice because both lack any substantive report content, and they do not describe the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only soft similarity is present; the titles refer to different names and dates, with no shared issue content or explicit linkage indicating 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": 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": "a19c4ff53b4ad9fec42764f6251da5b15d13a2fcb2afe08af95cb66c9db14c87", + "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 not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45810 is the more concrete, narrowly scoped feature request; it is a better representative if one issue must be kept as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the best issue overall because it is specific and actionable, whereas issue:46295 is a broad training-capability request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding a Qwen3_5ForTokenClassification/value-model class versus enabling FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "838af35a8cac4a3f4cb7ef7a00f5a46821847b1b38015011eafcb615bcc2891e", + "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 set is not one single duplicate cluster. It contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus an unrelated dataset issue (45869). 45870 is the cleanest representative of the exact duplicate \"Example: Financial time series prediction with DataForge\" pair, but the broader set should be split into separate groups.", + "confidence": 0.95, + "canonical_issue_reason": "45870 is an exact duplicate of 45871 and is the earliest, clearest representative of that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to keep as the representative for the exact duplicate example-prediction pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset bundle versus an example about time-series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial dataset bundle versus an example about time-series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparently the same example issue; this looks like an exact duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related broad domain, but different concrete issue: prediction example versus scraping-service topic." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related broad domain, but different concrete issue: prediction example versus scraping-service topic." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete issue themes; these are not the same underlying bug or request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete issue themes; these are not the same underlying bug or request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and likely the same request; this looks like an exact duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly a different topic. The split into two duplicate pairs plus one unrelated issue is supported by the packet." + }, + "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": "809f1a65718778fb896c0dff500e16f665217fce66df67fe27cbc9134c6d4275", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issue 46439 remains the best canonical issue because it describes the broader root cause, while 46441 reads as a narrower symptom report. The pair is plausibly related through `cache_implementation=\"static\"` and linear-attention behavior, but the evidence is too weak to confirm they are the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "46439 is the better canonical issue because it names the likely underlying mechanism (`early_initialization` corrupting linear-attention layers) instead of just one downstream failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest cluster representative since it is the most root-cause-oriented report and better captures the shared failure family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "The reports are similar, but the packet only provides `soft_similarity` with no shared targets/files and `deterministic_accept: false`. That supports a possible duplicate relationship, not a confirmed same-bug match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice of 46439 is reasonable, but the soft-edge accept is too strong for the evidence in the packet. The only pair evidence is `soft_similarity` with no shared targets/files and `deterministic_accept: false`, so saying both issues \"point to the same\" failure path overstates the support. This should be phrased more cautiously as a possible or likely match, not a confirmed one." + }, + "evaluator_used": true, + "retried": true, + "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": "58d22273b29feb5ba59d4f56d04083a157c31742df08fd4cdad4b3cf3edb5d81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1709, + "estimated_input_tokens": 428, + "estimated_eval_tokens": 1112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate issue reports with identical titles and bodies about Wav2Vec2CTCTokenizer v5 misclassifying the word delimiter as a special token. Issue #46552 is the better canonical because it already has inbound references and likely serves as the main thread.", + "confidence": 0.99, + "canonical_issue_reason": "#46552 has the same report as #46551 but with more linkage/inbound references, making it the better central issue to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue for the cluster because it is the same bug report and appears to be the more established discussion point.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title and body describe the same tokenizer bug, so this is a clear duplicate issue pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, the same body length, and maximum soft-similarity, so treating them as duplicates is reasonable. The canonical choice of #46552 is also supported by its inbound references. The only slightly speculative phrase is \u2018likely serves as the main thread,\u2019 but it does not materially overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "70871a11ab701cbda34cb2b92bbf0656ad9540aa195d54ab1ef73e384d0a8c21", + "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": "These two issues are both about training object detection models, but they report different failure modes: a tensor size mismatch vs. an out-of-memory crash after several epochs. They do not look like the same underlying bug, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the more concrete, specific bug report, but it still does not represent the other issue\u2019s OOM behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "The symptoms are materially different: one is a tensor-shape mismatch during training, the other is memory exhaustion after some epochs. Shared domain alone is not enough to treat them 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": 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": "7a41c7d4bc0b50ceaf741389cfd72d2ab2fc899078be7d366ba11adc544f3832", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different model-loading/memory bugs: one about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other about 4-bit auto device mapping incorrectly spilling to CPU and raising a ValueError. They are not duplicates and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different failure modes and code paths: ZeRO-3 submodule partitioning/OOM vs 4-bit device_map/max_memory CPU dispatch error; only a broad loading-memory similarity." + } + ] + }, + "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": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-23", + "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", + "issue:47406", + "issue:47419", + "issue:47442" + ], + "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:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:47037|issue:47049", + "issue:46948|issue:46998", + "issue:47049|issue:47053", + "issue:46998|issue:47049", + "issue:46969|issue:46985", + "issue:46940|issue:46998", + "issue:46985|issue:47049", + "issue:47049|issue:47091", + "issue:46998|issue:47037", + "issue:46985|issue:47037", + "issue:46969|issue:47037", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:46969|issue:47091", + "issue:47053|issue:47091", + "issue:47091|issue:47102", + "issue:46998|issue:47053", + "issue:47053|issue:47102", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47091", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47377", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47182|issue:47256", + "issue:47120|issue:47256", + "issue:47309|issue:47377", + "issue:47102|issue:47256", + "issue:47182|issue:47265", + "issue:47120|issue:47182", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47182|issue:47309", + "issue:47309|issue:47419", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47419|issue:47442", + "issue:47377|issue:47419", + "issue:47377|issue:47442", + "issue:47279|issue:47419", + "issue:47406|issue:47419", + "issue:47279|issue:47442", + "issue:47227|issue:47442", + "issue:47390|issue:47419", + "issue:47390|issue:47406", + "issue:47390|issue:47442", + "issue:47406|issue:47442", + "issue:47377|issue:47406", + "issue:47279|issue:47406" + ], + "prepared_review_unit_hash": "9f896b88b968364f2aeb415a0d368cef41810a1ba6915e8d7b81c948b9ea0103", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 74, + "serialized_chars": 39459, + "estimated_input_tokens": 9865, + "estimated_eval_tokens": 19986 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 72, + "serialized_chars": 34125, + "estimated_input_tokens": 8532, + "estimated_eval_tokens": 17320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a chronological series of dated '[serge] integration failure triage' issues. They look like separate daily triage threads with the same template, not duplicate reports of one underlying bug. The open 2026-07-20 issue is the best representative for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": "If a single representative is needed, issue:47442 is the best choice because it is the latest open triage thread and has the most recent activity. However, the set appears to be date-specific triage issues rather than true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:47442 is the best global representative: it is open, newest, and appears to continue the same triage stream as the earlier dated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dated issue threads; not the same underlying report." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These are separate daily triage issues, not duplicate bug reports." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different dates and likely different daily failure snapshots; do not merge." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same series, but each issue is date-specific triage rather than one duplicate." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "The titles match, but the dated triage threads are separate artifacts." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage issues; same format, but not the same underlying issue." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different daily triage threads, not duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same triage series, but the date-stamped reports are distinct." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Separate dated triage issues; no evidence they are the same bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Daily triage threads for different days; reject as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and title pattern, but different day-specific triage reports." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "These look like separate daily integration-failure triage issues." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Distinct dated triage issues, not one duplicated report." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different daily triage entries; no shared underlying bug shown." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage pattern, but each issue corresponds to a different date." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Date-specific triage threads; the similarity is template-level only." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Separate daily reports, not a single duplicate issue." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same triage series, but different day-specific issue instances." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different dated triage threads; not the same concrete problem instance." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "No evidence of one underlying duplicated report beyond the shared template." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Separate daily triage issues; reject as duplicates." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage threads." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same series, but the issues represent different days." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These are distinct triage reports with the same naming pattern." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Adjacent daily triage entries, but not the same underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different day-specific triage issues; no duplicate signal." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring triage thread format, but separate issues." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Different dated triage issues." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Template similarity only; these are separate daily reports." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Distinct daily triage issues, not one mergeable duplicate." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different dates and likely different failure snapshots." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same series, but each issue is a separate daily triage thread." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No concrete evidence these are the same bug report." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "These are consecutive daily triage issues, not duplicates." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Same named triage stream, but different date-specific issue instances." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Separate daily triage threads with the same template." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Different dated triage issues; same series but not the same report." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Each issue is a distinct day\u2019s triage thread." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Adjacent daily triage issues, not duplicate bug reports." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same recurring triage pattern, but separate artifacts." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "These are day-specific triage issues, not the same underlying issue." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Different dated integration triage threads; reject as duplicates." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Separate daily triage issues with the same naming scheme." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Different days in the same triage series, not a single duplicated report." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "These are distinct daily triage threads." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Adjacent daily issues, but not the same concrete bug instance." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, different date-stamped issue." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Separate daily triage threads rather than duplicates." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Different day-specific integration failure triage issues." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Same series, but the issues correspond to different dates." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Distinct daily triage reports." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "These are separate date-specific triage issues." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same title pattern, but not the same underlying report." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Different dated triage threads." + }, + { + "left": "issue:47309", + "right": "issue:47419", + "accept": false, + "reason": "Separate daily triage issues, not duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "These appear to be different days\u2019 triage reports." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Adjacent daily triage issues; template similarity only." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Different dated triage issue instances." + }, + { + "left": "issue:47419", + "right": "issue:47442", + "accept": false, + "reason": "These are consecutive daily triage threads, not one duplicated issue." + }, + { + "left": "issue:47377", + "right": "issue:47419", + "accept": false, + "reason": "Same series, but the date-stamped issues are distinct." + }, + { + "left": "issue:47377", + "right": "issue:47442", + "accept": false, + "reason": "Different daily triage threads; no mergeable duplicate." + }, + { + "left": "issue:47279", + "right": "issue:47419", + "accept": false, + "reason": "Distinct day-specific integration triage issues." + }, + { + "left": "issue:47406", + "right": "issue:47419", + "accept": false, + "reason": "Separate dated triage issues, not the same report." + }, + { + "left": "issue:47279", + "right": "issue:47442", + "accept": false, + "reason": "Same naming pattern, but these are different daily threads." + }, + { + "left": "issue:47227", + "right": "issue:47442", + "accept": false, + "reason": "Different daily triage issues with the same template." + }, + { + "left": "issue:47390", + "right": "issue:47419", + "accept": false, + "reason": "These are day-specific triage threads, not duplicates." + }, + { + "left": "issue:47390", + "right": "issue:47406", + "accept": false, + "reason": "Separate dated issue reports in the same series." + }, + { + "left": "issue:47390", + "right": "issue:47442", + "accept": false, + "reason": "Different daily triage threads; no evidence of one underlying duplicate." + }, + { + "left": "issue:47406", + "right": "issue:47442", + "accept": false, + "reason": "Consecutive daily triage issues, but not the same issue." + }, + { + "left": "issue:47377", + "right": "issue:47406", + "accept": false, + "reason": "Distinct date-specific triage issues." + }, + { + "left": "issue:47279", + "right": "issue:47406", + "accept": false, + "reason": "Same triage stream, but separate daily reports." + } + ] + }, + "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": 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-46906-23", + "nodes": [ + "issue:47227", + "issue:47377", + "issue:47390" + ], + "soft_pairs": [ + "issue:47377|issue:47390", + "issue:47227|issue:47390" + ], + "prepared_review_unit_hash": "b46511e16678980cc427a8a87b37578e40290b1f919ac6cb42c7dd8f8616efc8", + "component_budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 74, + "serialized_chars": 39459, + "estimated_input_tokens": 9865, + "estimated_eval_tokens": 19986 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2318, + "estimated_input_tokens": 580, + "estimated_eval_tokens": 1416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are recurring \"[serge] integration failure triage\" issues for different dates. They look like separate daily triage reports rather than duplicates of one underlying bug, so the cluster should not be merged; if one issue must represent the set, the most referenced one is the best anchor.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47377 has the strongest signal as the anchor: it is the same triage series, and it has the highest inbound reference count among the three.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47377 is the best single issue in the cluster because it has the most inbound references and sits in the middle of the dated series, making it the most central triage record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Reject: same template/title family, but the date suffix indicates separate daily integration-failure triage reports, not the same underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Reject: these are consecutive dated triage issues; similarity is from the shared reporting format, not evidence of one duplicate defect." + } + ] + }, + "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": "373d0b04a0299e52cbd0ed67ae70bc4c5052bb28810755844aae39286bef3dfd", + "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": "Both issues share the exact same title and highly overlapping bodies, so they are likely duplicates for the same RWKV7 support request. issue:46983 is the better canonical issue because it is slightly earlier and has the fuller description.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46983 is the earlier report and appears to have the more complete body, making it the best canonical issue to keep.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46983 is the strongest standalone issue because it is earlier and provides the fuller problem description; issue:46984 looks like a likely duplicate rather than a distinct report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and very similar body content indicate the same underlying feature request. This is a likely duplicate, though the packet does not show an explicit follow-up relationship." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate judgment is mostly grounded, but the analyst is a bit too strong in places. The packet supports that the issues have the same title and highly overlapping bodies, so they are likely duplicates. However, calling issue:46984 a \"duplicate follow-up\" and describing the pair as \"near-certain\" goes beyond the evidence we have; the packet only shows similarity, not an explicit follow-up relationship. Please keep the soft-edge verdict more conservative and phrase the relationship as likely/possible duplicate rather than definitive." + }, + "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": "e0dac138b4438b0ece1bef7e6d1cade3b80475fd7d8f6b8256a8029cb4e3a0ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are high-level writeups about AI/LLM-driven vulnerability discovery, but they read like different topic proposals rather than the same underlying issue. I would not merge them as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 47015 is the broader umbrella topic; 47007 is a more specific \u201clessons from using advanced LLMs\u201d variant.", + "canonical_pr_reason": null, + "best_issue_reason": "47015 is the best representative of the cluster because it has the clearest, most general framing of the shared AI-vulnerability-discovery theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Same general subject area, but not the same concrete bug/change. The titles suggest different angles and likely different writeups, not one underlying duplicate issue." + } + ] + }, + "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": "36b8688902d81b16a6e11706805b1051e266fdef5251e43ec736976008b19a87", + "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 items are near-perfect duplicates: identical titles, matching body size, and the same reported bug about chat routes management endpoints under /v1 when base_url includes /v1.