diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e8521eea6d7a485e5811e1f92f7ccd2dc26cb2af..6fac4a6a6d780e540cc4582c35bec501ec42c378 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260603T120101Z", - "generated_at": "2026-06-03T12:12:23Z", + "snapshot_id": "20260603T180028Z", + "generated_at": "2026-06-03T18:43:18Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1972,162 +1972,6 @@ } ] }, - { - "cluster_id": "cluster-44026-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44030, - "issue_numbers": [], - "pr_numbers": [ - 44026, - 44028, - 44030 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44026, - "right_pr_number": 44028, - "code_similarity": 0.146, - "size_similarity": 0.557, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.233, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44026, - "right_pr_number": 44030, - "code_similarity": 0.143, - "size_similarity": 0.557, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.211, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44028, - "right_pr_number": 44030, - "code_similarity": 0.229, - "size_similarity": 1.0, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.191, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43656, - "issue_numbers": [], - "pr_numbers": [ - 43656, - 43842 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-43998-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43998, - "issue_numbers": [], - "pr_numbers": [ - 43998, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43998, - "right_pr_number": 44029, - "code_similarity": 0.125, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.259, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2433,15 +2277,6 @@ "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-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2468,15 +2303,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-43998-2", - "canonical_pr_number": 43998, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43998-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2486,16 +2312,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44026-3", - "canonical_pr_number": 44030, - "duplicate_pr_numbers": [ - 44026, - 44028 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44026-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 0a989e8f114e2695878bcc0a1e1a7eb5c4549aea..4e7cad1621bd890116a92a6380d8ff861b332487 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": "20260603T120101Z", - "generated_at": "2026-06-03T12:12:23Z", + "snapshot_id": "20260603T180028Z", + "generated_at": "2026-06-03T18:43:18Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -106,8 +106,8 @@ "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45823|issue:45874", - "issue:43425|issue:44292", "issue:34928|issue:41720", + "issue:43425|issue:44292", "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", @@ -136,370 +136,376 @@ "issue:43901|issue:44512", "issue:45237|issue:45901" ], - "prepared_review_unit_hash": "5b95a8491f9501a73cf0adbe764946053a843399fc635f818c7b0f2ab15ba34b", + "prepared_review_unit_hash": "68d47e4436ea24818a6f29af9bf7c9d0ed64ee887781089e9c9e3e4f613d8b9d", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 67, - "serialized_chars": 47818, - "estimated_input_tokens": 11955, - "estimated_eval_tokens": 24166 + "serialized_chars": 47832, + "estimated_input_tokens": 11958, + "estimated_eval_tokens": 24172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the ZeRO-3/BERT zero-sized tensor load bug; most other soft pairs share only broad subsystem similarity and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43596 is the cleanest representative of the only clearly duplicated subcluster: the Zero-3/BERT \"index 0 out of bounds for dimension 0 with size 0\" load failure. It is slightly more general than 43638 and reads like the better umbrella report.", + "summary": "Mostly a heterogeneous cluster of unrelated bug reports, with one clear duplicate pair around DeepSpeed ZeRO-3 loading failures for BERT models. No PRs were present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43638 is the cleanest representative of the ZeRO-3/BERT loading failure and has the strongest true-duplicate partner (issue:43596) with the same concrete out-of-bounds index0 error path.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the best global issue candidate because it captures the most coherent duplicate subcluster and is phrased broadly enough to represent that specific ZeRO-3 loading bug.", + "best_issue_reason": "issue:43638 best anchors the only obvious duplicate set in this group and is specific enough to represent the shared bug without overgeneralizing to other ZeRO-3 issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and different failures: config attribute missing vs streaming chat/completions error." + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions inference issue." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are backend/hardware-related, but they are different code paths and error classes (AMD GPU support vs MPS histogram op)." + "reason": "Both mention GPU/runtime problems, but they are different code paths: AMD GPU failure vs MPS histogram op unsupported for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and distinct bugs: dtype mismatch in Mistral-3 vs AMD GPU runtime failure in GPT-OSS-20B." + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs AMD GPU runtime incompatibility." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Only loosely related by MoE/model execution; the actual failures and affected paths are unrelated." + "reason": "Both are dtype/device related broadly, but the concrete failures and model paths differ." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and error modes; not the same underlying bug." + "reason": "Different issue types: AMD GPU inference failure vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different runtime failures and model stacks; no shared concrete bug." + "reason": "Distinct models and errors; NVFP4 runtime failure is not the same as AMD GPU incompatibility." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch is unrelated to ONNX export failure." + "reason": "Completely different subsystems: DeepSpeed collective mismatch vs ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export path vs FP8 configuration failure." + "reason": "Unrelated model/export bugs; no shared concrete code path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export issues are unrelated to Qwen3 auto-device-map CUDA assert." + "reason": "ONNX export error and Qwen3 auto device mapping assert are unrelated failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are documentation/task issues, but they concern different pages and different content problems." + "reason": "One is a task crash, the other is outdated RAG documentation; not the same bug/change." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed run command; not the same concrete change." + "reason": "Both are stale v5 docs, but they cover different removed topics (pipeline tasks vs run command)." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are unrelated." + "reason": "Different problems: ModernBERT ONNX export vs GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different features: SFT embedding unpacking vs resuming training with trust_remote_code." + "reason": "TRl SFT embedding unpacking failure is unrelated to resume-training with trust_remote_code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different failures." + "reason": "Mask shape mismatch during indexing is not the same bug as Gemma4 device_map forward mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT zero-size tensor issue vs generic mask shape mismatch; not the same bug." + "reason": "Different errors and code paths; one is ZeRO-3/BERT initialization, the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different training/loading scenarios and unrelated failures." + "reason": "No substantive overlap: ZeRO-3 BERT init error vs model resume/trust_remote_code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Only superficial IndexError similarity; the underlying code paths differ." + "reason": "Both are tensor/indexing failures, but one is specifically ZeRO-3 BERT model init and the other is a mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to video feature/token mismatch." + "reason": "Different modalities and failure modes: generic mask shape mismatch vs Qwen3.5 video chat-template token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic tensor shape mismatch is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Different model/runtime failures; no shared underlying bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template failure and resume/trust_remote_code failure are unrelated." + "reason": "Video apply_chat_template StopIteration is unrelated to training resume with local model and remote code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different bug classes and code paths." + "reason": "ZeRO-3/BERT init failure and training-resume issue are unrelated." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field regression vs training resume issue are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to resume-training behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug has nothing to do with ONNX export." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "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 BERT load failure." + "reason": "Both involve distributed training, but one is collective mismatch in Jamba-v01 while the other is BERT ZeRO-3 init/indexing." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same concrete underlying bug: ZeRO-3/BERT loading hits the same 'index 0 out of bounds for dimension 0 with size 0' failure." + "reason": "Same underlying ZeRO-3/BERT loading bug with the same out-of-bounds index0 failure signature; these look like true duplicates." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call issue and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Liger kernel cross-entropy call and GPT-OSS TP-only issue are different failures." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization regression vs LoRA merge/save-load inconsistency." + "reason": "Different model-specific tokenization/save-load issue vs LoRA merge/save consistency problem." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime issue is unrelated to LoRA merge/save-load mismatch." + "reason": "NVFP4 runtime failure is unrelated to LoRA merge/save inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is a different failure from mask shape mismatch." + "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as a mask shape indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the specific runtime errors and affected paths are different." + "reason": "Different DeepSpeed-related errors: weight dimensionality vs collective mismatch." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class name, but different failure modes and likely different fixes: CPU-offload incompatibility vs uninitialized memory after materialization." + "reason": "Same class name, but different concrete bugs: CPU offload incompatibility vs uninitialized memory after meta-to-empty materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3/BERT load bug is unrelated to GPT-OSS tensor-parallel failure." + "reason": "ZeRO-3 BERT init bug and GPT-OSS tensor-parallel bug are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing tensor recompute issue and custom trainer signature change are unrelated." + "reason": "Activation checkpointing/FSDP issue is unrelated to CustomTrainer compute_loss signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime problems with no shared concrete code path." + "reason": "Different models and code paths; not the same bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures; one is dtype mismatch, the other is an invalid method call in GraniteMoEHybrid." + "reason": "Dtype mismatch in Mistral-3 preprocessor vs invalid method call in GraniteMoEHybrid are unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Both involve Gemma/Qwen multimodal paths, but one is reverse embedding lookup and the other is video feature/token mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 v4.53/vLLM config attribute issue is unrelated to the Mistral regex patch crash." + "reason": "Gemma3 vLLM config attribute error and Mistral regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is a device-mismatch forward bug and the other is an expensive reverse-embedding lookup; not the same bug." + "reason": "Device mismatch in Gemma4 forward is different from the expensive reverse embedding lookup bug." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Torch compatibility issue and Qwen-3 NVFP4 runtime error are different problems." + "reason": "FSDP checkpointing tensor recompute issue is unrelated to Qwen3 auto device mapping CUDA assert." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "FSDP activation checkpointing issue is unrelated to Qwen3 auto-device-map CUDA assert." + "reason": "Torch/transformers compatibility issue is unrelated to Qwen-3 NVFP4 runtime errors." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Different model/device/runtime failures; only broad MoE similarity." + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are different bugs." }, { - "left": "issue:44918", - "right": "issue:45685", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "SFT embedding unpacking and MPS histogram error are unrelated." + "reason": "Grouped_mm tracing error in Mixtral is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Liger kernel cross-entropy being called and autocast dtype mismatch are different issues." + "reason": "Different model/runtime failures; no shared concrete code path." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to MPS histogram support failure." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Activation checkpointing/FSDP issue and GenerationMixin import failure are unrelated." + "reason": "Qwen3.5 SFT unpacking error is unrelated to GPT-OSS TP-only failure." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Hardware/runtime bug and RAG docs cleanup are not the same underlying change." + "reason": "Different model families and different failure modes." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS Int histogram error." }, { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:43716", + "right": "issue:44292", "accept": false, - "reason": "Both are version compatibility reports, but they concern different version combinations and different failure modes." + "reason": "Different bug signatures and different model paths." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + "reason": "Liger kernel cross-entropy routing issue is unrelated to Qwen3.5 SFT embedding unpacking." }, { "left": "issue:41762", - "right": "issue:43596", + "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but they affect different models and likely different code paths." + "reason": "Both are ZeRO-3-related, but Gemma3 loading index error and BERT zero3 init failure are different concrete bugs." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed APIs and commands." + }, + { + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different model-specific failures: Gemma3 vLLM config attribute vs Qwen3 device-map CUDA assert." + "reason": "Different multimodal issues: dtype mismatch vs video template StopIteration." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure and USE_DISTRIBUTED=0 support regression are unrelated." + "reason": "Float8 storage lookup error is unrelated to USE_DISTRIBUTED=0 compatibility." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model pipelines and different symptoms; not a duplicate." + "reason": "Gemma4 device mismatch and Qwen3.5 video token/feature mismatch are not the same bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but one is about return_all_scores and the other about removed run command references." + "reason": "TextClassificationPipeline docs mismatch and removed run-command docs are separate documentation issues." }, { "left": "issue:45237", - "right": "issue:45901", + "right": "issue:46015", "accept": false, - "reason": "Different feature areas and failure modes." + "reason": "AMD GPU support bug is unrelated to outdated RAG examples." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate pair is the ZeRO-3/BERT size-0 IndexError cluster (43596/43638), and the other soft pairs are appropriately rejected as insufficiently supported by the issue text." + "feedback": "The summary is grounded in the packet: it conservatively identifies one clear duplicate pair (issue:43596 and issue:43638) and describes the rest of the cluster as heterogeneous without overreaching. The soft-edge verdicts are appropriately cautious, and the note that there were no PRs is consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -612,14 +618,14 @@ "issue:44479|issue:46294", "issue:41093|issue:43596" ], - "prepared_review_unit_hash": "9237056aab6d9c2bf0332560a9869884a4ac8a1e57dde0e1f4326640c4d7bc07", + "prepared_review_unit_hash": "e8d82e56b221099ee5e70eb7947decd8811f8209cb302544cd0ea0892dae9aa9", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, @@ -634,273 +640,273 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. After tightening the evidence, only two soft pairs look like true duplicates: the v5 AutoTokenizer wrong-token-id regression and the Qwen video/chat-template regression. The DeepSpeed/BERT reports are similar in surface area but not strong enough to merge as the same concrete bug.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 45812 is the clearest canonical issue: it states the token-ID regression directly and has an explicit matching duplicate in 45920 across multiple model families.", + "summary": "This cluster is mostly a mix of unrelated model/regression reports across different subsystems. I only see two likely true duplicates: the broad AutoTokenizer token-ID regression pair and the Qwen3.5 video-input regression pair.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest canonical report here: it describes the v5 AutoTokenizer token-ID regression across multiple model families, so it best serves as the umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best global issue anchor because it has the strongest duplicate evidence and a broad, well-defined regression scope.", + "best_issue_reason": "issue:45920 is the strongest single issue to keep as the representative umbrella for the tokenizer-regression subset of this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model/process paths: processor failure vs device-map forward mismatch." + "reason": "Different bugs: Voxtral processor load failure vs Gemma4 PLE device-mismatch during forward." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated subsystems: Liger cross-entropy behavior vs Qwen video input parsing." + "reason": "Unrelated subsystems: Liger-kernel cross_entropy call vs Qwen3.5 video StopIteration." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Different bugs: detokenization regression vs RAG example documentation." + "reason": "Model detokenization bug vs documentation/example cleanup; not the same change." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same concrete AutoTokenizer token-ID regression; titles and scope align closely across model families." + "reason": "Same v5 AutoTokenizer token-ID regression reported on different model families; 45920 is the broader umbrella." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading failure vs example documentation issue; not the same bug." + "reason": "NemotronH checkpoint loading failure vs outdated RAG examples; unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Both are model-loading failures, but the reported root causes are different (corrupted Ovis2 checkpoint vs NemotronH loading support)." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both are version breakages, but the concrete failures and affected paths differ." + "reason": "Remote-code breakage vs USE_DISTRIBUTED=0/PyTorch support regression; different compatibility problems." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "Bitsandbytes constructor incompatibility is not the same as distributed build support breakage." + "reason": "bitsandbytes Int8Params constructor mismatch vs PyTorch distributed-off compatibility; unrelated." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to RAG examples." + "reason": "init_empty_weights TypeError vs documentation issue; unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but the models and failure paths differ." + "reason": "Both mention sliding_window, but Gemma3/vLLM config attr failure and Qwen3-MoE behavior are different bugs." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and distinct load failures." + "reason": "GLM-4.7-Flash loading failure vs Ovis2 checkpoint corruption; not the same underlying issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar DeepSpeed/BERT surface area, but the titles point to different concrete failures and the evidence is not strong enough to merge." + "reason": "Different zero-3 failures: mask/tensor shape mismatch vs index-out-of-bounds during Bert loading." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure is unrelated to table-question-answering crashes." + "reason": "Whisper model runtime failure vs table-question-answering task crash; unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and pydantic PretrainedConfig regression are different bugs." + "reason": "Torch-version incompatibility vs a pydantic PretrainedConfig regression; unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are init/version problems, but they are not the same underlying defect." + "reason": "Zero-3/Bert index error vs torch 2.4.1 and transformers 5.8 incompatibility; different problems." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different model/functionality areas." + "reason": "Detokenization bug vs table-QA crash; unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Unrelated model runtime failure vs config-model regression." + "reason": "Whisper runtime failure vs pydantic model regression; unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different APIs and likely different bugs." + "reason": "Different Qwen3.5 failures and stacks: chat crash vs streaming chat/completions API failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 error is unrelated to table QA." + "reason": "init_empty_weights TypeError vs table-QA crash; unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure paths." + "reason": "Gemma3 sliding_window_pattern/vLLM issue vs Gemma4 PLE device mismatch; different code paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weight bug and corrupted checkpoint are unrelated." + "reason": "Tied-weights bug in Mistral3 vs corrupted Ovis2 checkpoint loading; unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Different API/runtime issues with no shared concrete code path." + "reason": "Qwen3.5 streaming API failure vs MPS histogram_mps unsupported-for-Int error; unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Distinct runtime and op-support failures." + "reason": "Grouped_mm tracing failure vs MPS histogram error; different subsystems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype-related, but the model paths and failure mechanisms differ." + "reason": "Torch-dynamo grouped_mm tracing error vs autocast dtype mismatch; not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor bug and compiler/template-node error are unrelated." + "reason": "Voxtral processor load failure vs non-template-node compile error; unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure is unrelated to sliding_window config issues." + "reason": "GenerationMixin import error vs Gemma3 sliding_window_pattern/vLLM issue; unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version compatibility issue vs model device-mapping bug." + "reason": "Torch/transformers version incompatibility vs Gemma4 device mismatch; unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are DeepSpeed/BERT IndexErrors, but the concrete symptoms and loading contexts differ too much to call them the same bug." + "reason": "Both are zero-3-related IndexErrors, but the exact failures and model contexts differ." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different model families and different loading/support problems." + "reason": "PaddleOCR-VL loading failure vs GGUF gpt-oss support request; unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx is not the same as the PretrainedConfig regression." + "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig regression; unrelated." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM and tied-weights regression are different bugs." + "reason": "Int4 quantization OOM regression vs tied-weights translation-model issue; different bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask-shape IndexError and SFT embedding unpacking failure are different issues." + "reason": "Mask-shape IndexError vs Qwen3.5 embedding unpacking with trl SFT trainer; unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE, but the failure paths are different." + "reason": "Mixtral grouped_mm tracing failure vs GPT-OSS TP-only issue; different problems." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models, different APIs, different failure modes." + "reason": "Phi MoE autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure; unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights TypeError is not the same as the pydantic PretrainedConfig breakage." + "reason": "init_empty_weights/_is_hf_initialized TypeError vs pydantic PretrainedConfig field regression; unrelated." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen streaming failure are unrelated." + "reason": "GGUF gpt-oss support vs Qwen3.5 streaming inference failure; unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to PretrainedConfig pydantic changes." + "reason": "Qwen3-MoE sliding_window issue vs pydantic PretrainedConfig regression; unrelated." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but one is an image preprocessor mismatch and the other is a video token/feature mismatch." + "reason": "Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video token mismatch; different model paths." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both mention version incompatibility, but not the same concrete issue." + "reason": "Remote-code breakage vs torch 2.4.1/transformers 5.8 incompatibility; different compatibility issues." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing error and Float8 storage lookup error are unrelated." + "reason": "Grouped_mm tracing failure vs Float8 storage lookup error; unrelated." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same Qwen video-input regression: chat template and video-token accounting mismatch." + "reason": "Both describe the same Qwen3.5/Qwen VL video-input regression where video features and video tokens mismatch in v5.3.0." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3/BERT IndexErrors, but the titles and failure points differ enough to avoid merging without stronger evidence." + "reason": "Mask-shape mismatch IndexError vs zero-3 Bert out-of-bounds IndexError; different failure modes and fixes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly conservative, but the DeepSpeed/Bert duplicate call is overstated. Based on the packet, issue 41093 is a mask-shape mismatch, while 41762 and 43638 are different DeepSpeed ZeRO-3 loading failures with different model contexts; the evidence is not strong enough to assert they are the same concrete bug. The canonical-issue rationale also looks under-grounded because it attributes 41093 to a DeepSpeed ZeRO-3 + Bert IndexError path that is not reflected in the issue title, and 43596 is actually the closer-looking Bert/ZeRO-3 title. The tokenizer (45812/45920) and Qwen video (44479/46294) pairings are more defensible, but the overconfident DeepSpeed verdict makes the overall output too strong for the packet." + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are supported by the packet, the umbrella choice of issue:45920 is reasonable, and the remaining rejections do not overclaim shared root causes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1001,14 +1007,14 @@ "issue:44910|issue:45859", "issue:42947|issue:44387" ], - "prepared_review_unit_hash": "b502f3216a8eee216ad01fc419dea3f8278e3063191a33784f0bcab6aabbd34c", + "prepared_review_unit_hash": "f8086dc5f2b95424f9298be277b65ba578f44dad2687b46fc22de50d7042ec4b", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, @@ -1023,213 +1029,213 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The non-persistent-buffer regression cluster remains the strongest duplicate set, with 43950 as the best canonical issue. I tightened the soft-edge calls: the SigLIP2 pair and the 43950 vs 45902 link are now rejected for insufficient evidence, while 45632 vs 45698 stays accepted as a plausible shared path-resolution/custom-module loading bug.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43950 is the clearest representative of the v5 non-persistent-buffer regression: it states the bug broadly and precisely, and it matches the more concrete near-duplicates about junk/corrupted non-persistent buffers.", + "summary": "Mostly a mixed Transformers-v5 bug cluster. The only strong duplicate chain is the non-persistent buffer corruption regression; most other pairs are related only at a broad subsystem/model level and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "43950 is the clearest umbrella report: it describes the non-persistent-buffer corruption regression directly and has the strongest duplicate-style overlap with nearby reports about junk-filled buffers.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best issue to keep as the canonical representative because it is the most specific yet general description of the shared regression and subsumes the tighter duplicate reports.", + "best_issue_reason": "Best representative for triage because it anchors the most convincing duplicate chain and states the underlying failure mode in the most general way.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2 and bad outputs, but that overlap is too broad; this looks like related model-family complaints, not the same concrete bug." + "accept": true, + "reason": "Both report SigLIP2 producing broken outputs on the same model family; one manifests as poor text embeddings, the other as nonsensical AutoModel/pipeline results." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different failure modes: config unwrapping for composite multimodal configs vs uninitialized rotary embedding memory after meta\u2192to_empty(cuda) materialization." + "reason": "Both involve Qwen3.5-related loading behavior, but one is a config-unwrapping issue and the other is uninitialized memory in rotary embeddings; different bugs." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Unrelated problems: missing TensorFlow backend handling vs a torch/transformers version incompatibility." + "reason": "Different problems: missing TensorFlow backend handling vs a torch/transformers version incompatibility." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different code paths and symptoms: FSDP weight-shape error vs TRL input-embedding unpacking failure." + "reason": "FSDP weight-shape loading failure and Qwen3.5 embedding unpacking with TRL are unrelated code paths." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "One is an image-preprocessor/model dtype mismatch; the other is a Qwen3.5 trainer unpacking issue." + "reason": "Different symptoms and model paths: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "These are generic model-quality complaints on different models, with no sign of a shared underlying bug." + "reason": "Different models and failures; perplexity regression on GPT-OSS is not the same as a GLM5 model issue." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to wrong local/custom-module path resolution during loading/saving, so they plausibly describe the same underlying cache-path bug." + "accept": false, + "reason": "Both touch custom-model loading, but one is a local cache-path collision and the other is wrong module restoration after save/load." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and flash-attn fallback gating are different issues." + "reason": "Unrelated: notebook custom-model initialization regression vs flash-attn2 fallback gating." }, { "left": "issue:43404", "right": "issue:45005", - "accept": false, - "reason": "Both involve tied weights, but the affected models and concrete failure modes differ too much to be one bug." + "accept": true, + "reason": "Same tied-weights regression family: 43404 is a specific Mistral3 manifestation of the broader v5 tied-weight handling problem described in 45005." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback checks are unrelated." + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are different bugs." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/linear_attention crash is a different Qwen3.5 cache-path bug, not tied-weights handling." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights handling in translation models." + "reason": "Quantization/offloading behavior is a different bug class from tied weights." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a separate model implementation issue." + "reason": "Checkpoint loading failure in NemotronH is not the same as tied-weight regressions." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A missing ReLU in DSA indexer is unrelated to a docs typo." + "reason": "A DSA indexer discussion and a docs typo are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TR L embedding unpacking and GraniteMoE invalid-method errors are different model/training bugs." + "reason": "Different model/component failures; Qwen3.5 embedding unpacking vs GraniteMoEHybrid method dispatch." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command docs are unrelated documentation issues." + "reason": "Separate documentation/cosmetic issues." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and a Qwen NVFP4 runtime error are different failures." + "reason": "Different problems: detokenization regression vs an NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different model/runtime failures with no clear shared underlying bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are near-duplicate reports of the same v5 non-persistent-buffer corruption/junk-loading regression." + "reason": "Near-identical non-persistent-buffer regression reports; both say v5 fills or corrupts register_buffer(..., persistent=False) values with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation errors and SigLIP2 output-quality complaints are different problems." + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and quantization failure while the other is a model-quality regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same core regression: v5 mishandles non-persistent buffers during loading/materialization." + "reason": "Same regression: non-persistent buffers are being populated with junk/corrupted values in Transformers v5." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 gradient explosion." + "reason": "Both mention dtype problems, but one is autocast mismatch in Phi-tiny-MoE and the other is Qwen3.5 RLHF instability from 3D position_ids/SDPA behavior." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer custom-loss kwarg mismatch and DeepSpeed ZeRO-3 loading error are unrelated." + "reason": "Unexpected compute_loss keyword argument and ZeRO-3 Gemma3 loading IndexError are unrelated." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with different causes." + "reason": "Different quantization/storage compatibility failures; no shared concrete bug path." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "45902 is a narrower inv_freq/to_empty(cuda) memory bug; the packet does not prove it is the same as the broader non-persistent-buffer corruption regression." + "accept": true, + "reason": "Both point to the same underlying non-persistent-buffer/materialization problem: uninitialized or junk values after meta/to_empty-style loading." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption is not the same as noisy loading behavior." + "reason": "Checkpoint corruption and noisy load warnings are not the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenizer-version-dependent tokenization are different issues." + "reason": "Both are model/tokenization related in a broad sense, but there is no concrete shared failure mode." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are not clearly the same bug." + "reason": "Same model family, but the reported symptoms differ too much to be confidently the same underlying bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error messaging and missing all_tied_weights_keys are unrelated." + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and different initialization/memory bugs." + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 rotary-buffer corruption are different bugs." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both mention Qwen3.5, but one is flash-attn packed-sequence misinterpretation and the other is CPU-offload incompatibility." + "reason": "Both involve Qwen3.5, but one is flash-attention position_ids handling and the other is CPU-offload compatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient-checkpointing effectiveness and int4 quantization OOM are different performance/memory issues." + "reason": "Different memory/training regressions: LoRA checkpointing ineffectiveness vs int4 CUDA reserved-memory growth." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: most of the clustering is conservative, but a few acceptances are still too speculative from the packet alone. In particular, issue:43054 vs issue:43994 only share the SigLIP2 model family and vague bad-output symptoms, which is not enough to justify a duplicate verdict. issue:43950 vs issue:45902 is also a bit overconfident because it links a general non-persistent-buffer regression to a different, more specific to_empty(cuda) / inv_freq memory bug without direct evidence. The non-persistent-buffer cluster itself and issue:45632 vs issue:45698 look grounded, but the soft-edge verdicts should be tighter." + "accept": true, + "feedback": "The clustering is grounded in the packet, and the accepted soft-edge pairs are stated conservatively enough. The non-persistent-buffer chain is well supported by issue titles and descriptions, and the tied-weights and SigLIP2 pairs are framed as related regressions rather than overclaimed duplicates. No mergeability issues apply here since these are issue pairs, not PRs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1329,20 +1335,20 @@ "issue:36331|issue:41093", "issue:42947|issue:45923" ], - "prepared_review_unit_hash": "4cae61d79e3994806333f04b1cf0fce8bed89c36a12154834440808e4f9d7545", + "prepared_review_unit_hash": "63986c59a7ba4ffded2a1efba3674e9dacc4aec1fdb9037df5b92165c2cfd262", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37209, + "serialized_chars": 37210, "estimated_input_tokens": 9303, "estimated_eval_tokens": 18862 }, @@ -1351,198 +1357,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues; only a few soft pairs look like true duplicates: the SigLIP2 implementation discrepancy, the v5 docs/pipeline-removal typo, and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. Most other pairs are only loosely similar by subsystem or model family.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` loading regression: it names the concrete exception, the triggering `init_empty_weights` path, and the affected transformers version range.", + "summary": "This cluster is mostly heterogeneous: tokenizer/doc regressions, model-loading failures, memory/checkpointing issues, and a few model-specific bugs. Only two soft pairs look like true duplicates; the rest are merely same-subsystem or same-release noise.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative of the largest overlapping subgroup here (recent transformers / remote_code loading regressions). The cluster does not collapse into one duplicate bug, so this is an umbrella choice rather than a strict duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the strongest representative issue overall because it is specific, reproducible, and directly tied to the underlying compatibility bug; it is easier to act on than the broader symptom reports.", + "best_issue_reason": "issue:45020 is the best standalone representative of this mixed cluster, but it should not be treated as a sink for the unrelated reports. It captures the most general, recurring regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 problem: one reports degraded text embeddings, the other explicitly calls out HF vs JAX implementation discrepancy." + "accept": false, + "reason": "Different problems: SigLIP2 text-embedding quality vs HF/JAX implementation discrepancy." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Both are loading-related, but one is a generic noise/UI complaint and the other is a model-specific failure for ScandiBERT; no clear same bug." + "reason": "Generic noisy logging vs a specific model loading failure; not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failures; the titles do not point to one shared code-path bug." + "reason": "Both are loading errors, but for different models and different failure modes." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization regression and AMD GPU model failure are unrelated." + "reason": "Tokenizer detokenization regression vs an AMD GPU runtime compatibility issue." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both involve loading, but the model and failure mode differ; too generic to treat as the same bug." + "reason": "One is about load-time noise, the other is a concrete model loading failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`AutoConfig` missing fields under `trust_remote_code` may be related to remote-code regressions, but 45020 is a broad umbrella issue rather than the same concrete bug." + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig output while the other is broader remote_code breakage." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient-checkpointing/PEFT behavior and MoE memory usage are different problems." + "reason": "Related training area, but gradient checkpointing ineffective and memory usage are not the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both mention loading or MoE, but they are different models and different failure signatures." + "reason": "Different model families and distinct failure signatures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different error classes; no shared underlying change is evident." + "reason": "Unrelated model-specific load error vs a separate GLM5 report." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support and device placement mismatch are distinct bugs." + "reason": "MPS histogram kernel limitation vs Gemma4 device-map mismatch; not the same issue." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback blocking are unrelated." + "reason": "Tokenizer load regression vs flash-attn fallback gating; same release era, different bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Both are compatibility/loading issues, but one is an import error for a specific class while the other is a bitsandbytes constructor kwarg failure." + "reason": "Import/export naming issue vs bitsandbytes constructor regression." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "A Qwen3 MoE LoRA compatibility problem and a tie-word-embeddings warning are not the same concrete bug." + "reason": "Different Qwen LoRA-related warnings/failures with different underlying causes." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different root causes; one is a loading failure, the other is a missing tied-weights attribute." + "reason": "Separate model-loading bugs in different model classes." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regressions and Gemma4 device-map mismatch are unrelated." + "reason": "Remote_code breakage is unrelated to Gemma4 forward device placement." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping behavior in add-new-model-like is a different code path from remote-code loading regressions." + "reason": "Tokenizer mapping bug in add-new-model-like is a different code path from remote_code loading regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "One is a dtype/autocast mismatch, the other is a device mismatch; not the same bug." + "reason": "Autocast dtype mismatch and device mismatch are different execution-path failures." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and are not clearly the same fix." + "reason": "Both are tokenizer performance regressions, but they affect different conversion APIs and are not the same bug." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex/tokenizer crash and flash-attn fallback gating are different issues." + "reason": "Mistral tokenizer regex crash vs flash-attn fallback checks; distinct failures." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code breakage and Kimi-K2.5 tokenizer codec regression are different failures." + "reason": "Remote_code/model loading regressions vs tokenizer codec handling and warning behavior." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error is unrelated to flash-attn fallback logic." + "reason": "KeyError loading a specific model vs flash-attn fallback blocking; unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying and non-persistent buffer corruption are different regressions." + "reason": "lm_head tying bug vs non-persistent buffer corruption; different subsystems." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These are the same docs bug: both say v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." + "reason": "Same docs regression: v5 removed pipeline tasks, and both issues complain that docs still reference them." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight-conversion under accelerate/deepspeed and an Ovis2 checkpoint corruption report are unrelated." + "reason": "Qwen3 MoE loading/deepspeed issue vs a corrupted Ovis2 checkpoint." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` incompatibility: both report failures during model loading with the new init/weights path." + "reason": "Same underlying _is_hf_initialized argument incompatibility in newer transformers/init-empty-weights/bitsandbytes loading paths." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different failure modes: FineGrainedFP8Config on Qwen3 MoE versus bitsandbytes / `_is_hf_initialized` constructor incompatibility." + "reason": "Different Qwen MoE/fp8 vs bitsandbytes incompatibility bugs." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper not running and `_torch_extract_fbank_features()` are plausibly related, but the titles do not establish the same concrete bug." + "reason": "Whisper failing to run and an fbank feature-extraction issue are not clearly the same defect." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight conversion/loading and gradient averaging with DeepSpeed are separate training issues." + "reason": "Different DeepSpeed training problems: weight conversion vs gradient averaging." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but they involve different models and different missing modules; not enough to merge." + "reason": "Both are ZeRO-3 loading failures, but the models and symptoms differ enough that this is not a clear duplicate." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "A trainer signature TypeError and a tensor mask shape mismatch are unrelated." + "reason": "Completely different runtime errors: loss kwargs mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The three accepted soft pairs are plausibly the same bugs from the titles alone, and the summary does not overclaim beyond the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mixed rather than collapsing it into one bug, and the two accepted soft pairs are well-supported by the issue titles and descriptions. The remaining pair rejections are appropriately cautious and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -1624,8 +1636,8 @@ "issue:45325|issue:45902", "issue:43366|issue:43828", "issue:45663|issue:45823", - "issue:44155|issue:45584", "issue:43366|issue:43531", + "issue:44155|issue:45584", "issue:43950|issue:45834", "issue:44560|issue:45685", "issue:43824|issue:43957", @@ -1647,20 +1659,20 @@ "issue:43317|issue:44756", "issue:38175|issue:39692" ], - "prepared_review_unit_hash": "30b071d639669c4076feb3d03a7b9119f175e69526ad39c548b9ea25084565fb", + "prepared_review_unit_hash": "a02aadc11414bc46ad72cbd2354f163739e501877a4242327692b6d14c0315b1", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37731, + "serialized_chars": 37729, "estimated_input_tokens": 9433, "estimated_eval_tokens": 19122 }, @@ -1669,186 +1681,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; most pairs are only superficially similar. The only clear duplicates are the SigLIP2 inference bug pair and the Transformers 5 custom model initialization pair. No PRs are present.", - "confidence": 0.8, - "canonical_issue_reason": "issue:43994 is the clearest, most specific representative of the SigLIP2 bug and better describes the failing usage modes than issue:38175.", + "summary": "Mostly a mixed cluster of Transformers 5.x regressions around loading/init plus a few model-specific multimodal bugs. Only a small number of soft edges look like true duplicates; most are just same subsystem or same model family.", + "confidence": 0.68, + "canonical_issue_reason": "43957 is the broadest, most representative issue in the set: a cross-model loading regression tied to Transformers 5+ and meta-device initialization, which matches the dominant theme of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 best captures the concrete SigLIP2 model/output regression and is the strongest anchor for the only substantive duplicate pair.", + "best_issue_reason": "43957 is the best single anchor for the cluster because it has a clear, reproducible failure mode and generalizes across multiple model-loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and different load failures; only both are checkpoint-loading complaints." + "reason": "Both are model-loading failures, but they concern different architectures and different failure modes; not the same bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different code paths: Qwen3.5 RLHF NaNs vs flash-attention crash on sink-less models." + "reason": "Different Qwen3.5 attention-path problems: gradient/SDPA collapse versus a flash-attention AttributeError on sink-less models." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but for different models and different failure modes." + "reason": "Both are tokenizer-loading complaints, but for unrelated models and different symptoms." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same generic IndexError shape pattern, but no evidence of the same underlying bug or model path." + "accept": true, + "reason": "Near-identical IndexError about mask/tensor shape mismatch; same failure signature." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related Qwen reports, but one is a v5.3 regression in generation models and the other is a StopIteration in embedding/video loading." + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0; 44560 is a model-specific StopIteration symptom." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache/Qwen3.5 cache bug and NemotronH checkpoint loading are unrelated." + "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model loading problems with no shared concrete failure." + "reason": "Tokenizer error vs a separate model-loading failure for a different model." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different subsystems: DeepSpeed training vs image processor segmentation-map handling." + "reason": "Different subsystems entirely: DeepSpeed training weight shape error versus image-processor void-mask handling." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position embedding internals, but one is a temporal scaling bug and the other is a meta-to-empty initialization bug." + "reason": "Different bugs: Qwen2.5-VL rope indexing versus Qwen3.5-MoE rotary embedding initialization/memory issues." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "GGUF/gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 attention-state rebuild vs device_map forward device mismatch." + "reason": "Same Gemma4 family, but one is FSDP2 training state rebuild and the other is device-map inference mismatch." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Different models and different bugs; only both affect generation/inference behavior." + "reason": "Different Qwen3-MoE issues: architecture support versus sliding-window behavior." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "AudioFlamingo3 batched embedding leak and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error are different regressions." + "reason": "Different bugs: non-persistent buffer corruption versus Kosmos2.5 long-OCR indexing." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl-embedding video StopIteration and MPS histogram Int error are unrelated." + "reason": "Video regression and an MPS histogram dtype limitation are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a specific class and meta-device loading failures are different problems." + "reason": "Import error for a missing class and meta-device loading failures are different problems." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and failure modes: torch.compile/SDPA vs flash-attention illegal memory access." + "reason": "torch.compile+SDPA failure on Bamba and Qwen3.5 flash-attention position-id misinterpretation are different code paths." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These are the same Transformers 5 custom model initialization regression; one is just the notebook-specific report." + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook case is just a narrower presentation." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading regressions are distinct." + "reason": "FineGrainedFP8/Qwen3MoE failure is a different loading/configuration issue from meta-device model loading." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + "reason": "Different failure classes: GGUF architecture support versus missing Float8 storage type." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen/video-ish context, but one is a video StopIteration bug and the other is TRL embedding unpacking." + "reason": "Video StopIteration in Qwen3-vl-embedding and TRL SFT embedding unpacking are unrelated." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "3d_parallel.py execution issue and GGUF gpt-oss support are different topics." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 config failure are unrelated." + "reason": "GenerationMixin import error and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping add-new-model-like bug and Gemma4 device mismatch are different changes." + "reason": "Tokenizer-mapping edge case and Gemma4 device mismatch are different bugs." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Deepspeed Zero3/Bert index error and tokenizer-mapping add-new-model-like failure do not share a concrete bug." + "reason": "DeepSpeed ZeRO-3/BERT index error and add-new-model-like tokenizer mapping failure are unrelated." }, { - "left": "issue:44661", + "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: tokenizer mapping logic vs mask/tensor shape mismatch." + "reason": "Qwen video StopIteration and a generic mask-shape IndexError are unrelated." }, { - "left": "issue:43317", - "right": "issue:44756", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "device_map dequantized offload failure and mmap OOM on Strix Halo are different memory/loading issues." + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR indexing are different issues." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model regression; both report incorrect outputs from the same underlying inference path." + "reason": "Same SigLIP2 model producing wrong/empty outputs across different entry points; likely the same preprocessing/model mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention stricter config validation, but they involve different models and are not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/BERT index error and tokenizer-mapping failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and mmap OOM avoidance on Strix Halo are different concerns." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 family, but 39692 is a documentation-example issue with additional quantization failure; not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well-supported by the titles, and the false soft-edge verdicts avoid overclaiming shared root causes. No PRs are present, so there is nothing mergeability-related to flag." + "feedback": "The anchor choice and cluster summary are grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted pairs all share a plausible common failure signature or clearly related model/regression context, and the rejected pairs avoid overclaiming duplicates across different models or subsystems." }, "evaluator_used": true, "retried": false, @@ -1944,236 +1980,236 @@ "issue:45276|issue:45335", "issue:43404|issue:43454", "issue:41720|issue:44155", - "issue:39692|issue:44960", "issue:43425|issue:43957", - "issue:44402|issue:44488", + "issue:39692|issue:44960", "issue:42947|issue:45704", + "issue:44402|issue:44488", "issue:36010|issue:39404", "issue:43873|issue:44387" ], - "prepared_review_unit_hash": "0a51616dd82be073ca3b52d91bf0c435dde10068aa2b96d5af8e1c870c1e7c35", + "prepared_review_unit_hash": "93dae5bf66a1e1d6f57d1ac3f14f4078789a37ed2c12f085c749f3089226bcd0", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36711, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "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 a set of Transformers v5 regression reports across model loading, quantization, tokenizer behavior, and generation. It is heterogeneous overall, with only a few clear duplicate pairs; most soft links are related by subsystem but not by the same concrete bug.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43644 is the broadest, most representative release-wide regression report in the set, and its theme (v5 breaking core model initialization/state handling) aligns with several nearby v5-era failures.", + "summary": "This cluster is heterogeneous, but it supports two real duplicate subclusters rather than just one: 43644\u219444534 for the non-persistent buffer junk regression, and 45276\u219445335 for resize_token_embeddings not propagating to downstream embeddings/output heads. The rest are at most theme-level similarities, not the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is still the best canonical anchor because it has the clearest direct-duplicate evidence and a well-scoped Transformers 5.0 regression; the resize_token_embeddings pair is a separate duplicate subcluster, not a reason to replace it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best single issue representative for the cluster because it is general, clearly actionable, and closest to the common v5 regression pattern that ties several of the items together.", + "best_issue_reason": "issue:43644 is the strongest issue to keep as the cluster representative: specific, clearly scoped, and directly duplicated by issue:44534, while the other accepted pair is a separate but narrower duplicate subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent buffer junk regression; the titles are essentially duplicate phrasings of the same v5 bug." + "reason": "Same underlying bug: Transformers v5 filling non-persistent buffers with junk / non-deterministic buffer init." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both are Qwen/accelerate-adjacent, but one is a hf4.x\u2192hf5.x LoRA compatibility issue and the other is a BitNet packed-weight loading failure." + "reason": "Both involve loading/quantization regressions, but they affect different models and code paths (Qwen3 MoE LoRA vs BitNet packed weights)." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3-related failures with different triggers: auto device mapping cuda assert vs FineGrainedFP8Config." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs Qwen3 MoE FineGrainedFP8Config load failure." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different flash-attention/generation failures; no shared concrete bug." + "reason": "Unrelated models and symptoms; GLM5 issue is not the same bug as Qwen3.5 flash-attention generation failure." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is ZeRO-3 loading of language_model weights, the other is incorrect visual encoder keys on save_pretrained." + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 loading of language_model weights and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they target different models and do not clearly describe the same underlying regression." + "reason": "Both are model-loading complaints for different BERT models, but there is no clear evidence they share the same root cause." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated issues: Qwen3Moe FP8 failure vs mmap/OOM on Strix Halo." + "reason": "Completely different problems: FP8/Qwen3 MoE vs mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and different bugs; no shared code-path problem." + "reason": "Different model families and different bugs; LoRA compatibility regression is not the same as resize_token_embeddings not updating Gemma4 embedding layers." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math bug vs optimizer argument handling; unrelated." + "reason": "Trainer checkpoint resume step math and SGD argument handling are unrelated." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures for different models and symptoms." + "reason": "Different models and failures: unit-test load issue for GLM-4.7-Flash vs shape mismatch for Qwen3-VL." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is custom model initialization in Jupyter; not the same bug." + "reason": "Buffer initialization regression vs notebook custom-model initialization breakage; related to v5, but not the same concrete bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both concern loading/tokenizer regressions, but they affect different model families and appear to have different root causes." + "reason": "Both are tokenizer/model loading regressions, but they concern different models and likely different causes." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Related only by SigLIP2/model-processor confusion; one also includes quantization failure and the other reports nonsensical outputs." + "reason": "Same SigLIP2 family, but one is a docs/example mismatch and quantization issue while the other is bad outputs in AutoModel/pipeline." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and different loading paths; not the same underlying issue." + "reason": "Different subsystems and models: Qwen3 MoE loading/offload vs GLM-4.7-Flash test loading." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and failure modes differ enough that they are not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + "reason": "Qwen3 MoE training memory usage vs quantization offloading behavior are not the same bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Related only at a high level to memory pressure; the concrete causes differ (training memory vs int4 reserved-memory/OOM regression)." + "reason": "Both mention memory/quantization, but one is training efficiency and the other is int4 CUDA reserved-memory/OOM regression." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with different models and code paths." + "reason": "Different model families and different failures; LoRA compatibility vs Qwen3-VL weight shape mismatch." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different models and different save/load contexts; no clear shared bug." + "reason": "Unrelated issues: GLM5 general issue vs sinq quantized save/load failure." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model families and different processor/tokenizer crashes." + "reason": "Different models and code paths: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch model save/load internals, but one is extra_state handling and the other is an init_empty_weights/_is_hf_initialized API break." + "reason": "Both are model lifecycle/loading problems, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized compatibility." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash_attention, but the concrete failures are different: 3D position_ids misinterpretation vs s_aux=None AttributeError." + "reason": "Both are flash-attention-related, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; both report that output/decoder embeddings are not updated after resizing." + "reason": "Same concrete regression: resize_token_embeddings fails to update downstream embedding/output modules; the model wrappers differ, but the bug pattern is the same." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Same underlying lm_head weight-tying bug in multimodal generation models; both describe untied lm_head leading to bad generation." + "accept": false, + "reason": "Both concern lm_head tying, but they are different model families with distinct symptoms and likely distinct fixes." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated: Qwen3 device-mapping assert vs AudioFlamingo3 batched inference leakage." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "Different model families and unrelated failure modes." + "reason": "Completely unrelated: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 token/embedding leakage across tracks." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading are separate compatibility bugs." + "reason": "Torch version compatibility and meta-device loading are different regressions." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs model loading failure; not the same bug." + "reason": "No substantive overlap beyond both being model-specific issues." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing behavior and an apex RMSNorm memory leak are unrelated." + "reason": "Different areas entirely: gradient checkpointing with PEFT LoRA vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve BERT model loading/tokenizer problems, but the reported failures are different and not clearly the same root cause." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline failure are unrelated." + "reason": "Import path breakage for GenerationMixin and Whisper pipeline return_language are unrelated failures." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading not working as expected and the other is increased reserved memory causing OOM; different concrete bugs." + "reason": "Both are quantization/memory complaints, but one is offloading not working and the other is an int4 reserved-memory/OOM regression." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster\u2019s heterogeneity. The accepted soft pairs are well supported by the titles, especially the near-duplicate buffer-regression pair and the resize_token_embeddings pair. No clear overstatement of evidence." + "accept": false, + "feedback": "The analysis is mostly conservative, and the 43644\u219444534 duplicate looks well supported. However, the summary is a bit too categorical in saying there is \"only one clear duplicate pair\": 45276\u219445335 is a very close resize_token_embeddings regression pair with highly similar symptoms, so the packet does not support dismissing the cluster as having just one duplicate pair with that level of certainty." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2276,244 +2312,232 @@ "issue:39404|issue:44912", "issue:44265|issue:44898" ], - "prepared_review_unit_hash": "499fb7947e29defcc5d66ed089a43711213f827d8a608d3aeedd573f57fcb60d", + "prepared_review_unit_hash": "701d457aa311fdf66267f43588fbaa60cfc9c086129f902d1d257b6f4958071f", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38034, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "serialized_chars": 38047, + "estimated_input_tokens": 9512, + "estimated_eval_tokens": 19280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated regression reports; the only strong duplicate signal is the resize_token_embeddings family around generic output-embedding propagation. I treated `issue:45292` as the representative bug, with model-specific reports as near-duplicates. ", - "confidence": 0.58, - "canonical_issue_reason": "`issue:45292` is the most generic statement of the resize_token_embeddings bug: the resize does not propagate to output embeddings. The nearby model-specific reports (`issue:45276` for Gemma4 and `issue:45335` for t5gemma) look like narrower manifestations of the same underlying update-path problem.", + "summary": "Most items are unrelated issue reports across different models and regressions. The only clear duplicate-like family is the resize_token_embeddings bug affecting output/decoder embeddings across Gemma4, generic output_embeddings, and T5Gemma variants.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic formulation of the resize_token_embeddings regression, and it cleanly covers the more specific Gemma4 and T5Gemma manifestations.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the best issue to anchor the cluster because it describes the shared failure mode without model-specific noise and most directly captures the code-path to fix.", + "best_issue_reason": "Issue 45292 is the best cluster representative because it states the core bug succinctly without being over-specialized to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different subsystems: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen composite config text_config unwrapping." + "reason": "Different failures: Gemma4 FSDP shared_kv_states KeyError vs multimodal Qwen config unwrapping in from_config." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: init_empty_weights argument mismatch vs mmap/OOM workaround on Strix Halo." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Strix Halo mmap OOM." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different bugs and code paths: Gemma4 FSDP2 attention state rebuild vs Qwen3.5 rotary embedding CPU offload compatibility." + "reason": "Different code paths and symptoms: Gemma4 attention state rebuild vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model families and symptoms: AudioFlamingo3 batched inference token leak vs Gemma4 PLE device mismatch." + "reason": "AudioFlamingo3 batched inference token leak is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Quantization OOM regression vs platform-specific mmap disablement; not the same bug." + "reason": "Int4 CUDA reserved-memory growth is a quantization memory regression, not the mmap/OOM-on-Strix-Halo bug." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both involve quantized model loading, but the models and reported failures differ; too broad to be the same underlying bug." + "reason": "Both are model-loading/quantization issues, but they affect different models and different failure modes (NVFP4 run error vs MXFP4 fallback to bf16)." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state handling." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP attention-state handling." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage is a different issue from Strix Halo mmap/OOM behavior." + "reason": "Meta-device loading regression is a separate loading path from disabling mmap on Strix Halo." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval-mode use." + "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA checkpointing and the other about eval-mode prohibition." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings bug; 45276 is a Gemma4-specific manifestation of the generic output_embeddings propagation failure in 45292." + "reason": "Same underlying resize_token_embeddings regression; 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model loading failure for GLM-4.7-Flash is unrelated to Qwen3.5 save_pretrained regression." + "reason": "Model loading test failure for GLM-4.7-Flash is unrelated to the Qwen3.5 save_pretrained regression." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap memory issues." + "reason": "save/from_pretrained extra_state handling is a serialization bug, not an mmap/OOM memory issue." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to the Qwen3.5 SDPA/math fallback NaN issue." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback problem." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as strict Granite speech config loading." + "reason": "Video-input regression for Qwen VL models is unrelated to strict Granite speech config loading." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load of custom modules, but one is permissions propagation and the other is wrong-module resolution after save_pretrained." + "reason": "One is about read-only file permissions during save_pretrained; the other is loading the wrong custom module after save_pretrained." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash attention sink handling bug is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Flash-attention sink-less s_aux=None crash is a different attention-path bug from the Gemma4 FSDP KeyError." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regressions and Trainer resume/max_steps calculation are unrelated." + "reason": "Custom model initialization breakage in Transformers 5.0 is unrelated to resume_from_checkpoint max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter/custom model init regression vs extra_state save/load handling; different code paths." + "reason": "Notebook-defined custom model initialization is not the same bug as save/from_pretrained extra_state handling." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Token ID regression in Granite tokenizers is unrelated to slow convert_tokens_to_ids performance." + "reason": "One is a correctness regression in token IDs, the other is a performance regression in convert_tokens_to_ids." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; 45335 is the t5gemma-specific symptom of the generic output_embeddings issue." + "reason": "Same resize_token_embeddings family of bug; 45335 is the T5Gemma decoder.embed_tokens manifestation of the broader output_embeddings regression." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device loading failures." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for one model is not the same as a generic model-loading failure for ScandiBERT." + "reason": "Tokenizer vocab-size mismatch is not the same underlying issue as failing to load ScandiBERT." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is a different root cause than the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch 2.10 incompatibility is too broad and not the same concrete dtype-mismatch failure as Phi-tiny-MoE autocast." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to NemotronH checkpoint loading." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different checkpoint-loading bug from NemotronH checkpoint loading." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage resolution failure is unrelated to Strix Halo mmap memory behavior." + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM regression." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to tokenizer-version-dependent tokenization changes." + "reason": "Whisper pipeline return_language regression is unrelated to a tokenizer-version behavior change." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention torch-version breakage is unrelated to Gemma4 PLE device placement." + "reason": "Compiled flex_attention on torch>=2.9 is a different runtime failure from Gemma4 PLE device mismatch." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; not the same bug." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch 2.10 incompatibility is a broad environment issue, not the Gemma4 device mismatch bug." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different problems." + "reason": "Both involve Transformers 5.0 and custom models, but one is about base_model_prefix loading and the other about notebook-defined model initialization." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to non-template node compilation errors." + "reason": "PagedAttentionCache linear_attention group-type crash is unrelated to the non-template-node compilation TypeError." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of a different issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "Isolated reproduction of issue 38071 does not clearly match the Qwen3.5 PagedAttentionCache linear_attention crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language handling and MXFP4 quantization loading are unrelated." + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization falling back to bf16." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure due to torch_compilable_check is unrelated to Perceiver non-default resolution failure." + "reason": "torch.export/torch_compilable_check failure is a different export path from Perceiver non-default-resolution image classification." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The resize_token_embeddings family around `issue:45292`, `issue:45276`, and `issue:45335` is a well-supported duplicate set, and the other soft-edge rejections do not overreach based on the issue titles/descriptions shown. Confidence is appropriately moderate." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft-edge family, resize_token_embeddings across 45276/45292/45335, is strongly supported by the titles and similarity scores. The other pair rejections are appropriately cautious and do not overclaim duplication from the available evidence." }, "evaluator_used": true, "retried": false, @@ -2587,8 +2611,8 @@ "issue:44479|issue:44805", "issue:43906|issue:46326", "issue:46050|issue:46326", - "issue:43901|issue:44509", "issue:44589|issue:45084", + "issue:43901|issue:44509", "issue:43425|issue:44918", "issue:43299|issue:43931", "issue:43994|issue:44079", @@ -2616,208 +2640,220 @@ "issue:44811|issue:45584", "issue:43541|issue:45084" ], - "prepared_review_unit_hash": "c97c85821b48b9af82efc5cd296de8eddaef9d09ca1bc38323f5a15cb7915892", + "prepared_review_unit_hash": "d11ed3da89adc4c0e34132488fb1daa4ce178baab33ea77df31f044be30ec821", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36995, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: many unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few docs/runtime issues. I found no soft-edge pair that clearly appears to be the same underlying bug, so all candidate links are rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43611 is the clearest broad representative of the cluster\u2019s recurring Transformers v5 loading-regression theme, with a generic and widely applicable failure mode.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions, many centered on v5 loading/tokenizer/runtime issues but not the same underlying bug. I would reject every soft edge pair; they are too model-specific or hit different code paths. If one issue must represent the cluster, the broadest concrete regression is the v5 model-loading failure around `base_model_prefix` handling.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43611 is the clearest broad, concrete regression in the set: it describes a Transformers 5.0.0 model-loading breakage that can plausibly represent the common v5 loading theme better than the more specialized reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to anchor the cluster because it is broad, concrete, and closest to the repeated model-loading regressions seen here.", + "best_issue_reason": "issue:43611 is the most representative and actionable issue here because it is a clear, reproducible loading regression with a general API impact, whereas many others are narrower model- or feature-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are regressions, but one is a Qwen VL video-input path issue and the other is a generic mask/tensor shape mismatch; not the same bug." + "reason": "Different bugs: video-input regression in Qwen/VL models vs a generic mask-shape IndexError." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but one is a reproduction of an earlier issue while the other is a mistral_common continue_final_message bug; different code paths." + "reason": "One is an isolated reproduction of another external issue; the other is a mistral_common tokenizer `continue_final_message` bug. No shared code path." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage is unrelated to the mistral_common tokenizer continuation bug." + "reason": "Quantized save/load corruption is unrelated to tokenizer message-finalization behavior." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline/API docs and do not point to the same change." + "reason": "Float8 storage lookup failure and template-compilation errors are unrelated runtime/compiler issues." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Float8 storage lookup failure and template compilation failure are unrelated technical problems." + "reason": "Both are docs-related, but they cover different API/task deprecations and are not the same change." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch-version incompatibility and Qwen3.5 SFT embedding unpacking are different failures." + "reason": "Torch version incompatibility is unrelated to the Qwen3.5 embedding unpacking failure in TRL SFT training." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-VL loading, but one is a broad dev-version regression and the other is a specific weight-shape mismatch; not enough to treat as the same bug." + "reason": "Both involve Qwen3-VL loading, but one is a dev-version/model-family regression and the other is a specific weight-shape mismatch; not the same bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Model/pipeline nonsense outputs and ModelOutput key assignment with None are different issues." + "reason": "A bad model/pipeline output quality report does not match a `ModelOutput` key-assignment bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state save/load handling and multimodal config unwrapping are distinct from_pretrained/from_config problems." + "reason": "`extra_state` handling in save/from_pretrained is a different path from `text_config` unwrapping in `from_config`." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and gguf_file loading failure are different tokenizer/model-loading bugs." + "reason": "Tokenizer method-name conflict and gguf loading breakage are separate loading failures." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Masked LM prediction regression and tokenizer loading failure for a different model are not the same underlying issue." + "reason": "Incorrect CamemBERT MLM predictions and tokenizer loading failure for a different model are not the same issue." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing error is unrelated to compiled flex_attention on newer torch." + "reason": "Deepspeed zero3/BertModel index error is unrelated to compiled flex_attention compatibility with newer torch." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different models and distinct failure mechanisms." + "reason": "Both are tokenizer-loading issues, but one is Mistral regex patching and the other is a different model's tokenizer load failure; different causes and fixes." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency and Strix Halo mmap OOM are not the same bug." + "reason": "General training memory inefficiency vs Strix Halo mmap OOM are different resource problems." }, { "left": "issue:39404", - "right": "issue:44661", + "right": "issue:44671", "accept": false, - "reason": "Whisper return_language behavior and add-new-model-like failure are unrelated." + "reason": "Whisper pipeline language-return behavior is unrelated to CamemBERT masked-LM prediction quality." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state serialization and Qwen VL video-input regression are separate code paths." + "reason": "Save/load `extra_state` handling and a video-input regression are different subsystems." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-related forward-pass issues, but they affect different models and have different symptoms." + "reason": "Both mention device placement, but one is XLNet CPU arithmetic and the other is Qwen3.5 MoE CPU-offload compatibility; not the same code path." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "Apple Silicon warmup type error is unrelated to the `_is_hf_initialized` regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading a specific model and patching Mistral regex are different tokenizer issues." + "reason": "Different tokenizer loading failures with different models and failure mechanisms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-generator tooling failure and compiled flex_attention failure are unrelated." + "reason": "`add-new-model-like` mapping logic and flex_attention compilation on torch>=2.9 are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "These are different model-loading failures with no shared underlying bug evident." + "reason": "Both are model loading failures, but they affect different models and appear to stem from different loader paths." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast of NoneType and Whisper return_language issues are unrelated." + "reason": "Trainer broadcast of `NoneType` and Whisper return_language failure are unrelated bugs." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization; not the same concrete defect." + "reason": "Both are v5 regressions, but one is a model-loading breakage around `base_model_prefix` and the other is a non-persistent buffer initialization bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor update are unrelated." + "reason": "Perplexity degradation on one model has nothing to do with tokenizer post-processor updates at runtime." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Image-preprocessor dtype mismatch is unrelated to template-node compilation errors." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer conflict and Qwen3Moe FP8 config failure are different problems." + "reason": "Tokenizer special-token conflict and FineGrainedFP8Config failure are different classes of bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code config-field loss and PagedAttentionCache linear_attention crash are unrelated." + "reason": "AutoConfig field loss with `trust_remote_code=True` is unrelated to PagedAttentionCache crashing on `linear_attention` groups." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multi-image iterable-dataset finetuning are different issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation errors." + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to mistral_common tokenizer message handling." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after align_special_tokens; different bugs." + "reason": "Both Whisper-related, but one is `batch_decode` option handling and the other is empty-transcription generation after align_special_tokens; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure is unrelated to non-template node compilation." } ] }, @@ -2891,9 +2927,9 @@ "issue:46326" ], "soft_pairs": [ + "issue:44451|issue:44987", "issue:42175|issue:46178", "issue:44530|issue:46304", - "issue:44451|issue:44987", "issue:43644|issue:43646", "issue:44206|issue:44220", "issue:43452|issue:43482", @@ -2901,8 +2937,8 @@ "issue:43883|issue:44488", "issue:36032|issue:43645", "issue:43317|issue:43482", - "issue:44849|issue:45325", "issue:45084|issue:45507", + "issue:44849|issue:45325", "issue:44987|issue:44991", "issue:43746|issue:46326", "issue:43262|issue:43377", @@ -2912,8 +2948,8 @@ "issue:43089|issue:45987", "issue:44403|issue:45081", "issue:43883|issue:44991", - "issue:43322|issue:43540", "issue:42915|issue:45084", + "issue:43322|issue:43540", "issue:43994|issue:44610", "issue:43377|issue:43819", "issue:44451|issue:45081", @@ -2926,14 +2962,14 @@ "issue:36032|issue:43742", "issue:44062|issue:44987" ], - "prepared_review_unit_hash": "41e832620de753035d9c93a7ff2784dc2253af432ddd4ec5832a254b53153b56", + "prepared_review_unit_hash": "d9f8dadf162dbec14259df27040474039dda4e2c2b43dba6270a9778855869df", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, @@ -2948,222 +2984,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with a few clear duplicate subclusters. The strongest duplicate pair is the v5 non-persistent-buffer regression; there are also likely duplicate save_pretrained reports for Qwen3.5 and a plausible GGUF-loading pair.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43644 is the clearest, most general report in the strongest exact duplicate pair (with issue:44534) and describes a concrete v5 regression rather than a model-specific symptom.", + "summary": "Mostly unrelated v5 regressions across loading, init, audio, and generation paths. Only one clear duplicate family shows up strongly: the GGUF/from_pretrained loading failure pair.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43452 is the clearest, broadest loading-path regression in the set (`gguf_file` + `from_pretrained`) and has the strongest duplicate-like match to issue:43482.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall representative issue in this set because it captures a concrete, reusable bug description and the most obvious duplicate theme present here.", + "best_issue_reason": "issue:43452 is the best single representative of the only clearly matching duplicate family in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-load regressions; same broad theme, but not the same underlying bug." + }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Different backend/package problems: one is missing TensorFlow in a torch extra install, the other is an unmapped tensorflow_text backend name." + "reason": "Backend install metadata vs backend registry error; distinct issues." }, { "left": "issue:44530", "right": "issue:46304", "accept": false, - "reason": "Both are cache/runtime regressions, but they concern different code paths and symptoms: Qwen3.5 paged attention vs USE_DISTRIBUTED=0 PyTorch support." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Both are load failures, but they target different models and likely different failure mechanisms; too broad to treat as the same bug." + "reason": "Unrelated subsystems: Qwen3.5 paged-attention cache vs distributed PyTorch build support." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "One is about non-persistent buffers being junk, the other about custom model initialization; related theme, but not the same concrete bug." + "reason": "Related v5 init regressions, but one is buffer corruption and the other is generic custom-model initialization." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature-extraction related, but the titles point to different failure points and there is not enough evidence they are the same underlying defect." + "reason": "Both audio-related, but one is a feature-extractor arg regression and the other is a low-level fbank helper issue." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both describe GGUF loading breakage in v5 through the same general loading path; the model-specific report plausibly duplicates the broader gguf_file regression." + "reason": "Both point to the same GGUF/from_pretrained loading regression in v5; Qwen2.5-GGUF is a concrete instance of the broader bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation with compiled forward and StaticCache.get_seq_length() returning a tensor are different bugs in the generation stack." + "reason": "Chunked generation/compiled forward inconsistency is not the same bug as a cache length return-type contract issue." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different models and different failure modes: missing all_tied_weights_keys versus a specific model load failure." + "reason": "Different model-loading failures with different symptoms and code paths." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Jupyter custom-model initialization behavior." + "reason": "Tokenizer special-token conflict vs notebook custom-model init regression are not the same bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading failures: dequantized model offload/device_map handling versus GGUF model loading." + "reason": "Dequantized offload loading failure is unrelated to GGUF loading." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden_states output regression versus RoPE position-id scaling." + "reason": "Template compilation error vs invalid method call in GraniteMoEHybrid; different defects." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "A template compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Different Qwen model bugs: hidden-states output vs rope-index scaling." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading regressions, but they affect different models and likely different loader code paths." + "reason": "Same general area, but different models and different load failures." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT/local checkpoint loading and mistral_common continue_final_message are unrelated bugs." + "reason": "PEFT local-checkpoint loading bug is unrelated to mistral_common continue_final_message handling." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batching/padding-mask behavior are different issues." + "reason": "Audio chat-template sampling-rate issue vs MIMI batching/padding-mask mismatch." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom model initialization is not the same concrete bug as non-persistent buffers being filled with junk." + "reason": "Notebook custom-model init regression is not the same concrete bug as non-persistent buffer junk." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regressions and non-persistent-buffer corruption overlap only loosely; not the same defect." + "reason": "Generic custom-model init and buffer junk are related, but not clearly the same underlying bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "lm_head weight tying and lm_head serialization-by-device are distinct bugs about different lifecycle steps." + "reason": "Weight-tying bug vs serialization inconsistency; same theme, different failure mode." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation overhead from syncs/dispatch is unrelated to the cache sequence-length return type bug." + "reason": "Generation performance overhead and cache length type contract are unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise during model loading and a Mistral regex patch crash are different symptoms and code paths." + "reason": "Loading noise issue vs Mistral regex patch crash are different problems." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different models and different issues; no evidence of a shared underlying bug." + "reason": "Different loading failures for different models and code paths." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Segmentation fault while loading Llava Next is not the same as a ValueError in Qwen3OmniMoe video processing." + "reason": "FP8 config failure and template compilation failure are unrelated." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "FineGrainedFP8Config failure and template compilation errors are unrelated." + "reason": "Llava Next segfault and Qwen3OmniMoe video-processing ValueError are not the same defect." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo input-size mismatch are different model/processor issues." + "reason": "Siglip2 inference quality issue vs OmDet-Turbo processor size mismatch." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support in MIMI and DAC.from_latents missing STE are different audio-model bugs." + "reason": "MIMI padding-mask batching bug vs DAC from_latents/STE mismatch are different code paths." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model loading failure is not the same as the Mistral tokenizer regex crash." + "reason": "Different model load failure vs tokenizer regex patch crash." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to the OmDet-Turbo processor size regression." + "reason": "torch.export check failure and processor size mismatch are unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and slow convert_tokens_to_ids are different bugs." + "reason": "Tokenizer loading failure and convert_tokens_to_ids slowdown are different regressions." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different subsystems and symptoms: model loading failure versus tokenizer regex patch crash." + "reason": "Model loading failure and Mistral tokenizer regex patch crash are not the same bug." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 failure and init_empty_weights argument handling are different regressions." + "reason": "FineGrainedFP8Config failure vs init_empty_weights argument error are distinct regressions." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression; the later issue is a narrower follow-up on incorrect visual encoder keys." + "accept": false, + "reason": "Same model family and API, but one is a broad save_pretrained regression and the other is a narrower visual-encoder-key follow-up; not clearly the same bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Audio fbank helper issue vs compiled flex_attention failure are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are distinct tokenizer/model-loading problems." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different loading bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument construction and a model-loading regression are different failure modes." + "reason": "AddedToken special-arg duplication vs a model-specific tokenizer loading failure are not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The writeup is grounded in the packet and the duplicate judgments are conservative. The two accepted pairs are plausible same-bug matches, and the rejected pairs avoid overclaiming beyond title/body evidence. The summary also stays appropriately cautious overall." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43452 and issue:43482, is a plausible GGUF/from_pretrained duplicate family based on the titles alone, while the other pairs are appropriately rejected as distinct or not clearly the same bug. The overall characterization of the cluster as mostly unrelated regressions is supported." }, "evaluator_used": true, "retried": false, @@ -3240,14 +3276,14 @@ "issue:42915|issue:44589", "issue:43404|issue:45127", "issue:36032|issue:41720", - "issue:40444|issue:45325", "issue:43531|issue:44877", + "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43296|issue:43531", "issue:43425|issue:44403", "issue:40990|issue:44811", - "issue:44079|issue:45663", "issue:43632|issue:44534", + "issue:44079|issue:45663", "issue:43792|issue:44589", "issue:33666|issue:40444", "issue:44403|issue:44991", @@ -3255,9 +3291,9 @@ "issue:44683|issue:45020", "issue:43381|issue:45923", "issue:35707|issue:40444", - "issue:44462|issue:45812", "issue:44291|issue:44589", "issue:44829|issue:45479", + "issue:44462|issue:45812", "issue:43482|issue:45538", "issue:43317|issue:43856", "issue:43482|issue:43525", @@ -3265,214 +3301,214 @@ "issue:42175|issue:45542", "issue:44079|issue:44534" ], - "prepared_review_unit_hash": "6a9eb8b54dd2d3e2ac195e495cccaf085d2b5b0c9a0ed7ea25e31769f8aa393f", + "prepared_review_unit_hash": "b4e0b4cc3f73d767b8875cb5880d0060f2de2adfdb64008cd4f87f6678b329b6", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36696, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36698, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers/model-loading/tokenizer regression reports with a few Qwen/VL-adjacent items, but the soft pairs are not the same underlying bugs. I would not merge any of the candidate pairs; issue 45020 is the broadest representative of the cluster\u2019s main theme.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45020 is the best umbrella representative: it captures the broad Transformers v5 / remote_code regression theme that overlaps with several other items in the cluster, even though most are distinct concrete bugs.", + "summary": "These are mostly unrelated issue reports that only share broad subsystem or version-regression themes. None of the soft candidate pairs look like the same underlying bug, so no pair should be merged. The strongest standalone issue is the broad Granite tokenizer regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the best representative issue: it describes a concrete, silent regression affecting all Granite models, has multiple inbound references, and points to a clear tokenizer-loading path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most central and general issue in the set, making it the best single representative for triage despite the cluster being heterogeneous.", + "best_issue_reason": "issue:45812 is also the best global issue candidate because it is the most broadly impactful and well-scoped user-facing regression in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different problems: Transformers v5 initialization flag regression vs mmap/OOM avoidance on Strix Halo." + "reason": "Different bugs: HF initialization flag handling vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:46209", "right": "issue:46326", "accept": false, - "reason": "Unrelated: FP8 inference failure on B200 vs tokenizer continue_final_message behavior." + "reason": "FP8 inference on B200 and tokenizer continue_final_message are unrelated code paths." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL regressions, but one is video input handling and the other is still-image temporal position indexing; not the same code path." + "reason": "Both involve Qwen VL/video-temporal logic, but one is a broad video-input regression and the other is a still-image rope/position-id scaling bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention FP8, but one is a Qwen3MoE fine-grained config failure and the other is a missing Float8 storage type error." + "reason": "Both mention FP8, but one is a model/config failure and the other is a missing storage object type error." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings, but one is a model-specific untied lm_head bug and the other is LoRA merge collapse with extended vocabulary." + "reason": "Mistral3 lm_head tying and LoRA vocabulary merge collapse are different defects." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method name conflict and CUDA assert on auto device mapping are unrelated." + "reason": "Tokenizer attribute conflict vs Qwen3 auto device-mapping cuda assert are unrelated." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Same model family, but one is multi-image IterableDataset finetuning failure and the other is a temporal position-id scaling bug." + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are separate issues." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Different bugs in different models: sliding_window behavior vs strict config loading for granite_speech." + "reason": "Both touch Qwen2.5-VL, but training with multiple images per prompt is not the same as still-image temporal position-id scaling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but they affect different mechanisms: base_model_prefix loading vs non-persistent buffer initialization." + "reason": "Base-model-prefix loading and non-persistent buffer initialization are different transformer v5 regressions." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." + "reason": "PaddleOCR-VL/vLLM loading failure and Qwen3-MoE sliding_window are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as noisy transformer loading output." + "reason": "Torch 2.10 compatibility and noisy loading logs are not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "High perplexity on GPT-OSS and Whisper batch_decode special-token handling are unrelated." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError are different failures." + "reason": "_is_hf_initialized flag handling is unrelated to non-persistent buffer junk values." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Both are Transformers v5 issues, but they concern different regressions and code paths." + "reason": "ModelOutput key assignment with None and Gemma4 FSDP2 shared_kv_states rebuilding are different layers of the stack." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are not the same bug." + "reason": "Whisper runtime failure and Float8 storage lookup are unrelated failures." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both involve Qwen2.5-VL training, but one is generic multi-GPU training and the other is a specific multi-image IterableDataset failure." + "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are not the same concrete bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noisy loading output and tokenizer loading failure are different issues." + "reason": "Loading noise and AutoTokenizer ignoring tokenizer.json are different tokenizer/loading issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens differ from add_special_tokens failing to insert BOS/EOS." + "reason": "Runtime post-processor updates and mdeberta add_special_tokens behavior are separate tokenizer bugs." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code model loading regressions are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is different from missing supports_gradient_checkpointing on a trust_remote_code variant." + "reason": "Eval-mode gradient checkpointing restriction and a missing supports_gradient_checkpointing flag are different problems." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset failures." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Ignoring tokenizer.json and producing wrong token IDs for Granite are different tokenizer bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failure." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and Float8 storage-object lookup are unrelated." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different v5 failures." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Degenerate training from flash_attention_3 is not the same as zero-loss behavior with num_labels=1." + "reason": "FlashAttention-3 training degeneration and single-label-classification num_labels=1 zero-loss are different training bugs." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-ID corruption are related only at a high level; the concrete failure modes differ." + }, + { + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length issue are unrelated." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length default are unrelated." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "gpu+cpu offload load failure and Qwen3 MoE training memory inefficiency are different problems." + "reason": "Dequantized model offload loading and Qwen3 MoE memory use are distinct memory-related issues." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading under v5 and missing pad_token_id on Llama4Config are unrelated." + "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are unrelated model-specific bugs." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are different code paths." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are different visual-model issues." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both are TF backend packaging issues, but one is missing TensorFlow in the torch extra and the other is tensorboard-only causing an undefined backend error." + "reason": "Both involve TensorFlow packaging, but one is missing TF in the torch extra and the other is tensorboard-only causing backend errors; not the same bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and non-persistent buffer junk are unrelated." + "reason": "ModelOutput key assignment and buffer initialization corruption are unrelated." } ] }, @@ -3547,16 +3583,16 @@ ], "soft_pairs": [ "issue:41553|issue:43582", - "issue:43377|issue:45491", "issue:41720|issue:45081", "issue:43531|issue:44291", + "issue:43377|issue:45491", "issue:40444|issue:45381", "issue:43644|issue:44079", "issue:44265|issue:45072", "issue:43749|issue:44079", "issue:43611|issue:43646", - "issue:45325|issue:45381", "issue:43632|issue:45072", + "issue:45325|issue:45381", "issue:42175|issue:43296", "issue:43792|issue:43957", "issue:43994|issue:44898", @@ -3570,234 +3606,228 @@ "issue:43606|issue:44265", "issue:43262|issue:43746", "issue:43296|issue:45800", - "issue:34634|issue:35707", "issue:40990|issue:45584", + "issue:34634|issue:35707", "issue:35707|issue:41720", "issue:44568|issue:45920", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "f4aeb5c7d5ddfebebb7e4522e337d6d3eee4811e0d034e82038bc218ebaa22c2", + "prepared_review_unit_hash": "e26d7dc6dc94c598595e7862388d9728ec60dfa07d238150fbd73a2d3c724093", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37106, - "estimated_input_tokens": 9277, - "estimated_eval_tokens": 18810 + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous bug reports, with one clear duplicate pair around the transformers v5 `_is_hf_initialized` / `init_empty_weights` regression. Most other soft pairs are only superficially similar by subsystem or model family and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43632 is the clearest framework-level regression report and is the best anchor for the duplicate pair with issue:44291, which is the same `_is_hf_initialized` / `init_empty_weights` failure mode.", + "summary": "Mostly a loose similarity cluster, not a true duplicate set: the items span many unrelated model-loading, tokenizer, multimodal, and device-mapping regressions. The strongest common thread is a newer transformers v5 tokenizer/regression subgroup, but most soft pairs are not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report in the set, covering a transformers v5 tokenizer regression across multiple models rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest standalone issue in the set for broad impact: it describes a widespread tokenizer regression across multiple model families and would make a good umbrella report if this cluster were used for triage.", + "best_issue_reason": "issue:45920 best captures the cluster\u2019s main recurring theme: a generalized tokenizer regression affecting several models, with broader applicability than the other issue reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different areas: tokenizer loading/error messaging for Voxtral vs an Apple Silicon allocator warmup TypeError." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both involve batching, but they target different models and different bugs: missing padding mask support vs sliding-window NaNs." + "reason": "Different subsystems and failures: tokenizer loading/error messaging vs Apple Silicon warmup TypeError." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Unrelated failures: Qwen3 device-mapping CUDA assert vs a Mistral tokenizer regex crash." + "reason": "Both involve loading, but one is a Qwen3 device-mapping assert and the other is a Mistral regex patch AttributeError." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Both are v5 regressions, but one is Qwen3-MoE sliding-window behavior while the other is an init-empty-weights TypeError." + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights/_is_hf_initialized loading error are distinct bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and different code paths." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal Qwen issues, but one is finetuning with multiple images and the other is video position-id computation; not the same concrete bug." + "reason": "Qwen2.5-VL multi-image finetuning failure and video position-id regression are different multimodal bugs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different framework regressions: non-persistent buffer serialization vs ModelOutput key assignment." + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "No shared code path: torch.export compile-check failures vs bfloat16 dtype mismatches." + "reason": "torch.export failure via torch_compilable_check is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key handling." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling do not share the same bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-loading regressions, but the titles point to different failure modes: base_model_prefix loading vs custom model initialization." + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Close in model family, but one is still-image temporal position scaling and the other is video vision_position_ids; likely related area, not the same bug." + "reason": "_is_hf_initialized breakage is separate from dtype mismatch issues in inference." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Different problems: `_is_hf_initialized` initialization logic vs dtype mismatches in inference." + "reason": "Both touch qwen2.5-vl position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Unrelated packaging/backend selection issue vs a vLLM model-loading failure." + "reason": "Packaging/backend dependency issue and vLLM model loading failure are unrelated." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different causes and contexts: Whisper runtime failure vs meta-device loading breakage." + "reason": "Whisper runtime failure and meta-device loading breakage are different problems." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but one is nonsensical outputs and the other is non-default-resolution classification failure; not clearly the same bug." + "reason": "SigLIP2 bad outputs and Perceiver resize failures are separate vision-model issues." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are OCR/vision-adjacent Qwen/Kosmos reports, but the concrete failures differ: position-id scaling vs long-input index error." + "reason": "Both involve Qwen2.5-VL, but one is a rope-index scaling bug and the other is an OCR long-input index error." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head weights, but one is a missing tie in AyaVision and the other is device-dependent serialization behavior." + "reason": "Tying lm_head weights and serialization inconsistency are related in theme, but not the same concrete failure." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different loading paths and model formats: FineGrainedFP8Config vs GGUF loading." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are distinct model-format problems." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + "reason": "Checkpoint resume key mismatch is unrelated to qwen2.5-vl rope index scaling." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different regressions: Qwen video-input behavior vs Gemma4 PLE device-map mismatch." + "reason": "Both mention multimodal/device regressions, but the affected models and failure modes differ." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Init-empty-weights/_is_hf_initialized regression is unrelated to strict config loading for granite_speech." + "reason": "Unexpected init argument and strict config loading are different load-time failures." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenization changes are separate issues." + "reason": "Quantization/offloading behavior and tokenization changes are not the same issue." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export compile-check failures." + "reason": "CPU offload device mismatch for Bark and torch.export failures for other models are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor chat template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are distinct bugs." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different compatibility problems: vLLM loading failure vs torch/transformers version incompatibility." + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are different compatibility issues." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Bark voice preset support and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "High perplexity on GPT-OSS is unrelated to Whisper empty-transcription generation failure." + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are separate bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "No meaningful overlap: progressive generation bookkeeping vs Qwen3 auto device mapping CUDA assert." + "reason": "Progressive generation cache handling and Qwen3 auto device-map asserts do not match." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing special tokens for a specific tokenizer and the other is broad wrong-token-id behavior across many models." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer while the other is broad wrong-token-ID behavior across models." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer batching/crash is unrelated to torch.export compile-check behavior." + "reason": "LayoutLMv2Tokenizer padding/NER crashes are unrelated to torch.export/exportability." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different model families and failure modes: CUDA assert during device mapping vs Gemma4 PLE forward device mismatch." + "reason": "Qwen3 cuda assert and Gemma4 PLE device mismatch are different device-placement failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU-offload mismatch and DAC from_latents/STE mismatch are unrelated bugs." - }, - { - "left": "issue:43632", - "right": "issue:44291", - "accept": true, - "reason": "Both describe the same v5 `_is_hf_initialized` / init-empty-weights regression in model initialization/loading." + "reason": "Bark CPU offload device mismatch and DAC.from_latents/STE mismatch are different audio-model bugs." } ] }, @@ -3904,226 +3934,226 @@ "issue:43450|issue:45701", "issue:44877|issue:44991" ], - "prepared_review_unit_hash": "0a9a082ba18c582cdbfd5435cac110c7a111623af74bb4eee77625cbc0571a3e", + "prepared_review_unit_hash": "5aa10f7de0ac0f45c843fe94101e0791bc8a30e91aad6f8c1728481ccfd55523", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37522, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "serialized_chars": 37525, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs share broad themes like loading, quantization, tokenization, or multimodal models, but they do not describe the same concrete bug/change. I would reject all soft edges.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items are largely unrelated, with only loose topical overlap.", - "canonical_pr_reason": "No pull requests in the cluster.", - "best_issue_reason": "No clear best issue to anchor the cluster; the issues are heterogeneous and not duplicates.", - "best_pr_reason": "No pull requests in the cluster.", + "summary": "The set is heterogeneous: the soft pairs share broad Transformers/model-loading themes, but they do not look like the same underlying bug or change. I would not deduplicate any of the proposed soft edges. I\u2019d anchor the cluster on the broad offloading/quantization regression (#43873).", + "confidence": 0.84, + "canonical_issue_reason": "#43873 is the broadest and most central regression in this set: it covers offloading/quantization behavior, has strong discussion/inbound-reference activity, and is a plausible umbrella for nearby loading/offload reports better than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the best standalone issue to represent the cluster because it is broad, active, and closer to a cross-cutting runtime regression than the other narrowly scoped model- or tokenizer-specific reports.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Different failures: AyaVision lm_head weight tying vs Bamba-9B-v2 torch.compile/SDPA behavior." + "reason": "AyaVision lm_head tying is a different bug from Bamba-9B-v2 torch.compile/SDPA failure." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "One is a SigLIP2 docs example mismatch/quantization problem; the other is a Qwen2.5-VL IterableDataset multi-image finetuning failure." + "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning failures." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming mask off-by-one vs tokenizer conversion performance regression; unrelated code paths." + "reason": "MoonshineStreaming off-by-one masking and tokenizer conversion slowdown are unrelated regressions." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model load failures for different checkpoints; not the same bug." + "reason": "GLM-4V-9B loading failure and cjvt/sleng-bert tokenizer loading are separate model-loading issues." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching issue vs OmDet-Turbo processor/model image-size mismatch." + "reason": "MIMI batched-vs-single padding-mask bug is not the same as OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying serialization bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading vs missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx regression vs AutoModelForCausalLM.from_config text_config unwrapping for Qwen multimodal configs." + "reason": "StableLmConfig pad_token_idx regression and AutoModel text_config unwrapping are different config-loading bugs." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is a dequantized device_map load failure and the other is a broader quantization offloading complaint." + "reason": "Both touch offloading/quantization, but one is a dequantized model loading failure and the other is a broader quantized offloading regression." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: MIMI batching bug vs Perceiver non-default resolution failure." + "reason": "MIMI padding-mask output mismatch is unrelated to Perceiver non-default-resolution interpolation failure." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a specific model/dataset vs gradient checkpointing ineffective with PEFT LoRA." + "reason": "High perplexity on gpt-oss-20b is not the same bug as PEFT LoRA gradient checkpointing being ineffective." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next load segfault vs quantized model save/load breakage; not the same concrete defect." + "reason": "Llava Next segfault on load and sinq save/load breakage are different model-loading failures." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tie bug vs BitNet packed-weight unpacking issue." + "reason": "AyaVision weight tying is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug vs tokenizer speed regression." + "reason": "Qwen2.5-VL rope-index scaling and tokenizer conversion slowdown are unrelated." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map cuda assert vs Llava Next segmentation fault; different models and failure modes." + "reason": "Qwen3 auto device-map cuda assert and Llava Next segfault are distinct loading/runtime crashes." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP RAM-efficient loading regression vs non-persistent buffer initialization issue." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different regression reports." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch serialization, but one is lm_head weight tying/device-dependent serialization and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "lm_head serialization inconsistency and visual-encoder key serialization are separate save_pretrained issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue." + "reason": "Qwen3 auto device-map crash and Qwen3.5 flash-attention generation bug are not the same failure." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different issues." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression for a specific model vs kernels import/version requirement failure." + "reason": "Tokenizer loading regression and kernels version/revision import failure are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error." + "reason": "BEiT label reduction bug and Molmo all_tied_weights_keys attribute error do not share the same code path." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression on one model vs a broader tokenization behavior change across versions." + "reason": "Perplexity on a specific model is unrelated to a generic tokenization-version change." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 CUDA reserved-memory/OOM regression vs T5 apex FusedRMSNorm memory leak." + "reason": "int4 quantization OOM and T5 apex RMSNorm memory leak are different memory regressions." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different models and failure classes: glm-4v-9b loading vs tokenizer loading for est-roberta." + "reason": "GLM loading failure and tokenizer loading failure are separate problems." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch vs 3d_parallel.py execution failure; no shared bug." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py failing to run." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation issue vs resume_from_checkpoint max_steps miscalculation." + "reason": "Blip2 dtype propagation and Trainer resume/max_steps recalculation are different trainer/runtime bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crash vs dtype mismatch in different models." + "reason": "LayoutLMv2Tokenizer crashes and bf16 dtype mismatches are unrelated." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n audio_mel_mask name collision vs Gemma4 PLE device mismatch." + "reason": "Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different Gemma-family bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying bug vs Qwen3.5 visual encoder key serialization regression." + "reason": "Mistral3 lm_head tying and Qwen3.5 visual encoder key serialization are unrelated model-serialization issues." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer compute_loss kwarg error vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "CustomTrainer kwarg signature error and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch shape bug vs tokenization version-change regression." + "reason": "Video processor batching shape bug and tokenization-version change are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech vs tokenizer loading failure for est-roberta." + "reason": "Strict granite_speech config loading and tokenizer loading regression are separate config/tokenizer issues." } ] }, @@ -4209,8 +4239,8 @@ "issue:43295|issue:45701", "issue:42915|issue:43317", "issue:36010|issue:42617", - "issue:41720|issue:45161", "issue:43425|issue:46291", + "issue:41720|issue:45161", "issue:44671|issue:44743", "issue:43525|issue:46291", "issue:45081|issue:45812", @@ -4227,208 +4257,208 @@ "issue:33357|issue:35707", "issue:30064|issue:34634" ], - "prepared_review_unit_hash": "1a4554a3d46eaec1eb3d538618f1409ef61a70d7de625aee6f00db029298a281", + "prepared_review_unit_hash": "3eab3acfc8fc2b19a246bbb2aaa302da87bdeb3b206d69235871acc3a54b6f49", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36349, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "serialized_chars": 36346, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports with only surface-level similarity (tokenizer, loading, offload, multimodal, etc.). None of the soft pairs look like the same underlying bug/change, so they should not be deduplicated.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45701 is the broadest regression-style report in the set and has multiple inbound references, making it the best umbrella representative for the loose tokenization/version-behavior theme.", + "summary": "This cluster is largely heterogeneous: the suggested soft pairs share broad subsystem themes, but they do not look like the same underlying bug/change. I would reject all soft edges; the closest matches are still different concrete failure modes, models, or code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here because it describes a version-dependent tokenization regression and has the most cross-references, but it still does not subsume the other reports in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most suitable global representative because it is open, referenced by other discussions, and describes an overarching behavior change rather than a narrow model-specific failure.", + "best_issue_reason": "Issue 45701 is the best representative issue for the cluster as a whole, mainly because it is broad and central to the tokenization-regression theme; however, the cluster is too mixed to treat it as a true duplicate anchor for most other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/offloading, but one is a quantization offload problem and the other is a Strix Halo mmap/OOM workaround; different root causes." + "reason": "Different failure modes: quantization/offloading behavior vs mmap-related OOM on Strix Halo." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is a Bamba SDPA/torch.compile failure; the other is an accelerate weight-unpacking issue for BitNet packed weights." + "reason": "Unrelated bugs: torch.compile/SDPA failure in Bamba vs unpacking packed weights during accelerate loading in BitNet." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Package/backend installation missing TensorFlow is unrelated to kernels v0.15 requiring version/revision metadata." + "reason": "Packaging/backend install issue vs kernels dependency/version requirement; not the same code path." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and failure to run 3d_parallel.py are different execution paths and bugs." + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to not being able to run 3d_parallel.py." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve multimodal continuous-batching crash with a string-to() error is not the same as Gemma4Processor missing _tokenizer." + "reason": "Both hit transformers serve, but one is a 'str' .to() crash and the other is a missing _tokenizer attribute; different paths." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are model loading/runtime failures, but the concrete failures are SDPA compile vs CPU offload device mismatch." + "reason": "Different model-specific issues: torch.compile with SDPA vs CPU offload device mismatch." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizing, but one is OmDet processor output mismatch and the other is Perceiver interpolation at non-default resolution." + "reason": "Both involve image sizing, but they are different models with different preprocessing/model-expectation mismatches." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError are distinct tokenizer implementations and failure modes." + "reason": "Different tokenizer classes and task failures; only broad 'tokenizer crash' similarity." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation during save_pretrained/register_for_auto_class." + "reason": "Cache-path collision and read-only permission propagation are separate filesystem bugs." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization regressions, but one is processor.tokenizer/image handling and the other is a general version-dependent tokenization change." + "reason": "Specific processor.tokenizer/images regression vs a broader tokenization-change report; not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure and dequantized model load failure on GPU+CPU offload are different quantization/load bugs." + "reason": "FineGrainedFP8Config load failure is unrelated to dequantized model offload with device_map=auto." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure is unrelated to a script execution problem in 3d_parallel.py." + "reason": "ImportError for GenerationMixin and a script execution problem are unrelated." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Auto device mapping on A800 and only-TP not working for GPT-OSS MoE are different parallelization/device-placement issues." + "reason": "Torch compatibility and kernels version/revision requirements are different dependency issues." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency-version issue, not the kernels version/revision import requirement." + "reason": "Different distributed/model-loading problems: CUDA assert on auto device mapping vs TP not working for GPT-OSS MoE." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM regression and Qwen3_5 recurrent-state reset are unrelated model-specific bugs." + "reason": "CamemBERT masked-LM regression and Qwen3_5 cache-state reset are unrelated bugs." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id is a config API bug, not an import failure caused by kernels metadata requirements." + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels dependency import failure." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is a Mistral regex/backend_tokenizer crash and the other is wrong Granite token IDs; different code paths." + "reason": "Different tokenizer regressions: Mistral regex patch crash vs Granite token-ID mismatch." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated model/config problems." + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx missing are separate config/model issues." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reset are separate config persistence/API issues." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression affect different config fields." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are different multimodal loading failures." + "reason": "Qwen3OmniMoe video-processing failure and Qwen3VL weight_only load error are different code paths." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are different models and failure classes." + "reason": "FP8 loading failure is not the same as a segmentation fault while loading Llava Next." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer input-handling crash and MLukeTokenizer task AttributeError do not share a concrete code path." + "reason": "Different tokenizer/task failures with no evidence of a shared underlying defect." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime special-token/post-processor update bug is not the same as Granite wrong token IDs after AutoTokenizer regression." + "reason": "Runtime post-processor update problem and Granite tokenization regression are distinct bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature mismatch and Qwen3 auto device mapping are unrelated issues." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Qwen3 device-mapping CUDA asserts." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are different models and different preprocessing/loading paths." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Inconsistent slow vs fast tokenizer behavior and T5Tokenizer add_special_tokens name conflict are both tokenizer issues but not the same bug." + "reason": "Slow/fast tokenizer inconsistency is not the same bug as T5Tokenizer's add_special_tokens conflict." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping labels in the last batch and SAM3 text/bounding-box behavior are unrelated." + "reason": "Metric gathering label truncation and SAM3 text/box behavior are different issues." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are different subsystems and symptoms." + "reason": "MacOS bus error in CLIP loading and progressive generation with embeds/past_key_values are unrelated." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset behavior are unrelated issues." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset failure are different processors and failure modes." } ] }, @@ -4503,17 +4533,17 @@ ], "soft_pairs": [ "issue:41720|issue:43746", - "issue:43550|issue:43653", "issue:43873|issue:45704", + "issue:43550|issue:43653", "issue:43606|issue:43720", "issue:45406|issue:45464", "issue:44530|issue:46291", "issue:43421|issue:45701", - "issue:43531|issue:45759", "issue:34634|issue:41720", + "issue:43531|issue:45759", "issue:43606|issue:43653", - "issue:44492|issue:44509", "issue:42490|issue:43329", + "issue:44492|issue:44509", "issue:34567|issue:35707", "issue:44625|issue:45479", "issue:44514|issue:44545", @@ -4532,20 +4562,20 @@ "issue:44918|issue:44936", "issue:43746|issue:46050" ], - "prepared_review_unit_hash": "147cbc111f6bf31c9bdea68b3a0fbace68164bad4d7bd77296087f21891488bd", + "prepared_review_unit_hash": "1e2d560b40a7a2497f7634c1569a3c358a5dbff0bb4d909dd431d04622c17984", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36669, + "serialized_chars": 36672, "estimated_input_tokens": 9168, "estimated_eval_tokens": 18592 }, @@ -4554,192 +4584,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated transformer bug reports. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor batched apply_chat_template crash reports. Everything else targets different models/code paths and should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44514 is the best canonical issue because it matches issue:44545 on the same exact crash (`Qwen2_5_VLProcessor.apply_chat_template` with batched input and `padding=False`) and is the cleaner representative of that duplicate pair.", + "summary": "This set is mostly a collection of unrelated closed issues across different models/subsystems. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crashes.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the cleanest canonical for the only true duplicate pair: it was opened first and describes the batched-input/padding=False crash in Qwen2_5_VLProcessor.apply_chat_template clearly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest issue in this set for dedupe purposes: it is a direct duplicate target for issue:44545 and has the clearest, most specific description of the underlying bug.", + "best_issue_reason": "issue:44514 is the best representative issue overall because it is the earliest and most complete report for the one confirmed duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different subsystems and failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different failures and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Unrelated bugs: Bamba torch.compile/SDPA vs BigBirdTokenizer special-token decode behavior." + "reason": "Both involve model internals, but one is quantization/offload behavior and the other is a T5/apex RMSNorm memory leak; not the same bug." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Different problem classes: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." + "reason": "Unrelated subsystems: Bamba SDPA/torch.compile failure vs BigBirdTokenizer special-token decode issue." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Different code paths: Bark CPU offload device mismatch vs BitNet packed-weights loading during accelerate init." + "reason": "Both are accelerate/loading-related, but they affect different models with different root causes and symptoms." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different models and failure modes: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming chat/completions failure." + "reason": "Different processors and failure modes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttention/Qwen3.5 model crash is unrelated to kernels import/version requirements for `evaluate`." + "reason": "PagedAttentionCache on Qwen3.5 is unrelated to the kernels import/version requirement issue." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "One is a runtime special-token/post-processor update bug; the other is a broad version-related tokenization regression with insufficient evidence of same root cause." + "reason": "One is a specific runtime special-token/post-processor sync bug; the other is a broad tokenization regression report." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different Qwen config issues: sliding-window behavior in MoE models vs unwrapping `text_config` for composite multimodal configs." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "BarkProcessor voice preset failure is unrelated to Qwen3 device-mapping CUDA asserts." + "reason": "Different Qwen3-related bugs: sliding_window handling in MoE models vs config unwrapping for multimodal from_config." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device-mismatch/offload bug vs tokenizer mask-token registration issue; not the same underlying defect." + "reason": "Device-mismatch CPU-offload bug vs tokenizer mask-token registration bug; not the same underlying issue." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation." + "reason": "Local-path trailing-slash warning is unrelated to the multimodal token counting video-branch undefined-variable bug." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Local-path import warning is unrelated to the multimodal video-token helper undefined-name bug." + "reason": "A documentation typo is unrelated to removed pipeline-task docs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are different training/generation bugs." + "reason": "TrainerState token counters not updating is unrelated to generation with inputs_embeds/past_key_values." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Config propagation of `num_labels` is not the same as the zero-loss classification bug with `num_labels=1`." + "reason": "Both mention classification config, but one is Qwen3.5 config propagation and the other is a cross-model zero-loss regression with num_labels=1." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same exact underlying bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + "reason": "Same exact crash in Qwen2_5_VLProcessor.apply_chat_template on batched input when padding=False; same code path and symptom." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different tokenizer/config issues." + "reason": "Both are tokenizer/model-loading regressions, but they concern different models and are not clearly the same root cause." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are separate changes/failures." + "reason": "Unwrapping text_config for multimodal configs is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "An optional `post_init` policy issue in patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Special-token post-processor update and DiaConfig custom token-ID loss on save/load are distinct tokenizer/config bugs." + "reason": "Special-token/post-processor runtime update bug is different from DiaConfig losing custom token IDs after save/load." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-size interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Perceiver image-size interpolation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the missing Float8 storage object error." + "reason": "Qwen3-MoE sliding_window issue is unrelated to the Float8 storage TypeError." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and Qwen multimodal config unwrapping are different code paths." + "reason": "flash_attention s_aux=None crash is unrelated to config unwrapping for Qwen multimodal models." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tied-embeddings warning during LoRA fine-tuning is not the same as incorrect visual encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings and a regression in saving visual encoder keys are different issues." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading `physical-intelligence/fast` on newer transformers is unrelated to PIL processors incorrectly requiring torchvision." + "reason": "Loading a specific model and PIL backend requiring torchvision are unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "`AddedToken(special=...)` construction error is unrelated to loading a specific model checkpoint." + "reason": "AddedToken special-argument conflict and ScandiBERT loading failure are different tokenizer issues with no clear shared root cause." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight-only loading and Qwen2.5-VL video vision-position IDs are different bugs in different model families." + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL video vision_position_ids bug are different multimodal problems." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch plus quantization failure is unrelated to OmDet-Turbo's image-size mismatch." + "reason": "Both involve processor/example mismatches, but they affect different models and different failure modes." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRl SFT input-embedding unpacking and `train()`/`evaluate()` lifecycle failure are different trainer issues." + "reason": "Different training/evaluation failures with different APIs and symptoms." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT checkpoint loading for GraniteSpeech is unrelated to sinq quantization save/load corruption." + "reason": "PEFT local-checkpoint loading and sinq quantized save/load breakage are unrelated model-loading problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well-grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514 and issue:44545, is strongly supported by their near-identical titles and shared `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash. The rest of the pairs are correctly rejected as different bug classes or code paths, and there is no obvious overstatement in the canonical issue choice or the overall cluster summary." + "feedback": "The summary is grounded in the packet, and the lone accepted duplicate pair (issue:44514 / issue:44545) is well supported by the identical title and matching failure description. The other soft-edge rejections are appropriately conservative given the different model names, symptoms, and subsystems in the issue titles." }, "evaluator_used": true, "retried": false, @@ -4812,8 +4842,8 @@ "soft_pairs": [ "issue:45704|issue:45923", "issue:45663|issue:45923", - "issue:43381|issue:43844", "issue:43421|issue:43653", + "issue:43381|issue:43844", "issue:42886|issue:44843", "issue:45704|issue:45859", "issue:41720|issue:45704", @@ -4839,223 +4869,223 @@ "issue:44062|issue:44488", "issue:45183|issue:45479", "issue:43388|issue:46032", - "issue:43322|issue:45685", - "issue:44186|issue:44898" + "issue:44186|issue:44898", + "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "08d4838479f57cd59ceb5230c9a2327ae4d1fb32e8bb8df91bf0a8c476260df7", + "prepared_review_unit_hash": "f83766eb9d788e8ab4615c8273f0210a13d28093d00c98ab2dba1e46ff785c93", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37485, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-, tokenizer-, training-, or docs-specific bugs, so there is no true duplicate group here. The closest theme is tokenizer/loading regressions, but even those land on different code paths and should not be merged.", - "confidence": 0.89, - "canonical_issue_reason": "I\u2019d use issue 44843 as the representative issue because it is a concrete, reproducible tokenizer-loading regression with a specific failing path (`_patch_mistral_regex` / offline mode) and is the closest thing to a shared cluster center.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, quantization/offload, model-loading, and model-specific regression reports. The soft-similarity links are mostly topical rather than true duplicates, so none should be merged as the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the strongest cluster anchor by activity and breadth (open, many discussion/inbound refs) and is the most generally framed problem in the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the best overall representative: it has the clearest root-cause surface, is actionable, and is more central than the other largely model-specific or orthogonal reports.", + "best_issue_reason": "issue:43873 is the best representative issue here because it has the highest apparent demand signal and the broadest scope among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak and missing gradient-checkpointing flag are unrelated bugs in different subsystems." + "reason": "Different failures: T5/apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code variant." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling is a different training bug than a missing model flag on Nemotron-3-Nano-Omni." + "reason": "Both are Gemma/Nemotron-related model bugs only at a broad theme level; the concrete code paths and symptoms are unrelated." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient explosion are distinct failure modes with different fixes." + "reason": "Both involve tokenizer special-token handling, but one is runtime post-processor updates while the other is BigBird mask-token registration and decode output." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both touch tokenizers, but one is about updating post-processors after runtime special-token changes and the other about BigBirdTokenizer mask-token registration; not the same defect." + "reason": "Different training/runtime behaviors: eval-mode gradient checkpointing guard vs gradient inflation under ZeRO-3." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve tokenizer/offline behavior, but one is cache loading under HF_HUB_OFFLINE and the other is unconditional `model_info()` in `_patch_mistral_regex`; different code paths." + "reason": "Both mention offline/tokenizer loading, but one is cache loading failure and the other is a specific mistral regex patch making a network call." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "RMSNorm memory leak and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + "reason": "Apex RMSNorm memory leak and Qwen3_5Moe CPU-offload incompatibility are separate defects." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "A800 cudaErrorAssert during device mapping is unrelated to an apex RMSNorm memory leak." + "reason": "Different subsystems and symptoms: Qwen3 auto device-map CUDA assert vs T5/apex norm leak." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different regressions: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction issues." + "reason": "Both are model/tokenizer regressions, but one is SigLIP2 inference misbehavior and the other is add-new-model-like mapping logic." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom-model initialization are unrelated." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to notebook custom-model initialization in Transformers 5.0.0." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer post-processor refresh after special-token edits and LayoutLMv2Tokenizer padding/NER crashes are different tokenizer bugs." + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are different code paths." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT/local-checkpoint loading and quantization offloading are different loading/offload problems." + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to quantization/offloading behavior." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is a backend_tokenizer AttributeError in `_patch_mistral_regex` and the other is Kimi codec handling plus a warning regression; not the same bug." + "reason": "Both concern mistral-regex/tokenizer behavior, but one is a crash on backend_tokenizer access and the other is codec handling plus a misleading warning." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "A documentation/example mismatch with quantization failure is not the same as a general offloading-with-quantization bug." + "reason": "SigLIP2 documentation example errors and quantization/offloading are not the same bug." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/video-related, but one fails on Qwen3OmniMoe video processing and the other on Qwen3.5-9B chat-template token alignment; distinct code paths." + "reason": "Different multimodal video-processing failures for different Qwen models; not the same concrete defect." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading involve different mechanisms and errors." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer codec/regex regression and list_repo_files revision forwarding are unrelated APIs." + "reason": "Kimi-K2.5 tokenizer regression and list_repo_files not forwarding revision are unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing and audio feature extraction are unrelated issues." + "reason": "DeepSpeed ZeRO-3/BertModel initialization error versus an audio feature extraction issue." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image-processor segmentation-map handling and a GenerationMixin import error are unrelated." + "reason": "Image segmentation-map processing and GenerationMixin import failure are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading and DAC forward/STE mismatch are different model internals bugs." + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are different model-specific bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated despite both being CI-like failures." + "reason": "Tokenizer special-token registration and BitNet accelerate loading are unrelated defects." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like / TOKENIZER_MAPPING_NAMES logic are unrelated." + "reason": "Audio fbank extraction and add-new-model-like/tokenizer mapping logic do not share the same failure mode." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n variable-name collision are different failures." + "reason": "Video input validation in Qwen3OmniMoe and a Gemma3n variable-name collision are unrelated." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile SDPA failure and bfloat16 dtype mismatches in other models are not the same issue." + "reason": "Both are dtype/compile-related in broad terms, but Bamba SDPA torch.compile failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are different bugs." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "processor.tokenizer / image-to-tokenizer regression and Kosmos2.5 long-OCR index error are distinct multimodal bugs." + "reason": "Custom-model processor/tokenizer regression and Kosmos2.5 OCR long-input index error are different code paths." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output drift are unrelated model-output regressions." + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output divergence in v5 are not the same issue." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba SDPA compile failure and DAC.from_latents / missing STE mismatch are unrelated." + "reason": "Both affect model behavior, but torch.compile/SDPA vs DAC latent conversion are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument TypeError and cjvt/sleng-bert loading failure are different tokenizer-related problems." + "reason": "AddedToken keyword collision and inability to load a specific model are different tokenizer/model-loading problems." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation XOR messaging and single-label classification zero-loss behavior are unrelated bugs." + "reason": "XOR validation messaging across models and single-label classification zero-loss are separate issues." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metrics gathering truncation and Mamba2 use_cache incorrect results are different training/inference bugs." + "reason": "Metric gathering/truncation in the last batch is unrelated to Mamba2Mixer use_cache correctness." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Llava Next segfault and MPS histogram implementation error for moe are unrelated runtime failures." + "reason": "LayoutLMv2 tokenizer batching crash and Perceiver interpolation failure are different model-specific bugs." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failure are different model/input-processing bugs." + "reason": "Llava Next segmentation fault and MoE MPS histogram Int support are unrelated." } ] }, @@ -5133,8 +5163,8 @@ "issue:43531|issue:43643", "issue:43716|issue:44008", "issue:43653|issue:43819", - "issue:44843|issue:45081", "issue:43950|issue:45987", + "issue:44843|issue:45081", "issue:43643|issue:44877", "issue:30064|issue:36331", "issue:44448|issue:44671", @@ -5151,195 +5181,195 @@ "issue:43606|issue:45072", "issue:43577|issue:43582", "issue:44479|issue:45834", - "issue:43825|issue:43994", "issue:34634|issue:36010", + "issue:43825|issue:43994", "issue:44805|issue:44936", "issue:44485|issue:44509" ], - "prepared_review_unit_hash": "9dda677db33122eac4f80af5ce0bc3a4cc33634c8e274b9b08dfa168f7fe9308", + "prepared_review_unit_hash": "517e864268991e21a241f80c8c7ae57e3744ee2625a4c48423b4987d8c69904e", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35697, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "serialized_chars": 35696, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs share only broad subsystem or regression language, not the same underlying bug. None of the soft pairs are strong enough to merge, though the two _patch_mistral_regex reports are the closest match and still look like distinct failure modes.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43950 is the strongest anchor because it describes a concrete, broad transformers 5.x regression in core buffer loading/deserialization, with implications beyond a single model or example.", + "summary": "This cluster is mostly heterogeneous: the pairwise similarities are driven by shared subsystems or API names, not the same concrete bug. I would not merge any of the soft-edge pairs, and there are no PRs to evaluate.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue in this set: it is clearly stated, framework-level, and more general than the model-specific reports around it.", + "best_issue_reason": "issue:43950 is the strongest standalone issue in the set: it describes a clear, broad 5.x regression in `from_pretrained()` buffer handling with direct impact and a well-scoped failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different models and bugs: sparse-layer config construction vs RoPE layer dropping." + "reason": "Different models and different bugs: SwitchTransformers sparse-layer config vs Smollm3 RoPE layer count." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen sliding-window behavior and AutoConfig field loss are unrelated failures." + "reason": "Unrelated failures: Qwen3-MoE sliding window behavior vs AutoConfig missing fields with `trust_remote_code=True`." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal model paths; dtype mismatch in Mistral-3 vs a Gemma3n attribute error." + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs Gemma3n audio variable name collision." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + "reason": "Tokenizer special-token registration bug and DAC latent/STE mismatch are unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Same helper function, but different bugs: offline hub access vs backend_tokenizer attribute crash." + "reason": "Both involve state/cache semantics, but one is a loading regression and the other is a `get_seq_length()` return-type contract issue." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Core buffer-loading regression vs a StaticCache return-type contract issue are not the same bug." + "reason": "Same helper function name, but distinct concrete bugs: offline model-info call vs missing `backend_tokenizer` attribute." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields under trust_remote_code and the other is strict config rejection." + "reason": "Both concern config loading, but one is missing fields from remote config and the other is strict validation rejecting `granite_speech`." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling and Trainer compute_loss signature mismatch are unrelated." + "reason": "Image segmentation map processing and trainer loss signature mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and code paths." + "reason": "Both are v5 output regressions, but they affect different models and different inference paths." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different video-input bugs in different Qwen families; not the same underlying defect." + "reason": "Different Qwen multimodal video bugs with different failure modes and model families." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Special-token mutation syncing and Whisper batch_decode skip_special_tokens are distinct tokenizer behaviors." + "reason": "Special-token/post-processor update issue is unrelated to Whisper batch decode skipping special tokens." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA device-mapping failure on Qwen3 is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Qwen3 auto device-map CUDA assert and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen issues: weight_only loading failure vs flash-attention generation behavior." + "reason": "Qwen3VL `weight_only=True` load failure is separate from Qwen3.5 flash-attention generation issues." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are different bugs." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation example errors vs OCR long-input index error are not the same bug." + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long-OCR index error are not the same underlying problem." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation errors do not share a concrete code path." + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input errors are different failure cases." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes and FastSpeech2Conformer tokenizer loading failures are different issues." + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading failure are not the same underlying bug." + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU offload device mismatch and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Bark CPU-offload device mismatch and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct issues." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Model dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different code paths." + "reason": "Video-input regression across Qwen models and Kosmos2.5 OCR index error are different bugs." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Pipeline task deprecation messaging and SigLIP2 nonsensical outputs are not the same bug." + "reason": "BarkProcessor voice preset failure and GenerationMixin import error are unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated." + "reason": "Pipeline task deprecation messaging and SigLIP2 output quality issues do not share the same bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch and trainer evaluate-after-train failure are different problems." + "reason": "Mask shape IndexError and trainer evaluate-after-train failure are different code paths." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE discussion and docs about removed pipeline tasks are not duplicates." + "reason": "GLM-5 RoPE implementation discussion and docs still mentioning removed pipeline tasks are not the same change." } ] }, @@ -5421,8 +5451,8 @@ "issue:43782|issue:45325", "issue:43825|issue:43827", "issue:43749|issue:44291", - "issue:43906|issue:46209", "issue:43582|issue:44857", + "issue:43906|issue:46209", "issue:45081|issue:45406", "issue:42175|issue:45081", "issue:45372|issue:46326", @@ -5434,183 +5464,189 @@ "issue:43526|issue:43697", "issue:43742|issue:45020", "issue:43526|issue:44554", - "issue:43650|issue:43906", "issue:45084|issue:45538", + "issue:43650|issue:43906", "issue:43329|issue:45600", "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "587db92ab5d52dcfd16e37bbc9b47643f655f4aea415b9bf7734c05e78f8c63b", + "prepared_review_unit_hash": "53336f22552f76ca132f6bec9c5b9255ac7334f152974966ac3770b211bda172", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35145, - "estimated_input_tokens": 8787, - "estimated_eval_tokens": 17830 + "serialized_chars": 35137, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem vocabulary, but they are not the same concrete bug/change. I rejected all soft edges and found no PRs to consider.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated tokenizer, loading, multimodal, training, and packaging problems.", + "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share keywords but usually describe different bugs, regressions, or model-specific failures rather than the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report in the set, centered on recent-version breakage for remote_code models.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must serve as a loose representative, issue 45020 is the broadest remote_code-related report, but it is still not a good cluster-wide duplicate anchor.", + "best_issue_reason": "Issue 45020 is the best umbrella issue here because it is user-facing, high-signal, and broad enough to represent the closest matching compatibility regressions in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code breakage, but 44561 is a specific `is_torch_fx_available` removal issue while 45020 is a broader generic report." + "reason": "Both mention remote_code/v5 breakage, but 44561 is a specific missing-helper removal while 45020 is a broader compatibility report; not the same concrete bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache sequence-length contract and `return_tensors` being ignored are different APIs and failure modes." + "reason": "Different code paths: StaticCache return type vs. text_kwargs ignoring return_tensors." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a slow/fast tokenizer inconsistency." + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a slow-vs-fast tokenizer inconsistency; too vague to be the same defect." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "One is an image-size preprocessing mismatch and the other is a bfloat16 dtype mismatch; different bugs." + "reason": "Different failures and models: OmDet-Turbo image size mismatch vs. SwitchTransformers/TimmWrapper dtype issues." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Masked LM prediction errors and generic tokenization changes are too broad to treat as the same underlying bug." + "reason": "CamemBERT masked-LM predictions and generic tokenization changes are not the same bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unloading during accelerate loading is unrelated to the bfloat16 inference dtype mismatch." + "reason": "Packed-weight loading during accelerate is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "These are different Qwen vision-language issues: one is a load-time weight_only error, the other is a RoPE indexing bug." + "reason": "Different Qwen-VL regressions: weight_only loading error vs. rope index scaling bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One concerns an error message, the other docs still referencing `pipeline()`; same theme, not the same bug." + "reason": "One is a runtime error message about pipeline support, the other is documentation still referencing pipeline; related fallout, but not the same artifact or bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but they hit different code paths: FSDP CPU RAM efficient loading vs `init_empty_weights` argument handling." + "reason": "Both involve loading, but FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate mechanisms and failures." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as an FP8 inference failure on B200." + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 loss crash are unrelated." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Apple Silicon allocator warmup and CUDA AMP crash are unrelated runtime failures." + "reason": "An isolated reproduction of an older issue is not the same as an FP8 inference failure on B200." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different processor/tokenizer bugs: Mistral regex patching versus Gemma4 processor missing `_tokenizer`." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct tokenizer/processor load failures." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package installation backend selection and Mistral tokenizer regex patching are unrelated." + "reason": "Packaging backend dependency issue vs. tokenizer regex patch crash; no shared underlying bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both touch `mistral_common`, but one is an import error during Gemma4 loading and the other is a tokenizer `continue_final_message` behavior bug." + "reason": "Both touch mistral_common-adjacent loading, but one is an import/dependency break and the other is continue_final_message behavior." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are separate issues." + "reason": "Audio chat-template sampling-rate default and DAC from_latents/STE mismatch are unrelated." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe `sys.modules` access and CLIP text-model structural inconsistency are unrelated." + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are separate regressions." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor `voice_preset` and `compute_loss` signature changes have no concrete overlap." + "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss are entirely different subsystems." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token decoding and MXFP4 quantization fallback are different subsystems and failures." + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both discuss tied-embedding warnings, but they refer to different models and likely different root causes." + "reason": "Both involve Qwen3 warnings, but one is a mistaken tied-weights mapping and the other is a LoRA warning about tie_word_embeddings; not the same defect." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and RTDetrV2 output differences are unrelated model-processing bugs." + "reason": "BeitImageProcessorFast reduce_labels and RTDetrV2 output differences are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM load-time key errors do not match the broader remote_code breakage report." + "reason": "MobileLLM key error while loading is not the same as broad remote_code breakage." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "A low-quality request for data is not a duplicate of an isolated reproduction issue." + "reason": "Different model families and failure modes: label reduction bug vs. MPS attention correctness issue." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation errors and CLIP max_length configuration are unrelated." + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "\u201cADD THE DATA\u201d is not the same as an isolated reproduction issue; no shared bug." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined multimodal helper names and stale auto-mapping config references are different CI/codegen issues." + "reason": "Undefined video-branch variables in multimodal token counting and removed auto-mapping config references are different issues." }, { "left": "issue:44589", @@ -5697,8 +5733,8 @@ "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:43257|issue:43329", - "issue:43854|issue:44977", "issue:36010|issue:43645", + "issue:43854|issue:44977", "issue:39692|issue:44912", "issue:43720|issue:44610", "issue:38175|issue:44610", @@ -5720,208 +5756,208 @@ "issue:29159|issue:34567", "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "15e2c03f957fe4b3d813aaa4e0a83b71fb0d26fcfa45085e7fac6651e8e54068", + "prepared_review_unit_hash": "644db3f35c4d6d77d6abfdb84ebf39f9f021319e7e2316b3c561294536743a67", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36638, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is very heterogeneous: the soft-similarity links mostly share broad subsystem vocabulary rather than a single underlying bug. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.55, - "canonical_issue_reason": "issue:43257 is the best anchor only because it is one of the few issues that has multiple nearby Qwen/Qwen3 loading-related neighbors; however, the overall cluster is too mixed to treat it as a true canonical for all items.", + "summary": "No soft pair looks like a true duplicate. Most are adjacent subsystem regressions, but they affect different code paths, models, or failure modes. I picked one high-signal issue as the best representative overall.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44387 is a clear, broadly scoped regression report with strong discussion activity and an explicit, reproducible failure mode under int4 quantization in Transformers 5.x.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43257 is the strongest representative of the small Qwen3/MoE loading subgroup, but it still does not explain most of the other issues in the set.", + "best_issue_reason": "issue:44387 is the strongest standalone issue here: well-scoped, broadly relevant, and likely to be easy to triage or search against.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different problems: local PEFT checkpoint loading for GraniteSpeech vs Whisper processor `batch_decode()` ignoring `skip_special_tokens`." + "reason": "Different domains: PEFT/local checkpoint loading vs Whisper batch decoding and skip_special_tokens handling." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both mention tokenizer/model loading, but one is about `gguf_file` handling and the other is a tokenizer regression for a specific model." + "reason": "Both are tokenizer/model-loading failures, but for different mechanisms and targets: gguf_file loading vs a specific tokenizer regression for EMBEDDIA/est-roberta." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but one is an int4 quantization memory regression and the other is a model-specific video OOM." + "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM; not the same bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training failures: ZeRO-3 with a non-pretrained Bert vs `trainer.evaluate()` after `trainer.train()`." + "reason": "Different trainer failures and different triggers: DeepSpeed ZeRO-3 index error vs evaluate-after-train behavior." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Shared family name only; one is a `torch.compile` SDPA failure, the other is an MXFP4 loading/quantization fallback issue." + "reason": "Unrelated issues: torch.compile/SDPA failure in Bamba vs MXFP4 loading fallback in git-oss-20b." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Both are model-behavior bugs, but `DAC.from_latents` mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Different bug classes: DAC forward mismatch from missing STE vs DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Both are Qwen3-MoE-related, but one is weight conversion during accelerate/deepspeed loading and the other is a video token counting code-path bug." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-counting video branch bug." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different failures: unit test loading of GLM-4.7-Flash vs Qwen3.5 generation with flash-attention." + "reason": "Both concern import/model initialization regressions, but they affect different APIs and failure paths." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Importing `GenerationMixin` is unrelated to notebook custom-model initialization behavior in Transformers 5.0." + "reason": "Both are model-loading/generation issues, but one is a GLM-4.7-Flash test loading problem and the other is a flash-attention generation regression for Qwen3.5." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs errors are not the same as gpt-oss MXFP4 loading falling back to bf16." + "reason": "Documentation/example errors are not the same as a quantization-loading fallback bug." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight loading during accelerate is a different code path from OmDet-Turbo processor/model input-size mismatch." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to an image processor/model input size mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo image size mismatch." + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs OmDet-Turbo image size mismatch." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure and custom `compute_loss()` signature change are separate API regressions." + "reason": "ImportError for GenerationMixin and a custom trainer loss-signature TypeError are unrelated." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight tying and Blip2 dtype propagation are different model initialization bugs." + "reason": "Weight tying causing garbage generation is a different defect than dtype propagation staying float32 in BLIP2." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL image processors requiring torchvision." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve error handling, but protobuf decode masking and Fuyu `except:` swallowing errors are different functions and failure modes." + "reason": "Both involve exception handling, but they are different code paths and different failure surfaces." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Both involve Qwen/gpt-oss, but one is weight conversion/loading correctness and the other is a CUDA OOM during inference." + "reason": "Qwen3 MoE loading/weight conversion is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." + "reason": "Trailing-slash local model path warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio `apply_chat_template()` sampling-rate default bug is not the same as Whisper `batch_decode()` special-token handling." + "reason": "Audio chat-template sampling-rate defaults are unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "`trust_remote_code` missing fields in `AutoConfig` is a different config-loading issue than `from_config` not unwrapping `text_config`." + "reason": "Missing fields from trust_remote_code AutoConfig and missing text_config unwrapping in AutoModelForCausalLM are different config-loading bugs." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Video token counting undefined names is not the same bug as the v5.3.0 video-input regression across Qwen VL/MoE models." + "reason": "Both are video-related, but one is a specific undefined-variable bug in multimodal token counting while the other is a broader video-input regression across Qwen models." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video-branch helpers in `_get_num_multimodal_tokens` is different from batched video processor shape output." + "reason": "A token-counting video-branch bug is not the same as batched video processor shape handling." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Both mention CPU offload, but they affect different models and code paths." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and gpt-oss perplexity are completely different concerns." + "reason": "TrainerState token-count tracking is unrelated to GPT-oss-20b perplexity on WikiText-2." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both mention memory, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different root causes." + "reason": "Both are loading/memory issues, but one is FSDP CPU RAM efficient loading and the other is a Strix Halo mmap/OOM workaround." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MOE weight conversion during loading is not the same as Qwen3-VL-30B-A3B-Instruct weight-shape mismatch." + "reason": "Qwen3 MoE loading with accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different load failures." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer special-token regression for mdeberta-v3-base is unrelated to Kimi-K2.5 codec handling/warning regression." + "reason": "Tokenizer special-token insertion regression and Kimi-K2.5 codec/warning regression are distinct tokenizer bugs." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems." + "reason": "Tokenizer consistency issues are unrelated to TrainerState input-token accounting." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and MobileLLM key error are different model-loading bugs." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a key error loading MobileLLM-125M are different model-loading bugs." } ] }, @@ -6021,19 +6057,19 @@ "issue:28282|issue:29127", "issue:42915|issue:43749", "issue:43257|issue:43756", - "issue:38175|issue:44898", "issue:43582|issue:43782", + "issue:38175|issue:44898", "issue:42175|issue:44488", "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "60d54393d62600100acb5f1b48b9764587ec7d98ba7764333716b9351e524277", + "prepared_review_unit_hash": "dda1b2c4c060e2552790ef72f7a3b240b13a719280b76428e8422c01c4bf7a2a", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, @@ -6048,198 +6084,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports. The only strong duplicate-looking pair is the Qwen2.5/Qwen3 VL video-input regression in v5.3.0; everything else appears to be distinct issues in different code paths or models.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44479 is the better canonical issue because it describes the broader regression across multiple Qwen VL variants and the shared v5.3.0 video-input failure mode.", + "summary": "Mostly unrelated issue reports spanning tokenization, vision/video, loading, dtype, and distributed-training bugs. Only one soft pair looks like the same underlying bug: the Qwen video-input regression/position-id problem.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue exists because the set is heterogeneous; if forced, issue 44479 is the best representative of the only clear subcluster since it describes the broad Qwen video regression that also covers 45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue in the cluster: it is the broadest and most actionable report for the only accepted duplicate pair.", + "best_issue_reason": "Issue 44479 is the strongest standalone representative: it is a broad, user-facing regression report, and it overlaps the only near-duplicate issue in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different failures: init_empty_weights/_is_hf_initialized handling vs image processor backend dependency on torchvision." + "reason": "Different failures: empty-weights loading arg mismatch vs torchvision dependency in PIL image processors." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config loading bug is unrelated to AutoImageProcessor URL loading." + "reason": "Both are loading-related, but one is FineGrainedFP8/Qwen3Moe and the other is AutoImageProcessor URL handling." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator warmup TypeError are separate code paths." + "reason": "GGUF tokenizer/model loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated code paths." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization fallback when loading git-oss-20b." + "reason": "DiaConfig save/load token-ID bug and MXFP4 quantization fallback are separate model/config issues." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a general tokenization-version behavior change." + "reason": "Both mention tokenization behavior, but one is a Qwen hidden-states bug and the other is a generic version-dependent tokenization change." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is not the same as CLIPTokenizer model_max_length behavior." + "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are different problems." + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mismatch are different model-specific bugs." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8 config loading for Qwen3Moe is unrelated to CLIPTokenizer's max_length constant." + "reason": "Different bugs: Qwen3Moe FP8 loading vs CLIPTokenizer max_length misconfiguration." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Special-token insertion for mdeberta-v3-base is a different tokenizer bug than LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS handling and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video processing ValueError are not the same bug." + "reason": "Different Qwen runtime failures: auto device-mapping CUDA assert vs video-input ValueError." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "CLIP MacOS bus error and TrainerState token counter not updating are unrelated." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same v5.3.0 Qwen VL video-input regression, with 45381 a more specific manifestation around vision_position_ids." + "reason": "Both describe the same Qwen video-input regression in 5.3.0, centered on wrong video position-id handling." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backends missing TensorFlow extra is unrelated to missing Qwen2_5_VL import." + "reason": "Backend packaging omission for TensorFlow is unrelated to the Qwen2.5-VL import error." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized model offload failure and CLIPTokenizer max_length are unrelated." + "reason": "Device-map/offload dequantization failure and tokenizer max-length bug are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is a different failure from the broader Qwen VL video-input regression." + "reason": "Both involve video inputs, but the model families and failure modes differ; not the same concrete bug." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "AddedToken special-argument error and tokenizer loading failure for est-roberta are different issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import error and Llama 3.2 Vision loading regression are different issues." + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision model-loading regression are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump problem." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version bump." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but one is a Qwen3OmniMoe processing ValueError and the other is a StopIteration in Qwen3-vl-embedding; different symptoms and likely different code paths." + "reason": "Both are video-related, but one is Qwen3OmniMoe input processing and the other is Qwen3-vl-embedding StopIteration." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight shape error is unrelated to tokenizer slow/fast inconsistency." + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapperModel bf16 mismatch are separate dtype bugs." + "reason": "Both involve dtype, but the affected models and the underlying mismatch differ." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM loading key error is not the same as the unexpected _is_hf_initialized argument issue." + "reason": "MobileLLM key error and init_empty_weights unexpected argument are distinct loading bugs." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression is unrelated to list_repo_files failing to forward revision." + "reason": "Model load failure and list_repo_files revision forwarding are different hub-related problems." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import availability and LayoutLMV3 box-validation messaging are unrelated." + "reason": "PyTorch import failure and LayoutLMv3 box-content error are unrelated." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config loading and FSDP_CPU_RAM_EFFICIENT_LOADING are different loading paths." + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different distributed/quantization issues." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer mismatch are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Siglip2 zero probabilities and Perceiver non-default-resolution interpolation are different model-specific bugs." + "reason": "Apple Silicon TypeError in warmup and Qwen3VL weight_only loading error are different failures." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to Qwen3VL weight_only loading failure." + "reason": "Different vision-model bugs: zero probabilities in SigLIP2 vs Perceiver non-default-resolution failure." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend package extras are unrelated to loading cjvt/sleng-bert." + "reason": "Packaging/backend dependency issue and a model loading failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU-side relative positions and flash_attention s_aux=None are different code-path crashes." + "reason": "XLNet CPU-device inefficiency and flash_attention crash on sink-less models are separate code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:44479 vs issue:45381, is plausibly the same Qwen VL video-input regression at v5.3.0, and the other soft-edge rejections are phrased cautiously without overclaiming evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:44479 with issue:45381, is well-supported by the titles and both point to the same Qwen video-input / position-id regression. The other verdicts are phrased cautiously and do not overclaim overlap. The representative-issue rationale is also consistent with the mostly heterogeneous set." }, "evaluator_used": true, "retried": false, @@ -6280,6 +6316,7 @@ "issue:43994", "issue:44062", "issue:44291", + "issue:44466", "issue:44488", "issue:44493", "issue:44514", @@ -6292,6 +6329,7 @@ "issue:44913", "issue:44936", "issue:44964", + "issue:45005", "issue:45042", "issue:45081", "issue:45216", @@ -6305,8 +6343,7 @@ "issue:45920", "issue:45987", "issue:46050", - "issue:46121", - "issue:46202" + "issue:46121" ], "soft_pairs": [ "issue:43493|issue:43994", @@ -6321,8 +6358,8 @@ "issue:44792|issue:44964", "issue:45042|issue:45081", "issue:43452|issue:44488", - "issue:45357|issue:45920", "issue:43742|issue:44589", + "issue:45357|issue:45920", "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:43643|issue:45375", @@ -6331,204 +6368,204 @@ "issue:43697|issue:45216", "issue:43720|issue:44898", "issue:41762|issue:44936", - "issue:44514|issue:45381", "issue:44493|issue:46050", + "issue:44514|issue:45381", "issue:43452|issue:43577", - "issue:43906|issue:46202" + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "7433c9ffbf1acc4afcf00a9361992527e275adc5bbd616df2ff9808596f9fdc6", + "prepared_review_unit_hash": "c043df886d02f1eddecaf96b0c5ae11cb92fbd783aea6c52c9066d103de42503", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35362, - "estimated_input_tokens": 8841, - "estimated_eval_tokens": 17938 + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across loading, config, tokenizer, vision, trainer, and quantization paths. I do not see a strong duplicate cluster overall; the only plausible duplicate pair is the SigLIP2 implementation/output mismatch.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a mix of unrelated Transformers issues. The only well-grounded duplicate pair in the packet is the v5 tied-weights/lm_head serialization regression. The SigLIP2 pair is only title-level similar and lacks enough body evidence to call it a duplicate, so it should remain a tentative similarity rather than an accepted merge candidate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44466 is the best canonical issue because it describes a concrete, broad v5 tied-weights/lm_head serialization regression and can subsume the more specific translation-model report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best anchor if one is needed: it is the broadest, highest-signal regression report and spans multiple affected model families, while most other issues are narrower and unrelated.", + "best_issue_reason": "issue:44466 is the strongest global issue representative: it has the clearest underlying defect, broadest scope among the plausible duplicates, and the best evidence for a real duplicate relationship.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both point to the same SigLIP2 behavior mismatch: HF output diverges from the expected/original implementation and produces wrong results on the same model family." + "accept": false, + "reason": "The titles are similar, but the packet does not show enough issue-body evidence that they share the same root cause; this is better treated as tentative similarity, not a duplicate." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Different subsystems: tied lm_head weights in Mistral3 vs StaticCache sequence-length return type." + "reason": "Different subsystems and symptoms: Mistral weight tying versus a TrainerState token counter not updating." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer state tracking bug vs custom compute_loss signature break; different code paths and fixes." + "reason": "Trainer state bookkeeping bug versus a custom trainer signature incompatibility; not the same defect." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the sequence-classification zero-loss issue." + "reason": "BEiT image label reduction bug is unrelated to the zero-loss single-label classification issue." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading failures: unexpected _is_hf_initialized argument vs loading AutoImageProcessor from URL." + "reason": "Different loading paths and failures: init_empty_weights argument handling versus loading AutoImageProcessor from URL." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Separate Qwen/Gemma-style RoPE/position handling issues affecting different models and code paths." + "reason": "Both mention RoPE, but they affect different models and different computations; not the same bug." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "The first is a reproduction of an older issue; the second is a Qwen2.5-VL video position-id regression." + "reason": "Too little evidence that the isolated reproduction of #38071 is the same as the Qwen2.5-VL video position-id bug." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken special-argument conflict is unrelated to the Mistral regex patch crash." + "reason": "Tokenizer AddedToken special-argument error and Mistral regex patch crash are distinct tokenizer-loading issues." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve RoPE-related config handling, but one is silent config reload fallback and the other is a JSON-list type error; not the same bug." + "reason": "Both are rope/config related, but one is silent config reload loss and the other is a TypeError in rope validation conversion." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Two different multimodal model failures with different models and symptoms; not a shared underlying bug." + "reason": "Different multimodal models and different failure modes; not the same underlying issue." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + "reason": "Image processor dependency handling is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file/from_pretrained breakage is a different loading problem than failing to load a specific model repo." + "reason": "Both involve loading failures, but the titles do not indicate the same root cause or code path." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression is unrelated to the AutoTokenizer wrong-token-IDs regression." + "reason": "KeyError on MobileLLM loading and missing Float8 storage object are different loading failures." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "MobileLLM loading key error vs float8 storage lookup failure are distinct deserialization issues." + "reason": "Qwen3.5 checkpoint serialization and AutoTokenizer token-ID regression are different problems." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading an AutoImageProcessor from a URL." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump problem vs stale auto_mappings reference to removed configs; different maintenance issues." + "reason": "PEFT version bump and auto_mappings CI breakage are unrelated maintenance issues." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "trust_remote_code config field loss is not the same as missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + "reason": "General remote-code AutoConfig field loss and a specific Qwen config field being dropped by @strict are not clearly the same defect." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." + "reason": "Qwen3.5 num_labels propagation and strict loading blocking granite_speech are different config-loading issues." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight dimension runtime error is unrelated to LayoutLMv3 box-clarity messaging." + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-validation message quality are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained corruption are separate regressions." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are different model-specific regressions." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure affect different models and mechanisms." + "reason": "BitNet accelerate-loading/unpacked-weight bug is unrelated to Perceiver non-default-resolution failure." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error is unrelated to trainer.evaluate() failing after train()." + "reason": "Gemma3 DeepSpeed ZeRO-3 loading crash and trainer.evaluate() after train() are different workflows and failures." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "apply_chat_template batching crash and Qwen2.5-VL video position-id bug are different processor/model bugs." + "reason": "Unexpected position-id keys during loading and sinq quantization save/load breakage do not look like the same issue." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Unexpected position-id key warnings and sinq quantization save/load corruption are not the same issue." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video position-id computation." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to BLIP2 dtype propagation on load." + "reason": "gguf_file loading breakage and Blip2 dtype preservation are unrelated issues." }, { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "A reproduction of an earlier issue and a Gemma pipeline roundtrip failure are not the same underlying bug." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights/lm_head serialization regression in v5, with 45005 being a broader manifestation on translation models." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft-edge pair (43493/43994) is plausible from the titles, and the rest of the verdicts are reasonably cautious. The broad-anchor choice of 45920 is also supported by its title covering multiple model families." + "accept": false, + "feedback": "The tied-weights duplicate (44466 \u2194 45005) is well grounded, but the accepted SigLIP2 pair (43493 \u2194 43994) is too strong for the evidence in the packet. We only have title-level similarity and no issue-body evidence showing the same root cause, so it should be treated as a tentative similarity rather than an accepted duplicate. Overall the summary is mostly conservative, but this one soft-edge accept overstates the available evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6566,11 +6603,11 @@ "issue:43742", "issue:43749", "issue:43819", + "issue:43906", "issue:43927", "issue:44361", "issue:44442", "issue:44464", - "issue:44466", "issue:44484", "issue:44514", "issue:44568", @@ -6581,7 +6618,6 @@ "issue:44936", "issue:44977", "issue:44991", - "issue:45005", "issue:45290", "issue:45356", "issue:45372", @@ -6593,10 +6629,11 @@ "issue:45823", "issue:46002", "issue:46170", - "issue:46178" + "issue:46178", + "issue:46202" ], "soft_pairs": [ - "issue:44466|issue:45005", + "issue:43906|issue:46202", "issue:43688|issue:43749", "issue:43452|issue:44843", "issue:45372|issue:46170", @@ -6607,8 +6644,8 @@ "issue:28282|issue:33357", "issue:43295|issue:45356", "issue:43653|issue:44361", - "issue:44484|issue:44704", "issue:28282|issue:35141", + "issue:44484|issue:44704", "issue:44361|issue:44442", "issue:38175|issue:43295", "issue:45542|issue:46178", @@ -6616,242 +6653,239 @@ "issue:44514|issue:45290", "issue:43577|issue:43697", "issue:43653|issue:44568", + "issue:29159|issue:33357", "issue:44843|issue:44991", "issue:43646|issue:43749", - "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:43688|issue:45440", "issue:43531|issue:43742", + "issue:43688|issue:45440", "issue:43653|issue:43927", "issue:45491|issue:46002", "issue:43688|issue:45701", "issue:44464|issue:44977", "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "1c16793ca7f42644d9164717be81d07d6765e5a0ceadcb495d66d104504a8b94", + "prepared_review_unit_hash": "eff42a47b59f77fcdfc6a2dfb1e144ba900f416b3ee0720ab8ba5fa511e23645", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37148, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37083, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated standalone issues. The only plausible duplicate pair is the v5 tied-weights/translation-model serialization report pair; the rest differ in model, subsystem, or failure mode.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45005 is the broader, more umbrella report about tied-weights problems in v5, so it is the better canonical issue if we group the tied-weight duplicates together.", + "summary": "This cluster is a loose mix of Transformers issues, mostly around tokenization/loading regressions but with several unrelated model/trainer/runtime bugs. I do not see any soft pair that confidently describes the same underlying bug or change, so the edges should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and has the most downstream references, making it the best umbrella representative for this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the strongest representative issue overall because it is the broadest and most central tied-weights report among the candidates.", + "best_issue_reason": "45701 is the most general and discussion-heavy issue here, so it is the best single issue to keep as the representative triage target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Likely the same v5 tied-weights serialization bug: both point to lm_head/tied-weight handling going wrong, with 45005 as the broader umbrella report." + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both involve tokenization/roundtrip behavior, but one is an isolated reproduction of an older issue and the other is a Gemma pipeline-specific failure; not clearly the same root bug." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different bugs: auxiliary loss normalization in MoE models vs broken FSDP CPU RAM-efficient loading." + "reason": "Different problems: aux-loss normalization in MoE models versus broken FSDP CPU RAM-efficient loading." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve loading/tokenizer paths, but one is gguf_file support for from_pretrained and the other is an offline-regression from an unconditional model_info() call." + "reason": "Both affect loading paths, but one is gguf-based AutoTokenizer/AutoModel loading and the other is an offline model_info call in a Mistral regex patch." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Distinct failures: Gemma processor import dependency on mistral_common vs Windows/ROCm torch.distributed import issues." + "reason": "Different failure modes and platforms: Gemma processor import error versus Windows/ROCm torch.distributed dependency issues." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different subsystems and symptoms: image processor void segmentation maps vs Qwen2-VL multi-GPU training." + "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch-missing ImportError is unrelated to the Trainer NoneType broadcast TypeError." + "reason": "PyTorch-missing import error and Trainer NoneType broadcast error are distinct failures." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are different code paths and bugs." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Training/eval lifecycle bug vs Gemma4 device_map auto device mismatch; not the same underlying issue." + "reason": "Trainer post-train evaluate failure and Gemma4 PLE device mismatch are separate runtime issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Environment/import failure vs MacOS bus error in a CLIP model; unrelated." + "reason": "Missing PyTorch import error and MacOS bus error in CLIP are not the same bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions around tokenizers, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec handling and warning behavior." + "reason": "Both are tokenizer/processor regressions, but they target different model families and different breakages." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration vs MLukeTokenizer AttributeError on tasks." + "reason": "BigBird mask-token decoding and MLuke task AttributeError are unrelated tokenizer issues." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "A question about default shard size is not the same as AutoProcessor not forwarding kwargs to cached_file." + "reason": "Import-time PyTorch absence and embedding reinit after resize are unrelated." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Missing PyTorch import error is unrelated to post_init reinitializing tied output embeddings." + "reason": "Save_pretrained shard-size behavior and AutoProcessor kwargs propagation are different API concerns." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures affecting different model families and failure modes." + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing on FastSpeech2ConformerTokenizer are separate tokenizer-loading problems." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probability output bug is unrelated to the processor.tokenizer regression." + "reason": "Siglip2 zero probabilities and processor/tokenizer regression are different symptoms and code paths." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both touch backend availability, but they are different missing-backend problems: TensorFlow backend undefined vs tensorflow_text mapping error." + "reason": "Both are backend-related, but tensorboard-without-TensorFlow and tensorflow_text backend mapping are distinct issues." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs recurrent state resetting with cache." + "reason": "Chunked generation with compiled forward and recurrent-state reset under cache are different generation bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same API surface, but different crashes and triggers in apply_chat_template; not clearly the same bug." + "reason": "Both hit apply_chat_template, but one is batching/padding=False and the other is assistant tool-call content handling; not clearly one bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation bug vs RTDetrV2 output divergence; unrelated." + "reason": "Mixed-precision dtype loading for Blip2 and RTDetrV2 output drift are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but one is BigBird mask-token registration and the other is mdeberta BOS/EOS addition in v5." + "reason": "Both involve tokenizer special tokens, but BigBird mask registration and mdeberta BOS/EOS omission are different failures." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and MacOS bus error with CLIP are not the same underlying bug." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both affect tokenizer loading, but one is an offline model_info regression and the other is a model-specific tokenizer load failure." + "reason": "Offline model_info call in AutoTokenizer and tokenizer loading failure for EMBEDDIA/est-roberta are different breakages." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init breakage is not the same as FSDP CPU RAM-efficient loading being broken." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer consistency issue vs MacOS bus error; different failure classes." + "reason": "Custom model initialization breakage and FSDP loading breakage are separate regression reports." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." + "reason": "Aux-loss normalization in MoE models and T5 RMSNorm memory leak are unrelated." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Different model families and code paths: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-specific bugs." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading MobileLLM-125M." + "reason": "OLMoE/GPT Oss aux-loss normalization and DeepseekV3MoE divergence are different MoE issues with different causes." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird special-token decoding bug and DiaConfig custom token-ID persistence are different issues." + "reason": "BigBird special-token registration and DiaConfig custom token IDs after save/load are different tokenizer/config bugs." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the contexts differ: Gemma3 sliding-window all-padding windows vs classification-head NaNs after checkout/init." + "reason": "Both mention NaNs, but Gemma3 sliding-window all-padding windows and classification-head init/checkpoint NaNs are not the same failure." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization bug vs general tokenization changes across transformers versions; not the same root cause." + "reason": "OLMoE/GPT Oss aux-loss normalization is unrelated to the broad tokenization regression theme of 45701." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward is distinct from Qwen3.5 flash-attention generation failures." + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation issues are distinct model/runtime bugs." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig custom token ID loss." + "reason": "torch.compile/SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft edge, issue:44466 vs issue:45005, is plausibly the same tied-weights v5 bug, and the rest of the rejects stay appropriately cautious given the different subsystems or failure modes." - }, - "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 }, @@ -6949,220 +6983,220 @@ "issue:28218|issue:33357", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "3fac3f7a36db05c380b5a559e096a2e98c8504f125f3ffb8e4faa36bbc3e03e2", + "prepared_review_unit_hash": "640cad28ab32a26c6dc82c8918247d304242d6c84cd568dbfa99632722e3fe90", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36430, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bugs spanning training, model loading, configs, processor behavior, and attention kernels. I rejected all soft edges because none look like the same underlying change or defect.", - "confidence": 0.89, - "canonical_issue_reason": "There is no true canonical issue for the whole cluster because the items are not a single duplicate set. If one must be chosen as an anchor, issue 43504 is the most self-contained and concrete load-time regression report.", + "summary": "The items are a loose mix of unrelated Transformers bugs/regressions; none of the soft-similarity pairs look like the same underlying defect strongly enough to merge. I\u2019d use a generic loading/regression report as the cluster representative, but not as a duplicate match.