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #47138 is the better canonical candidate because it was created first and has slightly more discussion/inbound references, suggesting marginally higher centrality.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47138 is the best global issue representative for the same reasons: earliest creation and slightly stronger apparent traction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and same underlying bug report; no distinguishing evidence suggests different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the issues have identical titles, identical body length, and near-identical metadata, with 47138 slightly ahead on created_at, discussion activity, and inbound references. The soft-edge accept is conservative enough, and no unsupported claims are made." + }, + "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": 5, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-96", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46381", + "pull_request:46912", + "pull_request:46957", + "pull_request:47077", + "pull_request:47078", + "pull_request:47105", + "pull_request:47108", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47129", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47202", + "pull_request:47204", + "pull_request:47212", + "pull_request:47216", + "pull_request:47224", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47294", + "pull_request:47301", + "pull_request:47310", + "pull_request:47360", + "pull_request:47374", + "pull_request:47380", + "pull_request:47384", + "pull_request:47441", + "pull_request:47443", + "pull_request:47444", + "pull_request:47445", + "pull_request:47447", + "pull_request:47449", + "pull_request:47450", + "pull_request:47457" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:47282|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47280|pull_request:47282", + "pull_request:47282|pull_request:47444", + "pull_request:47123|pull_request:47281", + "pull_request:47124|pull_request:47380", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47124|pull_request:47445", + "pull_request:47310|pull_request:47445", + "pull_request:47282|pull_request:47445", + "pull_request:47124|pull_request:47443", + "pull_request:47281|pull_request:47445", + "pull_request:47268|pull_request:47284", + "pull_request:47173|pull_request:47284", + "pull_request:47284|pull_request:47449", + "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:47224|pull_request:47457", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47292|pull_request:47457", + "pull_request:47441|pull_request:47457", + "pull_request:47105|pull_request:47129", + "pull_request:47449|pull_request:47457", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47301|pull_request:47360", + "pull_request:47173|pull_request:47457", + "pull_request:47360|pull_request:47450", + "pull_request:47360|pull_request:47447", + "pull_request:47384|pull_request:47447", + "pull_request:44775|pull_request:47275", + "pull_request:46957|pull_request:47216", + "pull_request:46381|pull_request:47457", + "pull_request:47166|pull_request:47173", + "pull_request:47291|pull_request:47384", + "pull_request:47216|pull_request:47275", + "pull_request:47216|pull_request:47450", + "pull_request:47077|pull_request:47275", + "pull_request:47294|pull_request:47450", + "pull_request:47275|pull_request:47301", + "pull_request:47216|pull_request:47384", + "pull_request:46912|pull_request:47284", + "pull_request:46912|pull_request:47179", + "pull_request:46196|pull_request:47202" + ], + "prepared_review_unit_hash": "d92b12119b09e8fed836d8e857fa1678826145f843b7c7b00a1b58085cdb5676", + "component_budget": { + "node_count": 96, + "item_count": 96, + "soft_pair_count": 272, + "serialized_chars": 334252, + "estimated_input_tokens": 83563, + "estimated_eval_tokens": 167382 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 127735, + "estimated_input_tokens": 31934, + "estimated_eval_tokens": 64124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with a few true near-duplicate pairs: one cross-entropy kwargs fix and a few same-model test-failure remediations. Most other soft links are just broad topical similarity and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "43251 is the cleanest representative PR in the set: it has an explicit issue link, a narrow single-function fix, and it neatly subsumes the companion kwargs variant 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same file/function, same issue 43240, and nearly identical cross_entropy argument plumbing; these look like alternate fixes for the same change." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Both are test-fix PRs, but they target different models and different failures (Mamba2 OOM vs Gemma3 output mismatch)." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and failure types; these are unrelated test adjustments, not the same bug." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Same broad serge-style pattern, but different model/test files and different failures." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47444", + "accept": false, + "reason": "Unrelated models and code paths; the DeepSeek/MPT changes do not match the Mamba2 OOM fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model families and different fix targets; no shared concrete bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model failures (falcon_mamba vs mamba2), so these are not duplicates." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model/test targets; the 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"reason": "Audio backend requirement fixes vs Olmo3 CI expectations; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47451", + "accept": false, + "reason": "Molmo2 model support vs flash-attention value padding; different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46556", + "accept": false, + "reason": "Molmo2 model support vs processors update sweep; unrelated." + }, + { + "left": "pull_request:46556", + "right": "pull_request:47096", + "accept": false, + "reason": "Processor sweep vs Kimi exportability work; different areas." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47360", + "accept": false, + "reason": "Finegrained FP8 kernel/generation changes vs CI OTEL workflow; unrelated." + }, + { + "left": "pull_request:45273", + "right": "pull_request:47447", + "accept": false, + "reason": "Liger eval OOM fix vs cache rollback for speculative decoding; separate generation behaviors." + }, + { + "left": 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"Mistral tokenizer method addition vs ExecuTorch dynamic-shape test; unrelated." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer fix vs MobileLLM model support; different features 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": 1, + "component_count": 31, + "review_unit_index": 4, + "review_unit_count": 5, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-96", + "nodes": [ + "pull_request:42668", + "pull_request:43251", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45157", + "pull_request:45170", + "pull_request:45213", + 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"pull_request:47280|pull_request:47380", + "pull_request:47443|pull_request:47445", + "pull_request:47280|pull_request:47281", + "pull_request:47443|pull_request:47444", + "pull_request:47310|pull_request:47380", + "pull_request:47280|pull_request:47310", + "pull_request:47380|pull_request:47444", + "pull_request:47122|pull_request:47281", + "pull_request:47266|pull_request:47444", + "pull_request:47122|pull_request:47123", + "pull_request:47444|pull_request:47445", + "pull_request:47266|pull_request:47445", + "pull_request:47280|pull_request:47444", + "pull_request:47123|pull_request:47444", + "pull_request:47281|pull_request:47443", + "pull_request:47122|pull_request:47310", + "pull_request:47173|pull_request:47449", + "pull_request:47292|pull_request:47449", + "pull_request:47173|pull_request:47292", + "pull_request:46912|pull_request:47175", + "pull_request:47301|pull_request:47304", + "pull_request:47216|pull_request:47301", + "pull_request:47077|pull_request:47304", + 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"estimated_eval_tokens": 64442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many pairs are only superficially similar (same subsystem or both test/doc updates), while a few are true duplicates around the same exact bug/fix pattern. The clearest duplicate groups are the Wav2Vec2 phonemizer state fix, the MiniMax-M3-VL OOM/load_error test fixes, the Mamba2 OOM test fixes, and one DeepSeek model-file cleanup pair.", + "confidence": 0.66, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46687 is the cleanest duplicate anchor: it is a surgical one-file fix, has an explicit issue target (46614), and matches its twin PR almost exactly.", + "best_issue_reason": null, + "best_pr_reason": "PR 46687 is the best representative of the duplicate-worthy subset because it is precise, issue-linked, and clearly tied to a single concrete bug in the tokenizer state handling.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different work: processor auto-loading robustness vs adding a new model implementation." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47301", + "accept": false, + "reason": "Unrelated fixes: ExecuTorch test coverage vs assisted-decoding docs for MTP." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support vs config-resolution bugfix; not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs a LayerNorm spelling/renaming cleanup; different bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different models and failures; only broad test-fix similarity." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition vs Falcon refactor; no shared bug path." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs new model support; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test noise vs TDT loss kernel support; not the same concrete issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch test coverage vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix vs Mistral4 test updates; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Test/model issue vs config-resolution bugfix; not duplicate content." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-interface refactor vs model-creation skill; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs repo skill scaffolding; not the same bug/change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model families and different objectives; no concrete overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model support vs skill/documentation scaffolding; unrelated." + }, + { + "left": "pull_request:46687", + "right": "pull_request:47461", + "accept": true, + "reason": "Same tokenizer file and same stale-phonemizer-lang bug; clearly the same fix with a wording/packaging tweak." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Both address the same MiniMax-M3-VL load_error/OOM test instability by adding offload-folder handling." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47443", + "accept": false, + "reason": "Different model failures and different fixes; shared style is not enough to merge them." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same Mamba2 OOM test issue; both patches are test-level mitigations for the same failure mode." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47443", + "accept": false, + "reason": "Different models and failure modes; one is MiniMax-M3-VL, the other is DeepSeek_v32 cleanup." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "MiniMax-M3-VL OOM fix vs DeepSeek_v32 load_error fix; not the same code-path problem." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "DeepSeek_v32 and MiniMax-M3-VL are unrelated model failures; similar test plumbing only." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Falcon-Mamba expected-output updates are unrelated to the Gemma3 cache-implementation fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model families and different bug classes." + }, + { + "left": "pull_request:47380", + "right": "pull_request:47444", + "accept": false, + "reason": "Mamba2 OOM test fix vs MPT load_error fix; unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "EdgeTam import-or-config fix vs GLM46V model refactor; not the same issue." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47445", + "accept": false, + "reason": "DeepSeek_v32 test offload handling vs PEFT hotswap/load logic; different changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47444", + "accept": false, + "reason": "MiniMax-M3-VL load fix vs MPT integration fix; not duplicate content." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47444", + "accept": false, + "reason": "Different model failures and different remedies." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47443", + "accept": false, + "reason": "GLM46V refactor is unrelated to DeepSeek_v32 load-error cleanup." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "EdgeTam backbone kwargs cleanup vs Gemma3 generation-config behavior; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47449", + "accept": false, + "reason": "XPU expectation updates for vision models vs Qwen3 Omni MoE model fix; different bugs." + }, + { + "left": "pull_request:47292", + "right": "pull_request:47449", + "accept": false, + "reason": "Different models and different test-failure causes." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU-related test updates, but for different models and different failure modes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE behavior refactor vs an OLMo3 CI expectation update; not the same concrete fix." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "Assisted-decoding docs vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors fp8 support vs MTP docs; different topics." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT docs vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Two separate new-model efforts (Step3p7 vs Unlimited OCR); not the same model or bug." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA routing change vs MTP docs; not a duplicate." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU test support vs GPTQ test extensions; different test areas and failure modes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter introduction vs ExecuTorch exporter fixes; same broad area, different concrete changes." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni support vs NeuCodec support; different model families." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46836", + "accept": false, + "reason": "PrismML Bonsai support vs Unlimited OCR support; unrelated model additions." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model-support PRs with no shared code-path." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "Generation-config deprecation vs AMD Quark config-class changes; not the same bug." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47336", + "accept": false, + "reason": "MTP docs vs fully-offloaded model saving bugfix; unrelated." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47367", + "accept": false, + "reason": "MPS graph-cache docs vs pipeline device-placement behavior; not the same change." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47387", + "accept": false, + "reason": "Nemotron Omni support vs one-to-many conversion support; different features." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47444", + "accept": true, + "reason": "Same shared DeepSeek-family model-file cleanup across the same code paths; the only difference is the test target, so this could plausibly be one PR." + }, + { + "left": "pull_request:47444", + "right": "pull_request:47445", + "accept": false, + "reason": "Overlap in touched model files is not enough; one is a PEFT hotswap fix and the other is an integration-test/load-error fix." + }, + { + "left": "pull_request:47443", + "right": "pull_request:47445", + "accept": false, + "reason": "Same broad model family, but distinct fixes: model-file cleanup vs PEFT load behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 5, + "review_unit_count": 5, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-96", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:45157", + "pull_request:45273", + "pull_request:46509", + "pull_request:46658", + "pull_request:46912", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47175", + "pull_request:47210", + "pull_request:47292", + "pull_request:47294", + "pull_request:47298", + "pull_request:47301", + "pull_request:47306", + "pull_request:47322", + "pull_request:47367", + "pull_request:47387", + "pull_request:47452" + ], + "soft_pairs": [ + "pull_request:46912|pull_request:47298", + "pull_request:46509|pull_request:47301", + "pull_request:47175|pull_request:47298", + "pull_request:47163|pull_request:47210", + "pull_request:45157|pull_request:47387", + "pull_request:47294|pull_request:47298", + "pull_request:46658|pull_request:47387", + "pull_request:47143|pull_request:47163", + "pull_request:46658|pull_request:47143", + "pull_request:46658|pull_request:47322", + "pull_request:47143|pull_request:47387", + "pull_request:47143|pull_request:47322", + "pull_request:45157|pull_request:47143", + "pull_request:47301|pull_request:47367", + "pull_request:47163|pull_request:47292", + "pull_request:46912|pull_request:47452", + "pull_request:47306|pull_request:47367", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:46509", + "pull_request:45273|pull_request:47298", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47322", + "pull_request:47096|pull_request:47322", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "pull_request:47003|pull_request:47306", + "pull_request:47096|pull_request:47387", + "pull_request:47003|pull_request:47387", + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163" + ], + "prepared_review_unit_hash": "aab9575bb887e9598f3004f5a237789a439fa05dc95c59664c3b6c91957157d7", + "component_budget": { + "node_count": 96, + "item_count": 96, + "soft_pair_count": 272, + "serialized_chars": 334252, + "estimated_input_tokens": 83563, + "estimated_eval_tokens": 167382 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 34, + "serialized_chars": 62318, + "estimated_input_tokens": 15580, + "estimated_eval_tokens": 31416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated model additions, exporter/integration work, and isolated test/doc fixes. None of the proposed soft edges look like true duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the items span independent features and fixes across different models and subsystems, so there is no single representative duplicate target.", + "best_issue_reason": null, + "best_pr_reason": "No PR is globally suitable as a canonical duplicate because the cluster is not one change; it is a grab bag of unrelated PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46912", + "right": "pull_request:47298", + "accept": false, + "reason": "Different test updates for different failures/model suites; not the same bug." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47301", + "accept": false, + "reason": "Nemotron Omni model support vs docs-only MTP support; unrelated changes." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47298", + "accept": false, + "reason": "Separate XPU/CUDA expectation edits in different model tests; not one underlying fix." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention XPU test coverage vs packed-SDPA varlen attention implementation; different code paths." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47387", + "accept": false, + "reason": "Prism GGUF dequantization support vs one-to-many conversion plumbing; unrelated." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47298", + "accept": false, + "reason": "Kernel native causal_conv1d work vs MI450 model-failure fixes; different problems." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47387", + "accept": false, + "reason": "Step3.7 Flash model support vs conversion framework changes; not the same change." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support vs paged-attention test additions; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step3.7 Flash support vs NeuCodec support; distinct model implementations." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47322", + "accept": false, + "reason": "Step3.7 Flash support vs Quark config-version change; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47387", + "accept": false, + "reason": "NeuCodec support vs one-to-many conversion plumbing; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec support vs Quark config-class change; unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47143", + "accept": false, + "reason": "Prism GGUF support vs NeuCodec support; different model families and code paths." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "MTP docs vs pipeline device-placement behavior; unrelated documentation topics." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU test fixes for different model suites; not the same bug." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47452", + "accept": false, + "reason": "RoPE test coverage vs mamba coverage cleanup; unrelated test work." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron experiment scripts vs pipeline device-placement clarification; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model additions, not one duplicate change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 vs NeuCodec are separate model support PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model addition vs paged-attention XPU test work; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 vs Nemotron Omni are distinct model-support PRs." + }, + { + "left": "pull_request:45273", + "right": "pull_request:47298", + "accept": false, + "reason": "Liger eval OOM fix vs MI450 model failures; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support vs exportability changes for Kimi; different features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter work; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter vs Kimi exportability; different exporter paths and goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model support vs Quark config-version update; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi exportability vs Quark config changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model support vs Neuron experiment scripts; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability vs Neuron experiments; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter vs Neuron experiments; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Kimi exportability vs one-to-many conversion framework; different plumbing." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter vs one-to-many conversion framework; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability vs NeuCodec support; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exportability vs paged-attention XPU tests; 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": 2, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "5d479cabad5a77282e07d720bde1f6f8bad7fb4259c4eb9156c2bac1154ace23", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated open feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not appear to be the same underlying change, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and code paths: TimesFM covariate forecasting vs. DINOv3 image-classification support. They are not mergeable as one PR and do not fix the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "0eed2b096edeac62d618c3084fbf5d2d9497c701fd8936116fbb5d72c96b6657", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate GitHub Actions dependency upgrade PRs: one is a broad Node 24 compatibility pass across core workflow actions, the other is a Docker build action version bump. They are related in theme but not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more representative workflow-actions upgrade, centered on Node 24 compatibility across many shared workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative of the cluster because it updates multiple widely used workflow actions and matches the shared upgrade theme more directly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow-maintenance PRs, but they change different action families and different code paths: core GitHub Actions runtime-related upgrades vs docker/build-push-action bumps. They are not the same concrete change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "68b166709d6794c08ee012675ea8d5ad7a94f4ad557335e73e9a8c9ebb7405a2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-addition changes, but for different models and codepaths. The overlap is mostly shared boilerplate (docs, auto-mapping, repo checks), so none of the soft pairs look like true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model additions with different implementation files and targets; shared edits are generic registration/docs scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good global representative for a duplicate cluster here, since the items are unrelated model additions rather than one underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Adds different models and codepaths; similarity is only broad Transformers registration/docs work." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model implementations, so this is not the same underlying change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model integrations with different source files and behavior; not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "1171908aa04278789bb7f2593642b109ccb58873bc5e1c9c013c1d11323c6171", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two YOLOS pull requests look like the same underlying fix; the rest are unrelated despite similar \u201cfix\u201d wording or shared test/subsystem areas.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46922 is the strongest representative of the YOLOS device-mismatch fix: it addresses the concrete forward-pass device placement bug directly and also includes the no-split-module safeguard for device_map='auto'.", + "best_issue_reason": null, + "best_pr_reason": "PR #46922 is the best overall fit because it contains the most complete code-path fix for the YOLOS device mismatch, not just the supporting model-splitting change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding/test cleanup is unrelated to the CLIP/ViT test-only changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding logic and FP8 dequantization/model-loading fixes are different problems in different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer changes do not match the generation watermarking validation fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decoding/test work is unrelated to the YOLOS device-mismatch bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These are unrelated test edits versus a dequantization/runtime-loading fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "The CLIP/ViT test assertions are not the same change as generation config validation for watermarking." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Model test tweaks are not the same as the CI memory/device-map infrastructure fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "These touch different models and different bug classes; only both are test-related at a very broad level." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/model-loading changes are unrelated to CI runner memory limits and test harness patching." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "The FP8 quantization path and generation/watermark validation are distinct code paths and bugs." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequant fixes and YOLOS device placement fixes are different underlying issues." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and CI integration-test environment setup are not the same bug/change." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking validation work is unrelated to the YOLOS device mismatch fix." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI CPU-memory patching for integration tests is not the same as the YOLOS model runtime bug." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch in the same file and issue; the later PR simply adds the direct tensor device cast on top of the same fix path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet. The YOLOS pair (46886, 46922) is the only clearly mergeable same-bugfix pair because both target the same issue in the same file, and 46922 extends the earlier no-split-module fix with the direct device cast. The other pair rejections stay conservative and do not overstate similarity beyond soft similarity or broad subsystem overlap." + }, + "evaluator_used": true, + "retried": false, + "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": "16ca0ca3d12a86d2883424d2458c4368a8b64716ecc8c0d6c92406f591fd3e72", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains three unrelated '[don't merge]' PRs used for bot/workflow testing and repo checks. They do not fix the same underlying bug or implement the same change, despite superficial similarity in titles and some overlapping test/workflow surfaces.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the most representative of the cluster because it touches the widest set of files and looks like the broadest exploratory change, but none of these PRs are true duplicates in the normal sense.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best single representative for triage only because it is the broadest and most central of the three test PRs; the others are narrower workflow toggles/checks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are '[don't merge]' test PRs, but one changes packaging/versioning and Vit test files while the other only switches a workflow trigger for the security gate. Different code paths and different intended checks." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test filename is incidental; #43488 is a setup/version-format repo-bot test, while #43532 rewrites multiple workflows and testing utilities. Not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "#43532 is a broad workflow/test harness change; #46747 is a narrow PR CI security-gate trigger change. They affect different workflows and are not mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "5ef4ac788435b12fb88a2904156b8ff3754578a1b46ba3c63b6b71f544164e29", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share scaffolding and docs updates, but they target different features and code paths, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more complete visual-segmentation addition, with more model/test coverage and larger surface area; PR 43612 is a separate concept-segmentation feature, not a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the better representative PR because it covers the more substantial pipeline implementation and associated tests/docs, while 43612 is a distinct feature request/implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines for different tasks (concept segmentation vs visual segmentation). Shared docs and registry edits are boilerplate, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "5bfc49b0a9e7f271a8f8e5233a63767ba2acbafd329e2f37526d3eaf81910cab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs modifying the same file but addressing different trainer extensibility hooks: one for gradient-accumulation loss scaling, the other for signature-column filtering. They do not look like duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other, so there is no canonical PR for this cluster. If one had to be highlighted, #43651 is a self-contained trainer behavior change around loss scaling, but it does not subsume #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: #43651 adds _loss_is_scaled_for_ga and changes training loss normalization; #43663 adds _get_signature_columns for column filtering. Same file, but not the same bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "e53021fead7465aa6c47a0dd13688306e3a0d6485184189b99f6be526995aa18", + "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 TypeAdapter/name-resolution issues, but they fix different runtime problems: one is a broader annotation cleanup, the other is a pydantic-absent import/typing fix. They are related, not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more focused and concrete fix: it directly addresses the TypeAdapter NameError when pydantic is unavailable by keeping the import in TYPE_CHECKING and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it targets a specific runtime failure mode with the smallest, clearest change set; PR #43656 looks like a separate annotation-related cleanup/fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Not the same underlying bug. #43656 is a broader typing/future-annotations change in serve.py, while #43842 specifically fixes the TypeAdapter NameError caused by pydantic not being installed. They could coexist in one file but are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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", + 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"pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "c63573fa1baa29dfd95e63dd9da998995d988765b1c547546663ac07149c06b0", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76935, + "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 broad standardized output-tracing refactor series across many different model families, not one duplicate cluster. The only clear duplicate-like pairs are the GPT-Neo variants and the GPT-J/CodeGen variants that touch the same concrete code paths.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor slice: it targets the same concrete files and interface change as the accepted duplicates, and looks like the most complete/latest rewrite of that change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall PR representative here because it captures the core GPT-J/CodeGen decorator-based output-tracing migration with the clearest, most consolidated diff among the actually overlapping artifacts.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; only a shared tracking issue, not the same code-path change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet refactor vs DeBERTa refactor; same theme, different implementation and model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path; 44066 just also bundles CodeGen." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RT-DETR backbones vs EfficientNet; same issue target does not make them duplicates." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output-tracing refactor and GPT-J/CodeGen refactor are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; not the same underlying bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 refactor vs DeBERTa refactor; only broadly similar output-tracing work." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; 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shared issue target is too broad." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert; no shared code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are distinct backbones with separate refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different architectures and files." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model refactors." + }, + { + "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 are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated; only a shared output-tracing goal." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 refactors are not the same artifact." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT changes are different model-specific refactors." + }, + { + "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 separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different models and diffs." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are separate model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet refactor and LongT5 refactor are different implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; same concrete files and same decorator migration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing change in the same code path; 44722 looks like the broader/latest variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J refactor and SpeechT5 refactor are unrelated." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RT-DETR are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different underlying changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model-specific output-tracing refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The accepted pairs are limited to the clear same-file/same-code-path GPT-Neo and GPT-J/CodeGen variants, while the cross-family pairs are appropriately rejected. The summary also stays within the evidence and does not overclaim broader duplication." + }, + "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": 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": "e0af67edc1e13a582629194b6eafb016d979a36d737cbe0d0a85d36af597fb7e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84505, + "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 toward standardized output tracing/capture, but they affect different concrete code paths and should not be deduplicated together. No pair looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "SpeechT5 (PR 44129) is the strongest representative: it has the clearest scoped refactor, a larger output-tracing change, and an explicit issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single representative of the cluster because it is substantial, clearly scoped, and explicitly linked to issue 43979; the others are separate model migrations rather than duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different model files and execution paths (VisualBert vs TextNet). They are not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output tracing, but MPNet and VisualBert are unrelated model implementations with different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are separate model-specific refactors; the shared decorator pattern is too broad to treat as the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert touch different model architectures and different forward logic; this is only a shared modernization pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are distinct code paths and model families. They do not fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "6e6f5e57c7adf5463bdfa1a349c6303c9d5c43ce30c811611c70aad3a7800b6c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40190, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40190, + "estimated_input_tokens": 10048, + "estimated_eval_tokens": 20352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in the same broad theme of output-tracing refactors, but they target different model-specific forward paths and helpers. They are similar in implementation style, not duplicates of the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster: it is a self-contained output-tracing refactor and covers a closely related pair of files in the depth-anything family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best single representative because it is concrete, self-contained, and broadly illustrates the refactor pattern without being tangled with unrelated model families.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor pattern, but not the same code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and forward implementations; only the output-tracing style is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are unrelated model paths; not one concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs mamba/falcon_mamba`); same utility pattern, not the same bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are separate model implementations; no shared underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated models; both refactor output handling, but not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (`mobilenet_v1` vs `upernet`); too broad to merge as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are distinct model refactors; shared helper usage is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different architectures (`mobilenet_v1` vs `vision_encoder_decoder`); same theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` touch different forward paths; not duplicate fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; both add output-capturing refactors, but separately." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and signatures; not the same concrete bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `falcon_mamba/mamba` are different code paths and fixes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model-specific refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks (`univnet` vs mamba/falcon_mamba`); not one fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` touch different forward paths; not mergeable as a single PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are distinct models; same refactor motif, different changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are separate code paths; not duplicates." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`falcon_mamba/mamba` and `superpoint` are unrelated model implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` family vs `codegen` are different concrete forward-path changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated subsystems; only broad refactor similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` address different output/return handling paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are separate model refactors; not the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are distinct code paths and fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; not one duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` vs `speech_encoder_decoder` is a broad similarity, not a shared fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated forward implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are separate model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` touch different model code paths; 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not duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate models with different concrete changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "14844e8ed9ceefb5118331e9e2bd94d0d1c5791e07e41cbff485fba84321fd6e", + "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 unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. The shared autos/docs scaffolding is incidental, not a duplicate code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better representative artifact because it has an explicit issue target and a tighter, self-contained scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the better cluster representative for triage since it is more clearly anchored to a tracked request and is easier to summarize as a standalone change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: they implement different models and code paths (PenguinVL vision-language vs Voxtral TTS). Shared files are only auto-registry/docs boilerplate, not the same underlying fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "79a0fb5b6f07e64a830da0c92dde97598de473503e5f99757024241ff611059b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about fusion in Transformers, but they target different layers: #44979 introduces a generic Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and adds an example. They are related, but not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational, self-contained PR: it adds the core Module Fusion API and tests, whereas #45363 builds a specific KernelConfig-based fusion path on top of that broader concept.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative for the cluster because it defines the main abstraction rather than one concrete application, so it is the broadest and most central artifact here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the fusion theme, but not the same concrete change: #44979 adds a new module fusion API, while #45363 implements n-to-1 kernel fusion plumbing plus an example. Different files, different code paths, and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "7174049e89e655d3773828266c0526a7f48e360aec7db9eab6bfb8db57c817f6", + "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 target the same Mistral regex patching AttributeError in `_patch_mistral_regex` and make the same code change in `tokenization_utils_tokenizers.py`; 45317 is the stronger canonical PR because it includes the fix plus test coverage.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same underlying AttributeError as 45086 but adds test coverage and appears to be the more complete, merged-together version of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall representative because it contains the same fix as 45086 and also includes a test file, making it the more complete implementation of the bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug fix in the same code path, with nearly identical diff in `src/transformers/tokenization_utils_tokenizers.py`; 45317 simply extends it with tests, so these could plausibly be unified 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": "4c4e52a3925d2cfc1b5001095385dbcd64a925a41a6d0bf8a59b66ffe5a650a6", + "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": "Both PRs concern NemotronH, but they are not the same change: #45115 is a narrower refactor/conversion-mapping update, while #45569 is a larger architecture split introducing NemotronHDense/NemotronHSparse and related docs/model wiring.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #45115 and #45569 overlap on NemotronH files, but they target different changes and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative of the cluster because it is the broader, more complete NemotronH change set, covering the new dense/sparse model split and the surrounding documentation/model registration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files do not imply duplication here; #45115 focuses on conversion/refactor mapping, while #45569 introduces separate dense/sparse implementations and docs. Different concrete code-path changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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": "866e5ab60161f76c3a675a7ddf7beafd8a2f8cd25cbc4d2315db9595cbe44eeb", + "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 are both typing-related PRs in transformers, but they address different changes: one is a broad type-checking sweep across many files, while the other adds typing protocols/helpers for specific model/PEFT integrations. Not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete change centered on shared typing helpers and model/PEFT integration, whereas PR 45415 is a wide repository type-checking pass.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of this cluster because it has a narrower, well-defined code change and clearer implementation scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but they fix different things: 45415 is a broad type-checking cleanup across many modules, while 45425 adds specific typing aliases/protocols for modeling_utils and PEFT-related code. They are not the same underlying change 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": 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": "882da9332d7cad2a6e70eb0990d4b48c9431c5f4e2cfccdb8d005d7d96677229", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related expert-parallelism PRs, but they fix different bugs in different loading paths: 45548 targets EP + DeepSpeed ZeRO-3 / accelerate launch config handling, while 45662 targets EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the broader EP fix and the more representative PR for the cluster, but it still addresses a different concrete failure mode than 45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different concrete code-path bugs: one is config/serialization for EP loading via accelerate + ZeRO-3, the other is FSDP2 expert parameters being overwritten during broadcast. Shared EP context is not enough to merge them." + } + ] + }, + "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": "09d68dcb375c4beca71dea1e3e143eb9b251e294dc60f5ce83c623ad7e8c7acb", + "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-related captured_info collision in testing/debug logging. PR 45645 is the broader, more complete fix because it includes the source-side file split plus CI workflow support for reading multiple captured_info files; PR 45639 is a narrower subset of the same change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the same underlying xdist-safe logging fix as 45639 and also updates CI to preserve/aggregate the resulting split debug logs, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster since it fixes the concrete captured_info collision and includes the associated CI handling needed for the new per-worker log files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same concrete xdist collision around captured_info output in testing_utils, and 45645 appears to be a superset that adds workflow support for 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": 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": "b1ecefaad87cc6f313dca6f29f3325d61ebf80844d34491aa56a3cbf6d76a6d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related through the distributed stack, but they do not look like the same underlying change. PR #46126 is a focused EP + Trainer integration, while PR #46269 is a broad distributed branch base spanning many files and subsystems.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more specific, self-contained change with a clear feature goal, making it a better canonical representative than the broad branch-base PR #46269.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the clearest representative of this cluster because its title and diff point to one concrete feature area; #46269 is too broad and mixed in scope to serve as the best canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames only show overlap in the distributed subsystem. The titles and diffs indicate different scopes and likely different code-path changes: #46126 adds EP/router and Trainer integration, while #46269 is a large distributed branch base touching CI, FSDP, integrations, and model code. 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": 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": "0fbef2d17efb55870ff08aa7badcc831bcb9048596e5b1795cf585a226a85908", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26664, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26664, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs. The pr-ci-security-gate edits form a loose thematic cluster, but each PR changes a different control or permission aspect, so I do not see true duplicate PRs. The remaining PRs touch different workflows and are clearly separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a strict duplicate of the others. If a representative is needed, PR 46554 is the most substantive and concrete security-gate workflow change, but it still addresses a different mechanism than the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the strongest representative of the cluster because it makes the most direct functional change to the pr-ci-security-gate workflow, rather than only tweaking permissions, comments, or unrelated workflow plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes: self-comment CI message piping vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows with unrelated behavior; one updates self-comment CI, the other changes PR CI gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflows; one updates self-comment CI, the other adjusts a reusable security-gate workflow reference/comments." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different concerns; no shared concrete bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different code paths; self-comment CI vs build-ci-docker-images input handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and unrelated changes; ssh-runner hardening vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and unrelated changes; ssh-runner hardening vs anti-slop permissions move." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated behavior; ssh-runner changes do not match reviewer-assignment ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different goals; ssh-runner secret handling vs PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different fixes; ssh-runner secret handling vs PR CI gate permission/approval changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different change types; ssh-runner hardening vs PR CI security-gate wrapper comments/reference." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated concerns; ssh-runner secret handling vs PR CI gate secrets forwarding." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Same broad CI area but different workflows and different concrete behavior; anti-slop permissions vs benchmark dispatch trigger." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated behavior; anti-slop permissions vs reviewer checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different code paths; anti-slop permissions vs build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes; anti-slop permissions vs PR CI security-gate checks." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and distinct CI behaviors; reviewer checkout ref vs benchmark dispatch support." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes; reviewer assignment vs build image trigger parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems; reviewer checkout ref vs PR CI security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated behavior; benchmark dispatch trigger vs build-ci-docker-images message parsing." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different CI mechanisms; benchmark dispatch vs PR CI gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and distinct concerns; build-ci-docker-images parsing vs PR CI gate validation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and unrelated behavior; build-ci-docker-images parsing vs PR CI gate permissions/approval." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete changes: one adds checkout/diff-based security checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different concrete changes: one implements security checks, the other only switches to a reusable workflow and adds explanatory comments." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different concrete changes: one adds security checks, the other changes secrets inheritance to an empty secrets map." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but the edits target different concerns: permissions/approval flow vs reusable-workflow wrapper comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different behavior changes: permission/approval gating vs secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different changes: reusable workflow safety comments vs secrets inheritance removal." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated change sets; build-image trigger parsing vs PR CI gate wrapper comments." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and distinct security/automation concerns; ssh-runner hardening vs PR CI security-gate wrapper comments." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated behavior; build-ci-docker-images parsing vs PR CI gate secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and distinct concerns; ssh-runner secret handling vs PR CI gate secrets forwarding." + } + ] + }, + "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": "d69b8cc667755b2659b1c1ac859bb5b8ffb6abc3d71fe4633aadc73ebdc1c39d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one error in MoonshineStreaming\u2019s right-side sliding window mask (`-dist < right_window_size` to `<=`). PR #47162 is the stronger canonical choice because it includes the same MoonshineStreaming fix plus a test and an additional identical fix in Gemma4.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47162 is the best canonical PR: it covers the MoonshineStreaming off-by-one fix, adds test coverage, and is the more complete implementation of the same bug pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR #47162 is the best overall PR because it contains the same core fix as #46310 and is more complete due to the added test and related Gemma4 patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Both PRs fix the same concrete off-by-one bug in MoonshineStreaming\u2019s right window mask, with the same code change in the shared files; they are plausibly mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 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": "ab4cbaabefc98dc55cded9d3430ad354441015939c4049a29660ebd27abea3fb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping leading spaces, and the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class. They should not be clustered as the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46574 is the more self-contained bug fix: it changes CodeLlama tokenizer decoder setup to preserve real leading spaces on decode and includes targeted tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the strongest standalone fix in this cluster because it directly corrects a concrete code path with minimal scope and clear test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping versus 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-46903-3", + "nodes": [ + "pull_request:46903", + "pull_request:46958", + "pull_request:47090" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:47090" + ], + "prepared_review_unit_hash": "6c60ad50199397d1ce0c06178b7135b51813e8ab000f5945f6954ff74adaece9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8781, + "estimated_input_tokens": 2196, + "estimated_eval_tokens": 4648 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8781, + "estimated_input_tokens": 2196, + "estimated_eval_tokens": 4648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are the same CohereASR training-loss double-shift fix (#46958 and #47090); the PPFormulaNet/CohereASR bundle (#46903) is related but broader and not a clean duplicate of the others.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47090 is the most representative fix for the shared CohereASR double-shift bug: it targets the same issue as #46958, has the broader and more mature patch set, and includes the same core code-path change rather than just a narrow local tweak.", + "best_issue_reason": null, + "best_pr_reason": "#47090 is the best single PR to keep as canonical because it subsumes the CohereASR fix and extends it to additional affected models/tests while staying centered on the same loss-shift bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "Both mention loss double-shift, but #46903 is a separate multi-model bundle centered on PPFormulaNet/issue 46901, while #47090 is a CohereASR-focused fix tied to issue 46894 and broader model set. Related, but not the same concrete PR change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "They overlap on CohereASR, but #46903 also changes PPFormulaNet and is anchored to a different issue. The overlap looks like a shared pattern, not one duplicate change set." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug, same explicit issue target 46894, and the diffs fix the same code path; #47090 is a broader follow-up that could plausibly be merged into the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "32f13c6f483ed370000cf0030e98db75c52a08b09d51a77e898eeefab71741bf", + "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": "Two open PRs both address chat CLI management URL handling around a `/v1` base, but they do so in different ways and at different scopes: one normalizes the base URL in `RichInterface`, the other rewrites the `load_model` request to target the service root. They are related, but not the same concrete fix.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47140 is the cleaner canonical representative: it directly fixes the `/v1` base URL handling at `RichInterface` construction, which is the broader root cause for management URL generation in the chat CLI.", + "best_issue_reason": null, + "best_pr_reason": "PR #47140 is the best overall fit because it addresses the URL normalization problem at the source and is broader than the more localized request-routing change in #47303.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Related but not duplicate: #47140 normalizes the chat CLI base URL in the constructor, while #47303 changes only the `load_model` request to use the service root. They touch the same area, but not the same concrete code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "0c598683f44ce4b25b5bad3e72be71418df5ea1e51108726031fe33fada4869e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated and should not be treated as duplicates: one fixes label smoothing/gradient accumulation loss scaling in training, the other adds/validates min_tokens_to_keep for TopHLogitsWarper in generation.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the stronger representative because it addresses a concrete training bug, has an explicit issue target, and the diff clearly implements a focused fix in the loss computation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the best overall representative of the cluster because it is the more complete, issue-linked, and bug-specific change; PR 47262 is a separate generation-side enhancement/fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths and problems: 47261 changes trainer label smoothing loss handling for gradient accumulation, while 47262 changes generation logits warping and min_tokens_to_keep validation. They do not look 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": 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-47315-2", + "nodes": [ + "pull_request:47315", + "pull_request:47430" + ], + "soft_pairs": [ + "pull_request:47315|pull_request:47430" + ], + "prepared_review_unit_hash": "a30fbbe165a7c8dc0b520795f423703f0173e988f29a8e532aeef223eac16a12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4383, + "estimated_input_tokens": 1096, + "estimated_eval_tokens": 2448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same compressed_tensors MoE decompression code path, but they fix different bugs: one corrects shape reconstruction for non-32-divisible bit widths, the other preserves zero_point for asymmetric quantization. They are related, not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47315 is the clearest representative of the cluster because it addresses a concrete decompression bug in compressed_tensors with a tight, focused fix and explanation.", + "best_issue_reason": null, + "best_pr_reason": "PR 47315 is the strongest standalone candidate: it fixes a specific code-path failure for expert weight unpacking on 3/5/6/7-bit schemes, and the diff directly targets that behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47315", + "right": "pull_request:47430", + "accept": false, + "reason": "Different underlying bugs. 47315 fixes incorrect weight_shape fallback for non-32-divisible bit widths; 47430 adds zero_point handling for asymmetric quantization. Same subsystem, but not the same change or mergeable duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-47400-2", + "nodes": [ + "pull_request:47400", + "pull_request:47421" + ], + "soft_pairs": [ + "pull_request:47400|pull_request:47421" + ], + "prepared_review_unit_hash": "aa3d72c0e6f19e4ed4af3ab376ac1c94d555c45c5ef6f8d865cbc99be3d0e243", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4618, + "estimated_input_tokens": 1155, + "estimated_eval_tokens": 2566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate GGUF model-support PRs: one for Phi-2 and one for DeepSeek-V3. They share the same integration/docs/test files, but they target different model-specific code paths and are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47421 is the better cluster representative because it is the newer, more substantial GGUF support addition; PR 47400 is a separate Phi-2 support change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47421 is the strongest standalone PR here: it adds DeepSeek-V3 GGUF loading support with its own arch-specific changes, docs, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47400", + "right": "pull_request:47421", + "accept": false, + "reason": "Different model targets and code paths (Phi-2 vs DeepSeek-V3). Shared GGUF files reflect common integration points, not the same underlying fix, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/manifest.json b/snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6d4244a129164236e0c8422b631807023b87f322 --- /dev/null +++ b/snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260721t180022z", + "artifacts": { + "hybrid": "snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-21T18:20:57Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260721T180022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260721T180022Z/manifest.json b/snapshots/20260721T180022Z/manifest.json index 7b6cfefaf60dc0ed3e6a44d6b8d091a3ab3ca40c..4578d49184c8317b828d73a11c23e5bacf982124 100644 --- a/snapshots/20260721T180022Z/manifest.json +++ b/snapshots/20260721T180022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 2535 }, "extracted_at": "2026-07-21T18:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260721t180022z", + "runs": { + "hybrid-model-20260721t180022z": { + "analysis_id": "hybrid-model-20260721t180022z", + "artifacts": { + "hybrid": "snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260721T180022Z/analysis-runs/hybrid-model-20260721t180022z/manifest.json", + "model": null, + "published_at": "2026-07-21T18:20:57Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260721T180022Z", "watermark": {