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 43504 is the best representative of the cluster\u2019s broadest recurring theme: model-loading/preset breakage from a concrete regression, and it sits near several other soft-similarity loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43504 is the strongest representative issue: it describes a specific, reproducible failure with a focused fix surface (legacy-field handling during pretrained model loading).", + "best_issue_reason": "Issue 43504 is the clearest general representative among these mostly unrelated bug reports; it is concrete, regression-oriented, and closer to the cluster\u2019s repeated load/config failure pattern than the more niche entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different symptoms, code paths, and fixes." + "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation; different code paths and failure modes." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert on auto device mapping vs inconsistent chunked-generation outputs under compilation; unrelated runtime failures." + "reason": "One is a Qwen3 device-map cuda assert, the other is chunked generation mismatch under compiled forward; not the same bug." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA issue vs MLukeTokenizer task AttributeError; different model families and failure modes." + "reason": "Bamba SDPA compile failure and MLukeTokenizer task AttributeError are unrelated subsystems and symptoms." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models; not the same bug." + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 regression from removing is_torch_fx_available; different defects." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology." + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to FP8 inference failure on B200 hardware." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype mismatch vs flash_attention crash on s_aux=None; unrelated component and error surface." + "reason": "Blip2 dtype handling and flash_attention.py crashing on s_aux=None are separate code paths and distinct bugs." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer NoneType broadcast error vs TrainerState token counter not updating; both trainer-related but distinct defects." + "reason": "Trainer NoneType broadcast error and num_input_tokens_seen not updating are different Trainer issues with no shared failure mechanism." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "dtype handling in Blip2 is unrelated to the MPS attention correctness issue." + "reason": "Blip2 dtype persistence and an MPS attention correctness issue are not the same underlying problem." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Generic multi-GPU/trainer context only; the actual errors and code paths differ." + "reason": "Both touch training, but one is a Trainer broadcast TypeError and the other is a Qwen2-VL multi-GPU training question; not duplicates." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights vs sinq quantized save/load breakage; both persistence-related but not the same bug." + "reason": "Serialization of tied weights depending on device and quantized-model save/load breakage are different save/load bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field pretrained load failure for BEiT vs BitNet packed-weight unpacking during accelerate loading; different models and fix locations." + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation and BitNet packed-weight unpacking during accelerate loading are separate loading regressions." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Pretrained preset loading bug vs Bamba compile/SDPA failure; no shared underlying defect." + "reason": "Beit preset loading failure and Bamba SDPA torch.compile failure affect different models and different execution paths." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training request/error vs GenerationMixin import failure; unrelated topics." + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Model preset load failure vs processor/model input-size mismatch; different subsystems." + "reason": "Model preset loading failure and processor image-size mismatch for OmDet-Turbo are different bugs in different components." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error on load vs AutoImageProcessor URL loading issue; both loading-related but not the same problem." + "reason": "MobileLLM load key error and AutoImageProcessor-from-URL failure are different loading paths and error classes." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device mismatch during forward with auto device map vs quantized model persistence regression; unrelated code paths." + "reason": "Gemma4 device-map forward mismatch and sinq quantization save/load corruption are unrelated defects." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default vs processor.tokenizer/image-passing regression; different processors and behavior." + "reason": "Audio processor chat-template sampling-rate default and processor.tokenizer/image-passing regression are different processor bugs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed weights not unpacked during loading vs config custom token IDs lost on save/load; both loading issues but different objects and symptoms." + "reason": "BitNet packed-weight loading and DiaConfig losing custom token IDs after save/load are both load-related but not the same bug." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file path breaks AutoTokenizer/AutoModel loading vs a specific model no longer loading; too broad to be the same bug." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and failure to load a specific model are too broad to treat as the same concrete defect." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch vs DiaConfig save/load token ID loss; unrelated." + "reason": "CPU offload device mismatch for bark-small and DiaConfig field loss after save/load are unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 inference quality issue vs return_tensors being ignored when text_kwargs is passed; different API layers." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored with text_kwargs are different API bugs." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 inference on B200; unrelated regressions." + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are distinct model/runtime issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support vs unexpected compute_loss keyword argument; not the same underlying issue." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are separate Trainer-related problems." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype regression during evaluate vs auxiliary-loss normalization bug; different model logic." + "reason": "Embedding dtype drifting during eval and auxiliary-loss normalization in OLMoE/GPT Oss are different training behaviors." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs/models and appear to be separate compatibility bugs." + "reason": "Missing pad_token_id vs missing pad_token_idx are similar at a naming level, but they reference different configs and likely different fixes." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug vs NaNs in classification heads; different failure mechanisms." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads after init/checkout are unrelated issues." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading failure vs MLukeTokenizer AttributeError; no shared code path." + "reason": "BitNet loading with accelerate and MLukeTokenizer task AttributeError are not the same code path." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs misleading pipeline error message; unrelated concerns." + "reason": "Smollm3 RoPE-layer discrepancy and GPTNeoXConfig rotary_pct reload defaulting are both rotary-related, but one is an implementation mismatch and the other is config persistence." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoX rotary_pct persistence bug; both config-related but distinct." + "reason": "SigLIP2 HF-vs-JAX discrepancy and pipeline translation-task error message regression are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space behavior vs MacOS bus error on a CLIP model; entirely different symptoms and layers." + "reason": "Tokenizer added-token spacing and a MacOS bus error with a CLIP model are entirely different bugs." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs example errors vs SigLIP2 implementation discrepancy; one is documentation/example breakage, the other model parity." + "reason": "SigLIP2 doc example errors and SigLIP2 implementation mismatch overlap on model name only; one is documentation/example breakage, the other is core numerical behavior." } ] }, @@ -7246,8 +7280,8 @@ "issue:39692|issue:43295", "issue:44493|issue:46285", "issue:43756|issue:45083", - "issue:43334|issue:43572", "issue:43646|issue:44466", + "issue:43334|issue:43572", "issue:43257|issue:43299", "issue:33357|issue:33666", "issue:43334|issue:45759", @@ -7256,223 +7290,217 @@ "issue:43927|issue:44361", "issue:43824|issue:44589", "issue:43504|issue:43606", - "issue:43572|issue:44291", "issue:43278|issue:43701", "issue:44464|issue:45584", + "issue:43572|issue:44291", "issue:43575|issue:45405", - "issue:43504|issue:43653", "issue:44792|issue:45405", + "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "7ad613e24e6435fd69c47f2913c7965c6c1b58cb6bf35fe5ff16d4602203711c", + "prepared_review_unit_hash": "e28b7974dbe2bd147f1406fa7ce5b70f40313f6192d24ce8df9a674847511067", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36009, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "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 regression issues across tokenizers, multimodal configs, loading, and distributed training. None of the soft-similarity pairs look like the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a broad, concrete v4\u2192v5 regression with a clear symptom (wrong token IDs) and affects a whole model family.", + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs across different models, tokenizers, configs, training/inference paths, and CI regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most actionable and broadly representative issue in the set, with a specific failure mode and wider impact than the more niche model/config reports.", + "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; the other is a dependency/version bump problem. Different root causes and code paths." + "reason": "Model loading failure for Phi-4-multimodal-instruct vs an unreleased PEFT version bump; unrelated causes." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different bugs: hidden-state output behavior vs incorrect visual encoder keys in save_pretrained." + "reason": "Qwen3.5 hidden-state output bug vs incorrect visual encoder keys on save_pretrained; different code paths." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (special-token insertion vs token-ID mapping)." + "reason": "mDeBERTa special-token handling vs Granite token ID regression; same broad tokenizer area but different failures." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Different failure modes in Qwen3OmniMoe video processing vs Qwen3.5 flash-attention generation." + "reason": "Qwen3OmniMoe video-processing ValueError vs Qwen3.5 flash-attention generation issue; not the same bug." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids handling and multi-GPU CUDA OOM are unrelated problems." + "reason": "Text-only mm_token_type_ids defaulting vs multi-GPU CUDA OOM; distinct Gemma4 issues." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to a ZeRO-3 gradient growth issue." + "reason": "SigLIP2 implementation mismatch vs DeepSpeed ZeRO-3 gradient growth; different symptoms and root causes." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure for sleng-bert is unrelated to an offline-mode hub lookup bug." + "reason": "Loading a specific model fails vs unconditional model_info() call breaking offline mode; separate tokenizer/load issues." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "dtype drift in embeddings is not the same bug as abnormal gradients under DeepSpeed ZeRO-3." + "reason": "Embedding dtype drift in evaluation vs gradient explosion under ZeRO-3; unrelated behavior." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors and a processor.tokenizer regression are different issues." + "reason": "SigLIP2 doc example errors vs processor.tokenizer / image-to-tokenizer regression; different problems." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both mention structural/key inconsistencies, but they concern different models and different failure surfaces." + "reason": "Unexpected position-id key warnings vs CLIP text-model structure change; not the same code-path bug." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE-layer mismatch in Smollm3 is unrelated to a qwen3_omni_moe helper-function behavior bug." + "reason": "Smollm3 RoPE layer mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Both involve missing token fields, but in different configs/models and with different missing attributes." + "reason": "Custom model initialization breakage vs lm_head.weight serialization inconsistency; different failures." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Custom model initialization breakage is not the same as lm_head.weight serialization inconsistency." + "reason": "Missing pad_token_id in Qwen3-VL vs missing pad_token_idx in StableLmConfig; similar theme but not the same bug." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version load regression." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs Qwen3VL MoE loading in dev; related family, different concrete issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; unrelated models and failures." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and unwrap text_config for composite Qwen multimodal configs are different code paths." + "reason": "pad_token_id missing in Qwen3-VL vs AutoModelForCausalLM not unwrapping composite multimodal text_config; different configuration bugs." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "CUDA OOM in multi-GPU inference is not the same as a device-mismatch bug with device_map=auto." + "reason": "Gemma4 multi-GPU OOM vs device mismatch with device_map='auto'; both on Gemma4 but different bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Float8 storage lookup error vs flash_attn import KeyError on Python 3.13; unrelated compatibility issues." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer AttributeError are different bugs." + "reason": "DiaConfig save/load token ID loss vs MLukeTokenizer task AttributeError; different model/tokenizer problems." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the Float8 storage object problem." + "reason": "Qwen2.5-VL import failure vs float8 storage TypeError; no shared underlying bug." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Beit legacy-field loading and bark-small CPU offload device mismatch are different issues." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Missing pad_token_idx and unexpected _is_hf_initialized argument during init_empty_weights are separate regressions." + "reason": "Beit legacy-field loading issue vs bark-small CPU offload device mismatch; unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "Embedding dtype change on evaluate vs resume_from_checkpoint key mismatch; different regressions." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different failure modes." + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty transcription after align_special_tokens; unrelated models and paths." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Tensor-parallel OOM and an unreleased PEFT version bump are unrelated." + "reason": "StableLmConfig pad_token_idx issue vs unexpected _is_hf_initialized argument with init_empty_weights; different compatibility bugs." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Different subsystems: Beit loading vs BigBirdTokenizer special-token registration." + "reason": "Tensor-parallel OOM on Qwen2-57B vs PEFT version availability; unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus generation test failure is unrelated to the PEFT version requirement bump." + "reason": "janus test failure vs PEFT release-version issue; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field load failure vs BigBirdTokenizer mask-token special-token bug; different components." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related CI issues, but the model, symptom, and likely code path differ." + "reason": "CPU offload device mismatch in bark-small vs stale GraniteSpeech CI test; same general area but not the same bug." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 bad outputs and widespread unexpected position-id keys are not the same underlying bug." - }, - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "Duplicate of a load failure vs dependency bump mismatch; no shared bug." + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline vs position-id key warnings; unrelated." } ] }, @@ -7550,8 +7578,8 @@ "issue:43065|issue:46369", "issue:45588|issue:46050", "issue:44423|issue:44734", - "issue:42490|issue:43696", "issue:29942|issue:30333", + "issue:42490|issue:43696", "issue:45406|issue:46121", "issue:43844|issue:44964", "issue:29159|issue:32090", @@ -7574,196 +7602,196 @@ "issue:44554|issue:46365", "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "56c2abb59e0bac817320a3f6a531a6fe8804066169b4af7b75a57e1c60cefcfc", + "prepared_review_unit_hash": "b97f131d992b25019fe157cb83e1ae95e056f03a91fbcc4ef4fa47b31e3625a9", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35799, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "serialized_chars": 35792, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly heterogeneous transformer bugs across serving, tokenization, quantization, and model-specific regressions. I don\u2019t see a reliable duplicate family strong enough to merge; 43873 is the most active/high-signal issue, but it is not a duplicate of the rest.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 43873 has the strongest discussion/inbound-ref signal and is the broadest active bug report in the set, so it is the best anchor if one issue must represent the cluster.", + "summary": "This cluster looks heterogeneous: the soft pairs span unrelated tokenizer, serving, model-loading, training, and backend issues. None of the candidate pairs appears to be the same underlying bug/change, so no soft duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest anchor in this set: it is open, well-scoped, has multiple inbound references, and its multimodal apply_chat_template bug is clearly described.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best overall issue to anchor the cluster because it is active, broadly framed, and has the most evidence of community relevance.", + "best_issue_reason": "issue:44521 is the best standalone issue here because it has the clearest reproduction path and the most evidence of active external impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Different quantization problems: offloading behavior vs save/load breakage for a sinq-quantized model." + "reason": "Both mention quantization/offloading, but one is an offloading behavior report and the other is a save/load failure for a quantized model; different code paths and symptoms." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Different SAM3 issues: a dummy Conv2d in Sam3PixelDecoder vs memory overflow in sam3-litetext." + "reason": "Same model family (SAM3) but different problems: a dummy Conv2d implementation vs a memory overflow during inference." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError is unrelated to quantized model persistence after save/load." + "reason": "One is a flash-attention integration crash on s_aux=None; the other is a quantized-model serialization regression. Not the same bug." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both hit serving, but the failures are different: multimodal str.to handling vs KV-cache continuation tensor indexing." + "reason": "Both are serving crashes, but one is a multimodal model AttributeError and the other is a KV-cache continuation indexing bug; different failure modes." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated subsystems and symptoms." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are different subsystems." + "reason": "A trailing-slash import warning and a CUDA OOM on GPT-oss-20b are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor tokenizer AttributeError and rope-validation TypeError are unrelated bugs." + "reason": "Gemma4Processor missing _tokenizer and a rope-parameter TypeError are separate issues with no shared code path indicated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed ZeRO-3 gradient growth and Phi-4 multimodal loading regression do not match." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading regressions are different training/loading bugs." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + "reason": "Tokenizer consistency problems and a Trainer broadcast TypeError do not describe the same bug." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing behavior is unrelated to num_input_tokens_seen not updating." + "reason": "An added-token spacing issue is unrelated to TrainerState's num_input_tokens_seen not updating." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bug are different problems." + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation issues are different backend/model bugs." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims is unrelated to the flex_attention version-check bug." + "reason": "MPS attention correctness with mismatched head dims is unrelated to an AuxRequest PyTorch version check." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compiler/template-node failure is not the same as the flash_attn import KeyError on Python 3.13." + "reason": "Template-node compilation and flash_attn import-key lookup are different import/compile failures." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript export failing on GeneratorExp is unrelated to SigLIP2 producing unexpected zero probabilities." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are separate multimodal issues." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is assistant_mask generation and the other is a tool-call/no-content crash." + "reason": "Both involve apply_chat_template, but one is incorrect assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different bugs: mm_token_type_ids defaults vs device_map forward mismatch." + "reason": "Gemma4 mm_token_type_ids defaults and a device_map='auto' PLE device mismatch are different bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same underlying issue." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention utility import error and meta-device model loading breakage are different failure modes." + "reason": "Missing flash_attention_utils symbol and meta-device model loading breakage are separate loading/import regressions." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/batched padding crash is unrelated to return_tensors being ignored with text_kwargs." + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding and return_tensors being ignored are different tokenizer API bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to Qwen3.5 output_hidden_states behavior." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated generation issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch and return_tensors/text_kwargs behavior are unrelated." + "reason": "A Gemma4 device placement mismatch and silently ignored return_tensors are unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are different issues." + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Gemma4Processor tokenizer regression and batched video-shape bug do not look like the same underlying defect." + "reason": "Processor.tokenizer access regression and batched video processor shape errors are different multimodal bugs." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness bug is unrelated to the Trainer import issue involving datasets." + "reason": "MPS attention correctness and importing Trainer failing unless datasets is uninstalled are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Gemma4Processor tokenizer regression is unrelated to OmDet-Turbo processor input-size mismatch." + "reason": "Processor/tokenizer regression and OmDet-Turbo processor output size mismatch are different problems." } ] }, @@ -7845,18 +7873,18 @@ "issue:43950|issue:46285", "issue:45520|issue:46178", "issue:44466|issue:45127", - "issue:43550|issue:43844", "issue:37428|issue:43824", + "issue:43550|issue:43844", "issue:44898|issue:45412", "issue:45200|issue:45325", "issue:43450|issue:43575", "issue:43334|issue:43525", "issue:44792|issue:45563", - "issue:41720|issue:46209", "issue:42490|issue:43493", - "issue:43388|issue:43526", - "issue:43824|issue:43975", + "issue:41720|issue:46209", "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43388|issue:43526", "issue:28218|issue:35141", "issue:43278|issue:43856", "issue:38175|issue:43493", @@ -7866,20 +7894,20 @@ "issue:43975|issue:45520", "issue:44442|issue:45198" ], - "prepared_review_unit_hash": "858da225610a7f9e872bf9f962da50d657bf2111c421fc637099981643df1d92", + "prepared_review_unit_hash": "09d431bedc8cf73b2f504e84c9abfb8e170e4c79c18f75a6423353136113d812", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36481, + "serialized_chars": 36484, "estimated_input_tokens": 9121, "estimated_eval_tokens": 18498 }, @@ -7888,180 +7916,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster does not form a single duplicate set. The soft-similarity pairs mostly point to different subsystems or different concrete failures, so they should all be rejected; there is no strong canonical issue/PR target here.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the issues cover unrelated tokenizer, model-loading, quantization, vision, and CI regressions. I don\u2019t see any pair that shares the same underlying bug, so no soft merge should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the set is too diverse, spanning unrelated bugs like tokenizer spacing, config attribute errors, quantization/offload failures, vision processor shape issues, and CI regressions.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster because there is no shared underlying defect across the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc example errors vs. `return_tensors` being ignored in `text_kwargs`; different bugs and different code paths." + "reason": "Different problems: SigLIP2 documentation/example errors vs a processor/text_kwargs handling regression." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness on value head dim mismatch is unrelated to a tokenizer regression in Kimi-K2.5." + "reason": "Unrelated model/runtime bugs: MPS attention correctness vs Kimi-K2.5 tokenizer codec handling." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to loading failure for `physical-intelligence/fast`." + "reason": "Both involve loading/configuration, but one is a missing pad_token_idx attribute and the other is a transformers>=5.1 model load failure; not the same bug." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are distinct problems." + "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "A config attribute regression for StableLm does not match meta-device loading failures in other models." + "reason": "Different loading failures: missing pad_token_idx vs meta-device loading breaks some models." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to CLIP text model structure changes." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structure changes." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 `flash_attn` import mapping issue is unrelated to the `tensorflow_text` backend mapping error." + "reason": "Different import/backends issues: flash_attn on Python 3.13 vs tensorflow_text missing from BACKENDS_MAPPING." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse after vocab extension; not the same bug." + "reason": "Both concern serialization/tied weights, but one is device-dependent lm_head.weight saving and the other is LoRA merge collapse after vocab extension; not the same code-path." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "`torch.compile` with SDPA on Bamba-9B-v2 is not the same as gradient blow-up under ZeRO-3." + "reason": "Different import errors for different symbols/models and likely different root causes." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Different import errors for different missing symbols/models; not the same underlying failure." + "reason": "torch.compile+SDPA failure is unrelated to gradient blow-up with DeepSpeed ZeRO-3." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure is unrelated to RT-DETR memory release issues." + "reason": "Perceiver positional encoding failure and RT-DETR memory release issue are different bugs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 multimodal token type defaults and Qwen2.5-VL temporal position scaling are separate model bugs." + "reason": "Gemma mm_token_type_ids defaults vs Qwen2.5-VL rope position scaling are unrelated multimodal issues." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug is unrelated to Qwen2 load OOM from tensor parallelism." + "reason": "Video processor batching shape bug is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing `pad_token_id`, but for different model families and not the same concrete code-path issue." + "reason": "Both are pad_token_id-related load failures, but for different models/config classes (Qwen3-VL vs Llama4) and likely different fixes." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A janus image-generation test failure and a stale `num_return_sequences` warning are unrelated." + "reason": "A failed janus image-generation test is not the same as a stale generate() warning about num_return_sequences." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "A800 `cudaErrorAssert` under auto device map and B200 FP8 inference failure are different hardware/configuration bugs." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime issues." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Different label-handling bugs in different utilities; not the same underlying issue." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Qwen2_5_VL import errors." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "A missing import symbol and a tokenizer detokenization regression are unrelated." + "reason": "ImportError for a missing class is not the same as DeepSeek-Coder detokenization regression." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to the Qwen2.5-VL import error." + "reason": "Both are label-processing bugs, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels returning only one label; different code paths." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer extra-space behavior and embedding reinitialization after resizing are different bugs." + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to Qwen3 MoE memory inefficiency." + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE training memory usage." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities and the other a broader implementation discrepancy; not enough evidence they are the same bug." + "reason": "Unexpected zero probabilities in SigLIP2 and JAX/HF implementation discrepancy are related by model family but not the same concrete bug." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Beit label reduction and `return_tensors` being ignored are unrelated preprocessing issues." + "reason": "Different bugs in different layers: BeitImageProcessorFast label reduction vs return_tensors being ignored with text_kwargs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI stale device override are unrelated." + "reason": "Both are CI-related, but one is BigBirdTokenizer special-token registration and the other is a GraniteSpeech stale device override test." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template/tokenizer-related, but one is a crash on empty assistant tool-call messages and the other is a `continue_final_message` bug in mistral_common tokenizers; not the same failure." + "reason": "apply_chat_template crashing on tool-call assistant messages is a different tokenizer path from continue_final_message behavior." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and flash-attn import mapping error are unrelated." + "reason": "Tokenizer detokenization regression is unrelated to flash_attn import-key handling on Python 3.13." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer load failure for one tokenizer and save/tokenization failure for another model are distinct bugs." + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different tokenizer bugs." } ] }, @@ -8141,232 +8169,232 @@ "issue:44514|issue:44521", "issue:44610|issue:44857", "issue:44561|issue:46234", - "issue:43827|issue:43901", "issue:43819|issue:44112", + "issue:43827|issue:43901", "issue:44206|issue:45584", "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:43335|issue:43550", - "issue:43606|issue:45083", "issue:37428|issue:43425", + "issue:43606|issue:45083", "issue:29942|issue:32090", "issue:44448|issue:44743", "issue:45127|issue:45245", "issue:45200|issue:45588", "issue:43611|issue:43931", "issue:43335|issue:43653", + "issue:43819|issue:44493", "issue:44855|issue:45083", "issue:43550|issue:44112", - "issue:43819|issue:44493", "issue:44206|issue:45823", - "issue:45290|issue:45381", "issue:37428|issue:44351", + "issue:45290|issue:45381", "issue:43335|issue:43504", "issue:45588|issue:45859", "issue:29127|issue:32090" ], - "prepared_review_unit_hash": "fef4d9236cd45fff58a1a66c2bfab1554c8f8b785bfc0a481fa976a7756071e9", + "prepared_review_unit_hash": "088934eeaa7e57ebd11286e6ddc051490cc6018c3b3da4258b87fc5680cbab38", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36364, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pairs look like true duplicates; most are only loosely related by subsystem (chat templates, imports, processors, or model loading) but describe different failures and code paths. I would keep the issues separate and not merge any PRs based on this set.", - "confidence": 0.98, - "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it has the most inbound references/discussion and describes a clear, user-facing multimodal bug with broad impact. The other issues are narrower, more platform-specific, or unrelated.", + "summary": "This cluster is heterogeneous: it mixes unrelated issues across chat templates, import utilities, vision/audio processors, model loading, and CI/runtime regressions. I don\u2019t see any soft edge that clearly represents the same underlying bug/change, so all candidate links are rejected.", + "confidence": 0.24, + "canonical_issue_reason": "No strong canonical issue: the cluster is too mixed to represent one duplicate bug. If a representative must be chosen, issue 44521 is the broadest open item in the chat_template/multimodal subtheme and has the most incoming references among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best canonical issue candidate because it is active, well-scoped, and directly points to a reproducible multimodal failure. It is more representative than the more specialized import/model-specific reports.", + "best_issue_reason": "Issue 44521 is the best representative only by breadth and activity: it is open, has multiple inbound references, and centers on a widely used multimodal chat_template path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Both involve processors, but one is an audio chat-template default and the other is a video batching shape bug; different media paths and symptoms." + "reason": "Different processors and different failure modes: audio chat-template sampling-rate default vs batched video shape mismatch." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unrelated bugs: SigLIP2 zero probabilities vs RT-DETR memory not being released." + "reason": "Unrelated problems: SigLIP2 zero probabilities vs RT-DETR memory not being released." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Both touch model/config structure, but they are different models and different breakages: Qwen multimodal config unwrapping vs CLIP text-model structure drift." + "reason": "Different areas and symptoms: composite Qwen multimodal config unwrapping vs CLIP text-model structure inconsistency." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/platform failures, but they stem from different missing dependencies/symbols and different environments." + "reason": "Both are import/runtime issues, but they concern different missing dependencies and platforms, not the same bug." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same general API area, but one is a batched padding=False crash and the other is incorrect assistant masks; not clearly the same underlying bug." + "reason": "Both hit apply_chat_template, but one is a batching crash and the other is assistant_mask generation; too different to be the same bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different detection/model issues: input size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss." + "reason": "Different models and code paths: processor output size mismatch vs AMP crash in LwDetrImageLoss." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are missing helper/import utilities, but they concern different symbols and different compatibility breaks." + "reason": "Both involve import_utils availability helpers, but the removed/missing symbols and affected models are different." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both are docs regressions, but they affect different pages and different deprecated API mentions." + "reason": "Different subsystems: DAC latent reconstruction mismatch vs a GraniteSpeech CI device-override test." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different problems entirely: DAC latent mismatch vs a GraniteSpeech CI test issue." + "reason": "Both are docs issues, but they cover different pipeline APIs and behaviors." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different apply/template-related bugs: unsupported feature-extractor arg vs empty-transcription generation failure." + "reason": "Different regressions: feature extractor argument handling vs Whisper empty-transcription generation after token alignment." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "No concrete overlap beyond being model/feature-extractor related; the bugs are unrelated." + "reason": "Different helper/model behavior: DAC latent mismatch vs qwen3_omni_moe feature-length calculation." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different losses and failure modes in different object-detection models." + "reason": "Different failures in different models: AMP crash vs auxiliary losses omitted when denoising is off." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "A config construction bug in SwitchTransformers is unrelated to a torch.compile/SDPA failure in Bamba-9B-v2." + "reason": "Different bugs: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different code paths and domains: CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." + "reason": "One is a missing flash-attention helper import, the other is broad Torch 2.10 incompatibility." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "One is a missing internal flash-attention symbol; the other is a broad Torch 2.10 compatibility complaint." + "reason": "Different models and issues: Bark CPU-offload device mismatch vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are distinct issues." + "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model families and different defects: Pegasus output regression vs Qwen recurrent-state reset." + "reason": "Both are model behavior regressions, but they affect different architectures and code paths." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the categories > 2^24 runtime limit." + "reason": "Unrelated: LoRA merge collapse with tied embeddings vs category-count runtime limit." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type defaults and flash_attention sink-less-model crashes are separate bugs." + "reason": "Different functionality: token-type defaults for Gemma4 fine-tuning vs flash_attention sink-less crash." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different loading failures: a base_model_prefix regression vs a specific Qwen3-VL weight-shape mismatch." + "reason": "Both are model-loading problems, but one is a base_model_prefix compatibility break and the other is a specific Qwen3-VL shape mismatch." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + "reason": "Different models and root causes: sparse-layer config bug vs tokenizer special-token registration/decode issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different errors: DAC latent mismatch vs unexpected position-id keys across models." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 decorator parsing error in DebertaV2Model is unrelated to the qwen3_omni_moe helper behavior." + "reason": "Python 3.13 JIT parsing/import issue is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "A torch.compile/SDPA model failure does not match a GraniteSpeech CI device-override test issue." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "No shared underlying bug: DAC latent reconstruction vs widespread unexpected position-id keys." + "reason": "Different regressions: Bamba torch.compile/SDPA vs GraniteSpeech stale CI device override." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different device/processor problems in different models; not the same failure path." + "reason": "Both are device-related, but one is an audio feature-extractor regression and the other is a Gemma4 PLE device_map mismatch." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Both are chat/video-template issues, but one crashes on assistant tool calls while the other has wrong vision_position_ids; not the same bug." + "reason": "Both are import errors, but they concern different missing symbols and different code paths." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different packaging regressions." + "reason": "Different multimodal problems: chat_template tool-call crash vs wrong vision_position_ids in Qwen2.5-VL video input." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU/offload/flash-related code, but the concrete failures are different and not mergeable as one PR." + "reason": "Different fixes needed: flash_attention s_aux=None handling vs Qwen3_5Moe rotary embedding CPU-offload compatibility." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer broadcast TypeError are unrelated." + "reason": "Completely different issues: clearer LayoutLMV3 error messaging vs Trainer broadcast TypeError." } ] }, @@ -8457,8 +8485,8 @@ "issue:38175|issue:44493", "issue:44857|issue:45072", "issue:44977|issue:45229", - "issue:44448|issue:44977", "issue:28218|issue:32090", + "issue:44448|issue:44977", "issue:43746|issue:46209", "issue:40444|issue:43526", "issue:43701|issue:45083", @@ -8466,245 +8494,245 @@ "issue:32090|issue:33357", "issue:43550|issue:45083", "issue:43873|issue:45229", - "issue:43927|issue:45698", "issue:42490|issue:43575", - "issue:44561|issue:44779", + "issue:43927|issue:45698", "issue:10000|issue:15354", - "issue:41720|issue:45229", - "issue:43278|issue:43329" + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "2d163f30ca884f74067c8f5da103b90138cf7e66972617c161a24a98ca4b5d50", + "prepared_review_unit_hash": "e7bc074d6bf585333f51936d6344e662d6d77124027aafbb32e190f2331faa95", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37039, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "serialized_chars": 37043, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer issues spanning unrelated models and subsystems. The only clear duplicate pair is the repeated Qwen3.5 Moe from_pretrained regression (#45310 / #45478).", - "confidence": 0.93, - "canonical_issue_reason": "#45310 is the earlier, fuller report of the exact same Qwen3.5 Moe from_pretrained failure; #45478 has the same title and appears to be a later duplicate.", + "summary": "This set is mostly a grab-bag of unrelated issues across different Transformers subsystems. I found one clear duplicate pair: the two Qwen3.5 Moe from_pretrained reports. All other soft matches look like broad thematic similarity rather than the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the better canonical for the Qwen3.5 Moe from_pretrained failure: it is the earlier report with more discussion and the same concrete failure mode as 45478.", "canonical_pr_reason": null, - "best_issue_reason": "#45310 is the best representative of the one true duplicate pair in this cluster and has the clearest original context.", + "best_issue_reason": "Issue 45310 is the strongest issue to keep overall because it is the clearest exact-duplicate target among the cluster and has the most complete original report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Both are loader/runtime bugs, but one is a dtype drift issue and the other is an incorrect pipeline error message; different failure modes." + "reason": "Different bugs: one is a training/evaluate dtype mismatch, the other is a pipeline error-message regression about translation tasks." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error handling vs a missing import-utils symbol; unrelated bugs despite both touching imports." + "reason": "Both involve import/availability handling, but they are unrelated code paths: tokenizer protobuf error masking vs a missing utility symbol." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "One is a SigLIP2 docs/example mismatch and quantization failure; the other is a Beit fast processor label-reduction bug." + "reason": "Different models and failures: SigLIP2 documentation example errors vs BEiTImageProcessorFast reduce_labels behavior." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same model, same from_pretrained regression; #45478 is a duplicate of #45310." + "reason": "Same underlying bug: both report transformers>=5.4.0 causing Qwen3.5 Moe from_pretrained loading failures, with matching titles and symptoms." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different code paths: SwitchTransformers sparse-layer config creation vs qwen3_omni_moe feature length calculation." + "reason": "Both are model/config helper bugs, but one is SwitchTransformers sparse-layer creation and the other is qwen3_omni_moe feature-length calculation." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs/example problems are unrelated to the position-id/key warning regression." + "reason": "The first is a SigLIP2 docs/model-processing issue; the second is a position-id key warning across many models." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both mention CI/device behavior, but one is packed-weight unloading during accelerate loading and the other is a stale GraniteSpeech test." + "reason": "Both touch CI/accelerate loading, but one is about unpacking packed weights and the other is a stale GraniteSpeech device override test." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v4-v5 behavior changes, but they affect different models and likely different tokenizer/generation paths." + "reason": "Both are v4/v5 behavior regressions, but they affect different models and different code paths: Pegasus generation vs DeepSeek tokenization." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Sparse-layer config bug is not the same as a GraniteSpeech CI device override failure." + "reason": "SwitchTransformers sparse layer construction is unrelated to GraniteSpeech CI device override failures." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "One concerns SwitchTransformers layer construction; the other concerns D-FINE auxiliary losses when denoising is off." + "reason": "Different issues: sparse encoder layer creation vs D-FINE auxiliary loss behavior when denoising is disabled." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path slash warning is unrelated to a specific model-loading failure in unit tests." + "reason": "Both concern loading/import behavior, but one is a local-path slash warning and the other is a model-loading failure for GLM-4.7-Flash." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP CUDA crash are different bugs." + "reason": "Different failures in different settings: CPU offload device mismatch for bark-small vs float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both are loading/training issues, but one is a Llama 3.2 Vision model-loading regression and the other is embedding reinitialization after resize." + "reason": "Distinct model-loading problems: Llama 3.2 Vision load breakage vs embedding reinitialization after resizing token embeddings." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A discussion about a missing DSA indexer ReLU is unrelated to removal of is_torch_fx_available." + "reason": "The DSA indexer discussion is unrelated to the v5 removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "AutoTokenizer producing wrong IDs is a distinct regression from return_tensors being ignored when text_kwargs is passed." + "reason": "AutoTokenizer wrong token IDs across models is a tokenizer regression; the other is return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific inference issue, not the generic position-id key warning." + "reason": "One is unexpected zero probabilities in SigLIP2; the other is unexpected key warnings with position ids." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different failures: LwDetrImageLoss AMP crash vs dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Both are numeric-precision issues, but they are different models and code paths: LwDetrImageLoss AMP crash vs dtype mismatches in inference." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to Gemma4 multi-GPU OOM." + "reason": "Different model families and symptoms: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Both mention output differences, but they are different models and different mechanisms (Pegasus output drift vs Qwen3.5 flash-attention failure)." + "reason": "Tokenizer-added-space issue is not the same as Trainer/_gpu_broadcast_one failing on NoneType." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer extra-space behavior is unrelated to a Trainer NoneType GPU broadcast error." + "reason": "Pegasus output drift between v4 and v5 is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT adapter local-checkpoint loading and FP8 inference on B200 are different model/runtime problems." + "reason": "PEFT-adapter local checkpoint loading and FP8 inference on B200 are separate problems with no shared concrete failure mode." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure is not the same as a BeitImageProcessorFast label bug." + "reason": "Multimodal iterable dataset finetuning failure is unrelated to BEiTImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length computation." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are different defects." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP loading are different issues." + "reason": "Trainer NoneType broadcast error is unrelated to the MacOS bus error with community CLIP loading." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 does not match qwen3_omni_moe helper behavior." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization offloading behavior and multi-GPU OOM are distinct scaling/runtime problems." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Custom token IDs being lost on save/load is not the same as loading the wrong custom module after save_pretrained." + "reason": "Quantization offloading problems are not the same bug as Gemma4 multi-GPU OOM." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning and tensor-parallel OOM on Qwen2-57B are unrelated." + "reason": "Trailing-slash local model warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, but DeepSeek tokenizer regression is a separate tokenizer bug." + "reason": "DiaConfig custom token ID persistence and wrong custom-module loading after save_pretrained are different save/load bugs." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert issue and GeneratorExp torch.jit.script failure are clearly unrelated." + "reason": "These are unrelated historical issues: German DistilBertModel error vs GeneratorExp unsupported by torch.jit.script." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is a different failure from Gemma4 multi-GPU OOM." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer regression." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the undefined variable bug in multimodal token counting." + "reason": "Embedding dtype drift between train/eval is unrelated to the multimodal token-count helper video branch bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different model/runtime failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is heterogeneous, and the only clearly supported duplicate pair is #45310/#45478, which have the same title and model context. The soft-edge verdicts are conservative and the non-duplicate calls are well-justified by differing failure modes or subsystems." + "feedback": "The evaluation is grounded in the packet and stays conservative overall. The only accepted pair, issue:45310 vs issue:45478, is well supported by identical titles plus closely matching Qwen3.5 Moe from_pretrained failure reports, and choosing the earlier issue as canonical is reasonable. The remaining soft matches are appropriately rejected as same-theme but different bug/path cases. No mergeability issues apply here since these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -8794,9 +8822,9 @@ "issue:44206|issue:44479", "issue:32090|issue:33290", "issue:45459|issue:45712", - "issue:44186|issue:45198", "issue:29127|issue:34567", "issue:33357|issue:39692", + "issue:44186|issue:45198", "issue:42490|issue:43873", "issue:43065|issue:45412", "issue:44871|issue:44977", @@ -8804,202 +8832,208 @@ "issue:44361|issue:45198", "issue:42915|issue:42994" ], - "prepared_review_unit_hash": "cb568611e7ab51cd2d3dfecf3b0197ea86e6682b7898ec1599e5368c0c587847", + "prepared_review_unit_hash": "8909718c591854269f34ca2c53e82d208a8e9095ab7287be00efac0ec8cee389", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36119, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly retrieval noise: the issues span many unrelated Transformers subsystems (tokenizers, model loading, generation, quantization, export, trainer, docs) and the soft links are mostly keyword-level similarity rather than the same bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "If a representative issue is needed, #43873 is the broadest active bug and has the most external attention, but the set is not a true duplicate cluster.", + "summary": "This set is mostly a loose semantic cluster rather than true duplicates: the issues cover unrelated models, tokenizers, quantization, serving, and eval/training regressions. I found no soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the broadest and most active item in the set (open, 12 discussions, 5 inbound refs) and best fits as the representative issue for the cluster, even though the surrounding issues are largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the best single representative for triage because it is open, broader in scope than most others, and has multiple inbound references.", + "best_issue_reason": "Issue 43873 is the best global issue candidate because it is the most broadly scoped and most externally referenced item here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Both are import/loading failures, but they hit different code paths and models: Gemma processor import vs loading physical-intelligence/fast." + "reason": "Different failures: a flash-attention import error vs a model loading failure for physical-intelligence/fast." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning about num_return_sequences in paged generate()." + "reason": "Qwen3.5 flash-attention generation regression and a stale num_return_sequences warning are unrelated." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash in LwDetr is unrelated to a flash_attention AttributeError on s_aux=None." + "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py crashing on s_aux=None." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs in different layers." + "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings are different bugs." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common is not the same as the flash_attention s_aux=None crash." + "reason": "Gemma 4 processor import/dependency failure is not the same as the flash-attention s_aux=None crash." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift between train/eval is distinct from gradient checkpointing being unsupported in eval mode." + "reason": "Both involve eval-mode behavior, but one is a dtype change and the other is gradient checkpointing support." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export issues and flash_attention runtime crashes are different code paths and failure modes." + "reason": "Executorch export failures for Gemma3n are unrelated to the flash_attention.py AttributeError." }, { "left": "issue:43611", "right": "issue:46285", "accept": false, - "reason": "Both concern loading/model structure changes in v5, but they affect different model families and concrete breakages." + "reason": "Both touch model-loading structure, but one is a base_model_prefix regression and the other is a CLIP class layout inconsistency." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 PLE device mismatch under device_map=\"auto\"." + "reason": "Flash-attention s_aux handling and Gemma4 device-map mismatch are different forward-path bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4 processors, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve." + "reason": "They both mention Gemma4, but one is a missing import from mistral_common and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Generation output changes and lm_head.weight serialization differences are separate regressions." + "reason": "A generation output regression and a tied-weights serialization inconsistency are separate issues." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version incompatibility and DeepseekV3MoE divergence are unrelated." + "reason": "Python-version compatibility and DeepseekV3MoE divergence are unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is not the same bug as Fuyu's bare except swallowing errors." + "reason": "Wav2Vec2 save/tokenization failure is not the same as Fuyu's bare except swallowing errors." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nested-list output and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error and stale num_return_sequences warning are different issues." + "reason": "Category-count limit error and stale warning emission are not the same bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are different code paths." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage and rope validation TypeError come from different mechanisms." + "reason": "Loading break with base_model_prefix and rope-validation TypeError are unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video input regression." + "reason": "A LasrFeatureExtractor argument crash and a Qwen video-input regression are different model/input bugs." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are not the same bug." + "reason": "Trainer broadcast TypeError and deepspeed Adafactor OOM are not the same underlying issue." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking from protobuf absence is unrelated to leftover dummy classes in dummy_pt_objects.py." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are different tokenizer/model bugs." + "reason": "Tokenizer exception masking and leftover dummy classes are separate maintenance bugs." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and num_input_tokens_seen not updating are unrelated trainer/UI issues." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on a pretrained CLIP model and SigLIP2 docs example errors are different problems." + "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different failure modes." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path trailing-slash import warning is not the same as quantization offloading malfunction." + "reason": "Local-path slash warning and quantization/offloading malfunction are not the same bug." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated." + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure are different bugs." + "reason": "Gemma3 EOS-token config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in SAM3 and SigLIP2 nonsense outputs are different issues." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete root cause." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are different quantization-related issues, not the same bug." + "reason": "Both involve quantization, but one is a config/runtime failure for Qwen3Moe and the other is a quantized-model saving bug." } ] }, @@ -9080,8 +9114,8 @@ "issue:45412|issue:46369", "issue:43994|issue:45412", "issue:44265|issue:45198", - "issue:43756|issue:45440", "issue:43381|issue:43701", + "issue:43756|issue:45440", "issue:43421|issue:45491", "issue:43653|issue:44442", "issue:29127|issue:33357", @@ -9090,13 +9124,13 @@ "issue:29942|issue:36010", "issue:43994|issue:46369", "issue:43526|issue:45834", - "issue:43526|issue:44186", "issue:29127|issue:35141", + "issue:43526|issue:44186", "issue:44625|issue:45584", "issue:43761|issue:45859", "issue:43575|issue:43701", - "issue:42915|issue:43931", "issue:44442|issue:45072", + "issue:42915|issue:43931", "issue:42490|issue:43381", "issue:43575|issue:44387", "issue:43334|issue:43531", @@ -9105,20 +9139,20 @@ "issue:44464|issue:45491", "issue:43262|issue:44206" ], - "prepared_review_unit_hash": "2813e0c55aa88d34ed8ad97c86cac41c1751f413ed6f5109fafb5317cdb9ab44", + "prepared_review_unit_hash": "8635b74dfce5ec0df88243042b3ce66050c1a1dd3b4e0a21fc9c70c667ea089b", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36941, + "serialized_chars": 36944, "estimated_input_tokens": 9236, "estimated_eval_tokens": 18728 }, @@ -9127,198 +9161,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across different models and code paths; none of the soft pairs look like true duplicates or mergeable sameness.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44462 is the clearest concrete bug report in the set: it names a specific failing behavior in AutoTokenizer loading `tokenizer.json` from a repo and is straightforward to reproduce and fix.", + "summary": "Loose issue cluster of mostly unrelated Transformers regressions and model-specific bugs. None of the soft edges look like true duplicates; the closest subtheme is tokenizer/loading behavior, with issue 44462 as the best representative.", + "confidence": 0.71, + "canonical_issue_reason": "No strong duplicate cluster emerges. issue:44462 is the cleanest, most broadly applicable loader regression in the set (AutoTokenizer ignoring tokenizer.json), so it is the best issue representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the strongest standalone issue candidate because it is specific, actionable, and centered on a single code path rather than a vague symptom.", + "best_issue_reason": "issue:44462 is user-visible, reproducible, and broader than the model-specific edge cases here, making it the most suitable standalone issue to keep as the representative of the cluster's closest theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Different subsystems and symptoms: Flash Attention 2 test failures vs image processor void segmentation map handling." + "reason": "Unrelated failures: Flash Attention tests vs image processor handling of void segmentation maps." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Unrelated failure modes: a missing `ReasoningEffort` import vs tokenizer errors being masked when protobuf is absent." + "reason": "Different tokenizer/processor loading problems with different causes: missing ReasoningEffort import vs protobuf error masking." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Different problems: embedding dtype drift during eval vs tensor-parallel model loading OOM." + "reason": "Different bug classes: dtype change in eval vs tensor-parallel load OOM." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both are tokenizer-related, but one is a wrong decoder type in v5 and the other is ignoring `tokenizer.json` during loading; not the same bug." + "reason": "Both touch tokenizer loading, but one is decoder-type regression and the other is AutoTokenizer source selection; not the same bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is a model cleanup leak and the other is model load overflow; different code paths." + "reason": "Both mention memory, but one is cleanup on deletion and the other is overflow during model use; different code paths." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different domains: SigLIP2 inference quality vs RT-DETR memory release behavior." + "reason": "Different model/runtime issues: nonsensical outputs vs memory release on deletion." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "Different failures: `torch.export` compatibility with `torch_compilable_check` vs save/tokenization issues for Wav2Vec2." + "reason": "torch.export failure with torch_compilable_check is unrelated to save_pretrained/tokenization failure." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Different model-specific implementation bugs: Smollm3 RoPE layer dropping vs DeepseekV3MoE divergence from remote implementation." + "reason": "Gradient checkpointing in eval mode is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Different behaviors: gradient checkpointing in eval mode vs resume-from-checkpoint key mismatch." + "reason": "Different model implementations and different divergence symptoms; not mergeable as one fix." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Different tokenizer/runtime issues: special-token post-processor updates vs NaNs from sliding-window attention on mixed-length batches." + "reason": "Special-token post-processor update bug is unrelated to NaN embeddings in mixed-length GPU batching." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but one is a BigBird special-token registration bug and the other is AutoTokenizer loading a specific tokenizer class." + "reason": "BigBird special-token registration bug is not the same as AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Completely different issues: LayoutLMv3 error messaging vs a MacOS bus error on a CLIP community model." + "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "An import error for a specific model class is not the same as a general dependency issue." + "reason": "ImportError for a missing model class is not the same as a generic dependency issue with transformers." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different model families and bugs: DeepseekV3MoE implementation divergence vs D-FINE auxiliary loss handling." + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Different topics: Flash Attention 2 tests vs missing `GenerationMixin` import." + "reason": "Failing Flash Attention tests and GenerationMixin import failure are unrelated." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "No overlap beyond broad inference problems; one is SigLIP2 output quality and the other is a memory overflow on sam3-litetext." + "reason": "Different symptoms and models: SigLIP2 bad outputs vs sam3-litetext memory overflow." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different image-processing bugs: label reduction in BeitImageProcessorFast vs long OCR index errors in Kosmos2.5." + "reason": "BEiT label reduction bug is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Both touch preprocessing, but the bugs are distinct: Beit label reduction vs LayoutLMv2 tokenizer crashes on NER/padding." + "reason": "Error-message clarity for LayoutLMv3 is unrelated to embedding reinitialization in post_init." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Unrelated: unclear layoutlmv3 error messaging vs embedding reinitialization after resizing token embeddings." + "reason": "ImageProcessor label reduction and LayoutLMv2 tokenizer crashes are different bugs." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different model families and code paths: Qwen3.5 config propagation vs Whisper empty-transcription generation after token alignment." + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation failures." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different failures: CLIPVision hidden states regression vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload compatibility." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Different bugs: tensor-parallel OOM on model load vs checkpoint key mismatch during resume." + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch do not share a concrete code path." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen model loading issues, but one is FineGrainedFP8Config failure and the other is weight-shape mismatch; not the same underlying bug." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Unrelated tokenizer loading failure vs dtype mismatch in bfloat16 inference." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL shape mismatch are different model-loading bugs." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Completely different concerns: trailing-slash local path warning vs gradient checkpointing in eval mode." + "reason": "Trailing-slash import warning is unrelated to gradient checkpointing eval-mode behavior." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both involve memory/OOM, but one is tensor-parallel model load OOM and the other is increased reserved memory under int4 quantization." + "reason": "Both involve OOM, but one is tp loading and the other is int4 reserved-memory growth; too different to merge." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-related, but one is a missing `pad_token_id` load error and the other is a sliding-window model behavior issue." + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Different symptoms and subsystems: Qwen3.5 flash-attention generation vs a category-count runtime limit." + "reason": "Flash-attention generation bug is unrelated to the categories > 2^24 runtime limit." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Distinct bugs: Beit image label reduction vs LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "Label-array reduction bug and float16 AMP crash are unrelated." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Different generation/attention bugs: compiled forward causing inconsistent chunked generation vs NaNs from sliding-window attention on mixed-length batches." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to mixed-length NaN embeddings." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different audio/image feature issues: chat-template sampling-rate default vs unsupported `center` argument in LasrFeatureExtractor." + "reason": "Default 16kHz sample-rate handling is unrelated to the unsupported center argument crash." } ] }, @@ -9395,47 +9429,47 @@ "issue:43452|issue:45588", "issue:43646|issue:44077", "issue:33290|issue:34689", - "issue:44062|issue:45907", "issue:33290|issue:34567", + "issue:44062|issue:45907", "issue:33290|issue:35141", "issue:43381|issue:43873", - "issue:45003|issue:45440", "issue:44442|issue:44898", + "issue:45003|issue:45440", "issue:43761|issue:44079", "issue:43723|issue:45479", "issue:42490|issue:44743", "issue:43316|issue:43525", - "issue:42175|issue:46234", "issue:34689|issue:43611", + "issue:42175|issue:46234", "issue:43232|issue:43388", "issue:43720|issue:44442", "issue:43761|issue:44188", "issue:43931|issue:45216", - "issue:44077|issue:44479", "issue:34689|issue:36010", + "issue:44077|issue:44479", "issue:43493|issue:43827", "issue:33290|issue:36331", - "issue:44479|issue:45290", "issue:44987|issue:46178", + "issue:44479|issue:45290", "issue:44442|issue:45803", "issue:42907|issue:45698", "issue:43873|issue:44871", "issue:43749|issue:43931" ], - "prepared_review_unit_hash": "aebc71e69f8ce96df2c8340163430967288a78ac943206b97ea321aeb14f3f85", + "prepared_review_unit_hash": "3c56b08f1e14adeed3d53a9bedd52ed194b7f7757fc6a6bd6f71b3629a787d6b", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36308, + "serialized_chars": 36305, "estimated_input_tokens": 9077, "estimated_eval_tokens": 18410 }, @@ -9444,192 +9478,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues, mostly around model loading, serialization, and assorted regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates should be merged here.", - "confidence": 0.32, - "canonical_issue_reason": "issue:45698 is the best single representative because it is an active, concrete from_pretrained/save_pretrained correctness bug with broad user impact and clear triage value.", + "summary": "This cluster is noisy and mostly mixes unrelated Transformers regressions across loading, generation, tokenization, and model-output behavior. None of the soft pairs look like the same underlying bug/change closely enough to merge or dedupe.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45698 is the best representative anchor: it is an active, broad from_pretrained/save_pretrained custom-module loading regression with clear user impact and good centrality among the loading-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest issue to keep surfaced: it is open, specific, and describes a real loading bug rather than a vague regression or documentation-only problem.", + "best_issue_reason": "issue:45698 is the strongest standalone issue in the set because it is open, specific, actionable, and closest to the common loading/saving regression theme that appears repeatedly in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different bugs: recurrent-state reset in Qwen3.5 vs Whisper processor batch_decode handling." + "reason": "Different code paths: recurrent-state reset in modular Qwen vs Whisper processor batch_decode skip_special_tokens handling." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: tokenizer/model loading with gguf_file vs flash_attention crashing on s_aux=None." + "reason": "One is tokenizer/model loading via gguf, the other is a flash_attention crash on s_aux=None; not the same bug." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both touch model init, but one is custom model initialization under v5 and the other is a patchtsmixer post_init policy issue." + "reason": "Broad v5 custom model init regression vs patchtsmixer post_init policy change; related area but not one concrete defect." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Completely different failures: DeepSpeed Adafactor OOM vs Llama 3.2 vision model loading regression." + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 Vision model loading breakage." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer AddedToken argument collision is unrelated to list_repo_files not forwarding revision." + "reason": "Optimizer memory issue and TrainerState token counter bug are unrelated." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "OOM in training optimizer use is unrelated to TrainerState token counter not updating." + "reason": "AddedToken special-argument duplication vs list_repo_files not forwarding revision are separate APIs and failures." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "No shared underlying bug: optimizer OOM vs embedding resize/post_init reinitialization." + "reason": "OOM during training is not the same as output embedding reinitialization after resize_token_embeddings." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is unrelated to quantization/offloading behavior." + "reason": "Gradient checkpointing eval-mode behavior and quantization offloading are different subsystems and failure modes." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Both involve model internals, but one is unsafe sys.modules access and the other is DeepseekV3MoE parity divergence." + "reason": "Tokenizer loading failure vs Perceiver image classification with interpolate_pos_encoding are not the same bug." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image-classification resize failure are different subsystems and bugs." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE behavioral divergence." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVisionModel forward regression; the other is a generic ModelOutput key assignment bug." + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are distinct issues." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and sequence-classification zero-loss regression are unrelated." + "reason": "Tokenizer loading in v5 and zero-loss sequence classification are unrelated bug classes." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local path trailing-slash import warning is unrelated to recurrent state reset in qwen3.5." + "reason": "Local-path slash warning is unrelated to recurrent-state reset with cache." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API issues, but they affect different models and different missing/inconsistent fields." + "reason": "Gemma3TextConfig API discrepancy and Llama4Config pad_token_id missing are different config-model mismatches." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Backend packaging omission for tensorflow is unrelated to a missing import_utils helper." + "reason": "Both involve model loading, but they are different concrete regressions: Llama 3.2 Vision loading vs base_model_prefix handling." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Both are loading regressions, but they arise from different causes and model-loading paths." + "reason": "Missing tensorflow backend in extras install is not the same as a missing import_utils helper symbol." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs handling and metric-gathering label truncation are unrelated." + "reason": "Generation kwargs after sync_gpus and last-batch label truncation are unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerated-loading unpacking bug is unrelated to AutoTokenizer failing on a specific tokenizer class." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to torch.compile attention-kernel branching." + "reason": "CLIPVision hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load and incorrect save_pretrained output are different bugs." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression are separate model-loading/saving bugs." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Patchtsmixer post_init policy and Qwen video-input regression are separate issues." + "reason": "Llama model loading breakage is not the same as the GenerationMixin import error." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Model-loading breakage for Llama 3.2 Vision is unrelated to the GenerationMixin import error." + "reason": "Optional post_init allowance in patchtsmixer and video-input regression in Qwen VL models are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are not the same defect." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Training OOM is unrelated to CustomTrainer.compute_loss keyword incompatibility." + "reason": "Adafactor/DeepSpeed OOM and CustomTrainer.compute_loss signature mismatch are unrelated training bugs." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Video-input regression for Qwen models is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "Loading physical-intelligence/fast on v5.1.0 and tensorflow_text backend mapping are different installation/loading problems." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "A model-loading regression and a backend-mapping ValueError are different problems." + "reason": "Video-input regression for Qwen VL models and chat-template crashes on tool-call assistant messages are different code paths." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is unrelated to the bare-except bug in FuyuBatchFeature.convert_to_tensors()." + "reason": "Tokenizer loading failure and FuyuBatchFeature bare-except error are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both mention save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + "reason": "Saving dequantized Ministrals/Devstrals and wrong custom-module loading after save_pretrained are not the same bug." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to eos_token_id configuration inconsistency." + "reason": "Quantization offloading behavior and Gemma eos_token_id inconsistency are distinct issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are different loading failures." } ] }, @@ -9711,10 +9745,10 @@ "issue:45803|issue:46365", "issue:25251|issue:28282", "issue:43295|issue:43825", - "issue:43550|issue:43701", "issue:42617|issue:43575", - "issue:43606|issue:43701", + "issue:43550|issue:43701", "issue:43065|issue:44617", + "issue:43606|issue:43701", "issue:43575|issue:43742", "issue:16998|issue:22355", "issue:43540|issue:44514", @@ -9727,201 +9761,201 @@ "issue:44077|issue:44534", "issue:43404|issue:43441", "issue:45803|issue:46170", - "issue:43388|issue:43688", "issue:44871|issue:46050", + "issue:43388|issue:43688", "issue:43761|issue:44479", "issue:41950|issue:43475" ], - "prepared_review_unit_hash": "1c66b199eb2c8a25abdf7d8e7325a2b28063c9d430ac520f8e25f6b83d0f7b05", + "prepared_review_unit_hash": "81725582b4d17bbe39a2aef7c9546fad89a63623ed9ab7b6b33b32acc9c7cda2", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35886, - "estimated_input_tokens": 8972, - "estimated_eval_tokens": 18200 + "serialized_chars": 35892, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly thematically similar Transformers issues, but the titles point to distinct bugs, models, and code paths; I would not merge any of the soft pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:41950 is the broadest active issue in the set, with inbound references and a clear user-facing pipeline regression, so it is the best representative if one issue must anchor the cluster.", + "summary": "The set is dominated by unrelated transformer bugs and regressions with only superficial topical overlap. None of the soft pairs look like the same concrete bug or change, so all pair candidates are rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:41950 is the strongest standalone bug report here: it is open, has active discussion and inbound references, and describes a concrete, reproducible pipeline regression. It is the best canonical anchor among these items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41950 is the best single issue representative because it is open, fairly generic, and already attracts references; it fits the cluster better than the more narrowly scoped model-specific reports.", + "best_issue_reason": "issue:41950 is the most suitable global issue anchor because it is specific, current, and has the most external signal among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config/load-reload bugs, but one is about trust_remote_code losing fields and the other is GPTNeoX rotary_pct not persisting; different models and failure modes." + "reason": "Both are config round-trip problems, but one is about trust_remote_code loading and missing fields while the other is a GPTNeoX rotary_pct reload regression; different code paths and failures." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern config API shape for multimodal models, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config not unwrapping text_config for Qwen 3.5/3.6." + "reason": "Both concern multimodal/text_config API handling, but one is a Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen 3.5/3.6; not the same bug." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "One is a dataset loading problem in an example script; the other is model class resolution for a specific checkpoint. Different subsystems." + "reason": "Completely different failures: local dataset loading in an example script versus an unrecognized model/config error." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing for DebertaV2Model and a DeepSpeed ZeRO3 deque IndexError are unrelated bugs." + "reason": "Unrelated issues: Python 3.13 torch.jit parsing/IndentationError versus DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The first is not a technical bug report, while the second is a Gemma pipeline roundtrip/tokenization issue; no shared code path." + "reason": "No meaningful overlap: a placeholder issue title versus a Gemma pipeline roundtrip bug." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu preprocessing is unrelated to Trainer import failure tied to datasets on import." + "reason": "Different subsystems and symptoms: exception handling in Fuyu batch conversion versus Trainer import failure caused by datasets." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are unrelated." + "reason": "Different areas entirely: pipeline top_k output shape versus missing PyTorch dependency for AutoModel." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "One is a processor.tokenizer regression when passing images; the other is an incorrect pipeline error message about translation support. Different fixes." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both are regressions in v5-era processor/pipeline behavior, but they affect different APIs and different failures; not one concrete bug." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A 3d_parallel.py execution issue and a tensor-parallel OOM on Qwen2-57B are different problems." + "reason": "Unrelated: a script execution failure versus loading a large Qwen model with tensor-parallel OOM." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint resume key mismatches." + "reason": "Different bugs: torch.compile/SDPA failure in Bamba versus checkpoint key mismatch on resume." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a Sam3Video OOM are not the same underlying bug." + "reason": "Same model family name, but one is a dummy Conv2d concern in Sam3PixelDecoder and the other is a CUDA OOM in Sam3Video; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "No shared underlying issue: CPU offload device mismatch versus resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM for a large Qwen model and a key error loading MobileLLM are unrelated." + "reason": "A tensor-parallel OOM and a key error while loading MobileLLM are distinct failures." }, { "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." + "reason": "Completely unrelated: model_max_length behavior versus missing transformers.onnx module." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve multimodal/video processing, but they affect different Qwen processors and different input/templating paths." + "reason": "Both are Qwen multimodal processing bugs, but one is a video-input ValueError in Qwen3OmniMoe and the other is batched apply_chat_template padding behavior in Qwen2_5_VL; different code paths." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "A config API discrepancy for Gemma3TextConfig is unrelated to a dtype mismatch between image preprocessor and model in Mistral-3." + "reason": "Different model-specific problems: Gemma3TextConfig API inconsistency versus Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id configuration inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenization bugs." + "reason": "Different models and defects: Gemma eos_token_id mismatch versus Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Sam3 litetext memory overflow are different model/runtime issues." + "reason": "Unrelated issues: OmDet-Turbo image-size mismatch versus SAM3 LiteText memory overflow." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos_token_id mismatch touch different components and fixes." + "reason": "Both involve processor/model config regressions, but the concrete bugs are different and not mergeable as one fix." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage across workflows and a janus image-generation test failure are not the same defect." + "reason": "Different scope: ESM2 model breakage versus a janus test failure." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "A post_init policy change for patchtsmixer and junk-filled non-persistent buffers are unrelated." + "reason": "One is about optional post_init being disallowed for patchtsmixer; the other is about non-persistent buffers being filled with junk. Different issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are distinct code paths." + "reason": "Related model family, but one is lm_head weight tying and the other is FlashAttention failure; distinct concrete bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "FuyuBatchFeature exception handling and Windows/ROCm torch.distributed import issues are unrelated." + "reason": "Different concerns: Fuyu exception swallowing versus Windows/ROCm import dependency issues." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Last-batch label trimming in gather_for_metrics and auxiliary-loss normalization in MoE models are different training bugs." + "reason": "No direct relation: Gemma token ID inconsistency versus quantized model save/load breakage." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage after sinq are unrelated." + "reason": "Both touch training/metrics behavior, but one is gather_for_metrics label truncation and the other is auxiliary-loss normalization; not the same bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video input regressions affect different model families and failure modes." + "reason": "Different regressions: CLIPVisionModel hidden_states handling versus Qwen video input regression." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline looking for image processors and a missing Sam3VisionEncoderOutput attribute are different pipeline/model errors." + "reason": "Different SAM/video-related failures: pipeline processor selection versus missing fpn_position_embeddings on a vision encoder output." } ] }, @@ -9996,12 +10030,12 @@ "soft_pairs": [ "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:43673|issue:44743", "issue:45127|issue:45200", + "issue:43673|issue:44743", "issue:32090|issue:35141", "issue:43572|issue:46178", - "issue:43504|issue:45698", "issue:44617|issue:45584", + "issue:43504|issue:45698", "issue:44734|issue:45406", "issue:45542|issue:46234", "issue:43525|issue:43531", @@ -10011,214 +10045,214 @@ "issue:45381|issue:46369", "issue:43931|issue:44060", "issue:44534|issue:44913", - "issue:44190|issue:44964", "issue:44792|issue:45600", + "issue:44190|issue:44964", "issue:44464|issue:45563", - "issue:43827|issue:43994", "issue:35141|issue:42490", - "issue:44855|issue:45588", + "issue:43827|issue:43994", "issue:44479|issue:44734", - "issue:41720|issue:45245", + "issue:44855|issue:45588", "issue:44617|issue:46369", + "issue:41720|issue:45245", "issue:44521|issue:45381", "issue:43065|issue:44610" ], - "prepared_review_unit_hash": "389f5c9b392c12cbc1050222bd82a55c0cc2916b0e75eb4edf63d4317ffeaaed", + "prepared_review_unit_hash": "af901f971abb35a457eb89802116dd18f3eb26c6bd1d969d65fb903756acedb6", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35640, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bugs and regressions. I would reject all soft duplicate edges; they share broad themes like loading, cache, or v5 regressions, but not the same concrete bug or fix path.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest umbrella report here (v5 breaking custom model initialization) and the closest thing to a representative issue, though the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "This cluster is mostly a loose semantic grouping of Transformers issues around v5 regressions, loading/configuration edge cases, and model-specific bugs. I don\u2019t see any true duplicate pairs among the soft edges; the titles point to different code paths, models, or failure modes.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set: \"Transformers 5.0.0 breaks custom model initialization.\" It best captures the cluster\u2019s general v5 regression theme, even though the cluster itself is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best global representative because it is the most general and central v5 regression report among these issues; however, it should be treated as a loose umbrella, not a proven duplicate target.", + "best_issue_reason": "issue:43646 is the best single representative issue because it is high-level and spans the widest portion of the shared theme (v5 initialization/loading regressions) without being tied to one narrow model or API surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both are configuration/loading regressions, but one is a generic v5 init break and the other is a GPTNeoX config field reset; different bugs and fixes." + "reason": "Broad v5 initialization regression vs a GPTNeoXConfig reload defaulting bug; different failure modes and code paths." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "One concerns gguf_file support in AutoTokenizer/AutoModel loading, the other is an unrecognized model due to missing model_type; related area, different failure." + "reason": "GGUF loading path breakage in tokenizer/model loaders vs generic unrecognized model_type/config loading failure." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Both involve cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5; not the same code-path bug." + "reason": "LoRA merge with extended vocab collapse vs Gemma 4 token-type defaulting for text-only fine-tuning; unrelated bugs." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Extended-vocab LoRA collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Missing GenerationMixin cache in chunked_prefill vs recurrent states resetting in modular_qwen3_5 with seq_len>1; different internals." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to embedding reinitialization after resize." + "reason": "Trainer GPU broadcast TypeError vs embedding reinitialization after resize; not the same underlying defect." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and missing tensorflow_text backend mapping are different subsystem issues." + "reason": "StableLmConfig pad_token_idx regression vs backend registry missing tensorflow_text; unrelated configuration/import issues." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Both are model-loading problems, but one is a legacy-field preset load bug and the other is wrong custom-module resolution after save/load; not the same defect." + "reason": "Sam3Video memory/OOM issue vs Whisper empty transcription failure after align_special_tokens; different models and symptoms." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated." + "reason": "Legacy field breaking Beit semantic segmentation model preset loading vs custom module selection after save/load; different loaders." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache tensor indexing crash in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing crash in serve vs Gemma4Processor missing _tokenizer in serve; different crashes." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Tensorboard/TensorFlow backend mismatch and missing is_falcon_mamba_ssm_available are different import/backend issues." + "reason": "TensorFlow backend detection issue from tensorboard-only install vs missing is_falcon_mamba_ssm_available helper; unrelated import-utils bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are unrelated config bugs." + "reason": "Llama4Config missing pad_token_id vs Qwen3-MoE sliding_window behavior; not the same bug." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning about num_return_sequences is not the same as Whisper failing on empty transcription." + "reason": "Paged generate warning cleanup vs Whisper alignment failure on empty transcription; different generation paths." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A failed janus image-generation test and Qwen3.5 flash-attention generation bug are different model/path regressions." + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; different models/code paths." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression and load-balancing loss omission are different behaviors and fixes." + "reason": "CLIPVisionModel hidden_states regression vs load-balancing loss omission when router logits are off; unrelated behavior." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video input is unrelated to Sam3-LiteText memory overflow." + "reason": "Qwen2.5-VL video position IDs bug vs Sam3-LiteText memory overflow; not the same underlying issue." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are distinct model issues." + "reason": "Qwen3-VL weight shape mismatch on load vs incorrect tied-weights warning in Qwen3-Next; different model-loading problems." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk fill in v5 is unrelated to GPTNeoX rotary_pct reload behavior." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading in a training script and loading Phi-4 multimodal are different problems." + "reason": "Non-persistent buffers filled with junk vs GPTNeoX rotary_pct reload defaulting; separate v5 regressions." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus generation test failure and broken auto_mappings references are unrelated." + "reason": "Janus test failure vs stale auto_mappings references to removed Sam3LiteText configs; unrelated issues." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to a stale num_return_sequences warning." + "reason": "Local dataset loading in a training script vs loading a specific multimodal model with latest transformers; different scopes." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Docs still referencing pipeline() and Siglip2 nonsensical outputs are not the same bug." + "reason": "Compiled-forward chunked generation inconsistency vs stale num_return_sequences warning; not the same bug." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash import warning are different loading behaviors." + "reason": "Embedding reinit after resize vs trailing-slash local model import warning; distinct loading/initialization concerns." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Python 3.13 IndentationError in torch.jit parsing and flash_attention s_aux=None crash are unrelated." + "reason": "Docs still referencing removed pipeline() vs SigLIP2 model producing nonsensical outputs with AutoModel/pipeline; documentation vs model behavior." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen models is not the same as wrong tensor indexing in transformers serve KV-cache continuation." + "reason": "Qwen video-input regression across several models vs serve KV-cache continuation indexing crash; separate regressions." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "cudaErrorAssert in Qwen3 auto device mapping and a categories-limit RuntimeError are unrelated." + "reason": "Python 3.13 import/parsing failure in DebertaV2Model vs flash_attention sink-less-model AttributeError; different subsystems." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related in Sam3 family models, but one is OOM and the other is a model-specific overflow report; not enough to treat as one bug." + "reason": "Sam3Video CUDA OOM vs Sam3-LiteText memory overflow; same family but different models and failure characteristics, not clearly one bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 vs category-count limit RuntimeError; unrelated." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." + "reason": "All-zero assistant masks in multimodal chat templates vs incorrect video vision_position_ids; both multimodal, but different defects." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different implementation issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor producing the wrong image size; different problems." } ] }, @@ -10303,17 +10337,17 @@ "issue:43540|issue:44734", "issue:44462|issue:45907", "issue:44737|issue:45803", - "issue:43335|issue:44190", "issue:44112|issue:45600", + "issue:43335|issue:44190", "issue:43116|issue:44190", "issue:46082|issue:46121", "issue:44938|issue:45542", "issue:45276|issue:45584", "issue:43295|issue:45276", "issue:45245|issue:45584", - "issue:43650|issue:44220", "issue:36246|issue:41628", "issue:43404|issue:45216", + "issue:43650|issue:44220", "issue:44246|issue:45003", "issue:42175|issue:44279", "issue:44186|issue:44734", @@ -10321,20 +10355,20 @@ "issue:36246|issue:38617", "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "a9dac92ef9f47c820ebe73ce6f0d1a4d441c5c910784151643984c8748664ca5", + "prepared_review_unit_hash": "284c11e41b56ba24e96147214f1433afe6dad03398c37a92a3f5964babf41233", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36092, + "serialized_chars": 36089, "estimated_input_tokens": 9023, "estimated_eval_tokens": 18302 }, @@ -10343,180 +10377,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. A few items share superficial themes like import/export regressions or config validation, but none of the soft pairs look like the same underlying bug/change, so I rejected them all.", - "confidence": 0.84, - "canonical_issue_reason": "issue:36246 is the clearest representative of the import/export regression theme and the most central issue in the small group of import-related reports, with multiple soft links around missing public API names.", + "summary": "The cluster is mostly a heterogeneous mix of unrelated Transformers bugs, with a few loose subthemes around import/export regressions, config loading, and model-specific runtime failures. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41628 is the clearest broad representative of the import/export regression subset: it is a user-facing import failure in the top-level Transformers API, with a concise title and likely high impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36246 is a straightforward, user-facing ImportError and the best single representative of the cluster\u2019s import-surface breakage subset, even though the overall cluster is not one duplicate bug.", + "best_issue_reason": "issue:41628 is the best issue to anchor this cluster because it is explicit, well-scoped, and more representative than the narrower model-specific import errors nearby.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Different problems: a missing import from image_utils vs a Qwen3.5 chat crash." + "reason": "Both are model-related failures, but one is an image_utils import error and the other is a Qwen3.5 chat crash; different code paths and fixes." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are regressions, but one is about non-persistent buffers and the other about rotary_pct reload behavior." + "reason": "One is about corrupted non-persistent buffers in 5.0.0, the other is GPTNeoXConfig losing rotary_pct on reload; distinct serialization/config bugs." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are Python-version breakages, but the root causes are unrelated: packaging support vs a JIT parsing/IndentationError." + "reason": "These are separate Python-version compatibility problems with different symptoms and root causes." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different code paths and symptoms: torch.compile/SDPA failure vs local dataset loading in an example script." + "reason": "Torch.compile/SDPA on Bamba-9B-v2 and local dataset loading in an image-classification example are unrelated." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Both involve utility/import behavior, but one is a cache-path collision and the other is a missing import flag." + "reason": "A cache-path collision for trust_remote_code is unrelated to a missing import-utils helper function." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both concern config handling, but they affect different models and different validation rules." + "reason": "Both involve config behavior, but one is patchtsmixer post_init validation and the other is granite_speech config strictness; not the same bug." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Unrelated bugs: SwitchTransformers layer construction vs a DebertaV2 import-time syntax/parsing issue." + "reason": "SwitchTransformers sparse-layer construction and a DebertaV2Model import parse error are unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both touch Qwen/model saving behavior, but one is LoRA/vocab collapse and the other is incorrect visual-encoder key saving." + "reason": "These are both Qwen-related, but one is LoRA/vocab weight collapse and the other is incorrect visual encoder keys on save_pretrained; different defects." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different failures in different paths: Qwen3OmniMoe video input processing vs serve KV-cache continuation indexing." + "reason": "Qwen3OmniMoe video-input validation and transformers serve KV-cache continuation indexing are different code paths." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Repository/file handling issues, but one ignores tokenizer.json and the other fails to forward revision to list_repo_files." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repo-access behaviors." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Different bugs: CPU tensor creation in XLNet vs exception swallowing in FuyuBatchFeature conversion." + "reason": "XLNet device placement and FuyuBatchFeature exception handling are separate bugs." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "No underlying duplicate: SwitchTransformers config construction vs an image-classification example dataset loading issue." + "reason": "Both affect CI, but they come from different stale references in different subsystems." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both are CI failures, but they stem from unrelated tests and unrelated model-mapping breakage." + "reason": "SwitchTransformers config construction and a local dataset loading script issue do not share an underlying cause." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both involve example scripts, but the failures are different tasks and different failure modes." + "reason": "A multi-label classification example bug and a local dataset loading bug are separate example-script failures." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different configuration bugs: head_dim validation vs JSON-loaded ignore-keys handling for RoPE validation." + "reason": "LlamaConfig head_dim validation and rope-params dict conversion with JSON-loaded lists are different config-validation issues." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Unrelated dependency/runtime problems: Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed." + "reason": "Python 3.14 import failure and missing TensorFlow backend due to pip extras are unrelated compatibility/dependency issues." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: resize_token_embeddings propagation vs Whisper empty-transcription generation." + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are different model behaviors." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both are regressions, but they affect different APIs and code paths." + "reason": "A regression in processor/tokenizer access is unrelated to Gemma4 resize_token_embeddings not propagating." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Completely different symptoms and subsystems." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "No duplication signal: a placeholder/nonspecific issue vs an audio feature extraction bug." + "reason": "Category-cardinality runtime error and Whisper empty-transcription handling are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different modules, so not the same underlying bug." + "reason": "Both are import errors, but they affect different symbols and modules, so they likely need separate fixes." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model families and different failures: weight tying vs incorrect save_pretrained checkpoint contents." + "reason": "Mistral3 lm_head tying and Qwen3.5 checkpoint save_pretrained correctness are different model-specific regressions." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is not the same as a feature-extraction bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Both touch import-time behavior, but one is performance and the other is unsafe sys.modules access." + "reason": "Import-time slowness and unsafe sys.modules access are related to importing, but not the same concrete bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Both mention dependencies, but one is a missing backend in extras installation and the other is a broader dependency issue." + "reason": "Missing TensorFlow in a torch extra install and a generic dependency issue are not the same underlying problem." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different failures: LayoutLMv2 tokenizer padding/NER crash vs server KV-cache continuation indexing." + "reason": "LayoutLMv2 tokenizer NER/padding failure and transformers serve KV-cache indexing are unrelated." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Unrelated: video-classification pipeline behavior vs a notebook syntax error." + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are missing-name ImportErrors, but the missing symbols and affected modules are unrelated." + "reason": "Two different missing imports from different modules; same broad symptom, but not the same bug." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are in flex_attention, but one is a compiled-kernel failure and the other is a bad PyTorch version check." + "reason": "Compiled flex_attention on torch>=2.9 and an incorrect PyTorch version check for AuxRequest are separate flex_attention issues." } ] }, @@ -10593,12 +10627,12 @@ "issue:43479|issue:45375", "issue:43643|issue:44496", "issue:38175|issue:43065", - "issue:44016|issue:44220", "issue:43854|issue:44964", "issue:44964|issue:45600", + "issue:44016|issue:44220", "issue:44112|issue:44964", - "issue:44561|issue:45632", "issue:46123|issue:46369", + "issue:44561|issue:45632", "issue:44734|issue:45632", "issue:43976|issue:44987", "issue:43531|issue:45600", @@ -10622,20 +10656,20 @@ "issue:45103|issue:45372", "issue:43577|issue:45216" ], - "prepared_review_unit_hash": "6048be386c87d6dc1aadf9def2d542894e72311a4761b1fedc4597dca3fb97ba", + "prepared_review_unit_hash": "64e8522151837e8148b73b2dc2457f1ab5fbf2354463d3a2cddb959bc1fabbba", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37076, + "serialized_chars": 37074, "estimated_input_tokens": 9269, "estimated_eval_tokens": 18794 }, @@ -10644,198 +10678,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated transformer bug reports across many models and subsystems; the high title similarity is mostly generic wording, not shared root cause. I found no convincing duplicate pairs.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical duplicate stands out here; issue 44964 is the strongest representative because it is a concrete, user-facing multimodal model-loading regression with a specific target and clear impact.", + "summary": "This cluster is highly heterogeneous: the items span unrelated model-loading, config, generation, attention, notebook, CI, and docs issues. None of the soft pairs look like the same underlying bug/change, so there is no credible duplicate/canonical merge candidate here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44964 is the best standalone issue in the set: specific, reproducible, and high-signal compared with the many broader or more ambiguous reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default None initialization vs. missing field being dropped by strict serialization." + "reason": "Both are config-default bugs, but they affect different model families and different fields/strict-handling behavior." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is generic unknown-model/config loading failure." + "reason": "One is about trust_remote_code dropping config fields; the other is about an unrecognized model_type in config.json." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different models and symptoms: SigLIP zero probabilities vs. Sam3PixelDecoder dummy Conv2d behavior." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features() implementation issues." + "reason": "Different models and different symptoms: zero probabilities in SigLIP2 vs a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different causes; not the same bug." + "reason": "Both are multimodal model loading failures, but they involve different models and likely different code paths." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading regression vs. stale auto_mappings references causing CI breakage are different problems." + "reason": "One is a specific model load failure; the other is stale auto_mappings references breaking CI." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "CI test failure on GraniteSpeech device override is unrelated to Phi-4 multimodal loading." + "reason": "A notebook syntax error is unrelated to an audio feature extraction bug." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Removal of a utility affecting trust_remote_code models is distinct from cache-path collisions for local models." + "reason": "CI device-override test flakiness is not the same bug as a model loading failure." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Different masking/batching bug vs. Sam3LiteText memory overflow; no shared code path." + "reason": "One is a batching/partial-output bug; the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is a missing removed API import and the other is a local cache-path collision." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache-path collision." + "reason": "KV-cache tensor indexing in serve is unrelated to trust_remote_code cache-path collisions." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility issue is not the same as a specific Qwen model-loading failure." + "reason": "Python-version support regression is different from a specific model load failure in transformers>=5.1.0." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to stale auto_mappings references." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to broken auto_mappings references for Sam3LiteText." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Dequantized save failure and FlashAttention failure affect different models and code paths." + "reason": "Same model family, but one is about saving dequantized weights while the other is a FlashAttention load failure." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to docs mentioning return_all_scores." + "reason": "A processor label-reduction bug is unrelated to a documentation mismatch in TextClassificationPipeline." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to t5gemma resize_token_embeddings not updating decoder embeddings." + "reason": "These are different model APIs: processor/tokenizer regression vs token-embedding resizing not reaching decoder.embed_tokens." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Missing ReasoningEffort import from mistral_common is unrelated to missing falcon mamba availability helper." + "reason": "Different missing imports in different subsystems; they do not share a concrete code-path failure." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unknown-model config loading failure is not the same as PIL image processors incorrectly requiring torchvision." + "reason": "Model config parsing failure is unrelated to image processor torchvision dependency handling." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is distinct from flash_attention.py crashing on s_aux=None." + "reason": "Both involve FlashAttention, but they affect different code paths and failure modes, so they are not mergeable as one fix." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to AddedToken keyword duplication." + "reason": "Notebook syntax error and AddedToken constructor argument conflict are unrelated bugs." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3 save_pretrained regression are different failures." + "reason": "Both mention Qwen, but one breaks loading and the other breaks save_pretrained checkpoint output." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI codes emitted by loading_report." + "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI escape codes in loading_report." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs mismatch in TextClassificationPipeline is unrelated to unknown-model loading errors." + "reason": "A docs/API wording issue is not the same as an unrecognized-model config loading error." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary losses." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different features and failure modes." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Qwen2_5_VL import failure and missing image_utils import are different import/export issues." + "reason": "Both are import errors, but they concern different missing symbols from different modules." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python compatibility vs. dependency issue with transformers are not the same bug." + "reason": "General dependency/version compatibility is too broad; these are not the same concrete defect." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Generic unrecognized model loading and missing text_config unwrapping are different config-handling bugs." + "reason": "Both are model/config loading issues, but one is unrecognized model_type while the other is failing to unwrap text_config for composite multimodal configs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling has nothing to do with tie_word_embeddings warnings in Qwen fine-tuning." + "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated training/configuration concerns." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Token embedding resize bug is unrelated to Whisper empty-transcription generation failure." + "reason": "Token-embedding resize propagation is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Non-informative request issue and FP8 B200 inference bug are unrelated." + "reason": "A vague placeholder issue is not the same as FP8 inference failure on B200." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation parsing crash is unrelated to Gemma 4 processor loading import error." + "reason": "Auto-docstring annotation handling and a missing ReasoningEffort import are different failures in different code paths." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are different model-specific problems." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are distinct model-specific bugs." } ] }, @@ -10910,22 +10944,22 @@ ], "soft_pairs": [ "issue:44242|issue:45200", - "issue:43299|issue:45357", "issue:38175|issue:44617", + "issue:43299|issue:45357", "issue:44521|issue:45325", "issue:44279|issue:45405", - "issue:39692|issue:43901", "issue:44779|issue:45812", "issue:44351|issue:45278", + "issue:39692|issue:43901", "issue:41950|issue:45020", "issue:43295|issue:44779", "issue:43479|issue:43525", "issue:41950|issue:45823", "issue:43299|issue:43854", - "issue:43976|issue:45405", "issue:44683|issue:45542", - "issue:43650|issue:46132", + "issue:43976|issue:45405", "issue:44462|issue:45081", + "issue:43650|issue:46132", "issue:44297|issue:44462", "issue:43450|issue:44279", "issue:44466|issue:45276", @@ -10938,154 +10972,154 @@ "issue:44623|issue:44749", "issue:44623|issue:45397" ], - "prepared_review_unit_hash": "d38362d8d3183f5228e542a37534821a32e7e715b0886e40710fb324814f2a80", + "prepared_review_unit_hash": "76a5aa1984dd7411d13b3da741103a7197ddd974e8b770c87eccf83f497796ce", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36036, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers regressions and docs/CI issues, with only weak thematic overlap in tokenizers, multimodal processors, and config/loading bugs. No pair looks like a true duplicate from the available evidence.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44462 is the broadest and most representative tokenizer-loading regression in the set; it sits near several other tokenizer-related reports, even though the cluster is not truly a single duplicate group.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best anchor for this cluster because it is user-facing, generic, and closest to the recurring tokenizer regression theme across the set.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, multimodal processor bugs, config/serialization issues, quantization/loading failures, docs problems, and CI housekeeping. None of the soft-edge pairs look like the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items are thematically broad but not the same defect, so a representative issue would be misleading.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a strong global representative because the cluster spans many unrelated failure modes rather than one root cause.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different bugs: router-logit load-balancing loss vs Gemma 4 multimodal config defaults." + "reason": "Different model families and different bugs: missing load-balancing loss vs. a multimodal config default for text-only fine-tuning." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is a loading failure and the other is incorrect save_pretrained key serialization." + "reason": "Unrelated problems: siglip2 zero probabilities versus a Sam3Video CUDA OOM." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 probability/output bug and Sam3Video CUDA OOM are unrelated." + "reason": "Both involve Qwen models, but one is a loading regression and the other is incorrect save_pretrained key serialization." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Different multimodal failures: assistant mask generation vs temporal position-id scaling." + "reason": "Different multimodal code paths: assistant mask generation versus rope/position-id scaling." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency/version mismatch and PEFT minimum-version bump are not the same underlying issue." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs-related, but they concern different examples and different APIs." + "reason": "A generic dependency issue is not the same as a specific MIN_PEFT_VERSION bump problem." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different model tokenizers and likely different code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-breakage report; 44351 is one specific missing import and not clearly the same defect." + "reason": "One is a missing HybridCache import; the other is a broad import-error report after upgrade." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation problems affecting different pipelines and behaviors." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code model breakage are unrelated." + "reason": "A pipeline processor selection bug is not the same as remote_code model breakage." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions: processor.tokenizer / image handling vs Deepseek tokenizer output." + "reason": "Different regressions: processor/tokenizer image handling versus wrong token IDs for Deepseek." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs in different model families; no shared code-path evidence." + "reason": "Different config classes and different missing/default attribute bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor lookup and Gemma4 device-mismatch are unrelated." + "reason": "Same broad multimodal area, but different failures and code paths; not mergeable as one fix." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both involve model loading, but one is Qwen3VL MOE loading and the other is GLM-4.7-Flash unit-test loading; no duplicate evidence." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python-version compatibility and unreleased PEFT dependency are separate environment problems." + "reason": "Different Qwen loading bug versus a GLM-4.7 test-loading issue." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "FlashAttention/torch compatibility and TensorBoard/TF backend setup are unrelated." + "reason": "Different subsystems: compiled flex_attention on new torch versus tensorboard/TensorFlow backend detection." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "No overlap beyond both being API-behavior complaints." + "reason": "Python compatibility failure is unrelated to a PEFT version pin bump." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer.json precedence and Mistral regex patch crash are different tokenizer-loading bugs." + "reason": "Tokenizer loading from repo JSON versus a Mistral regex patch crash are distinct defects." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Non-technical placeholder issue versus an AttentionInterface.register behavior change." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer class serialization mismatch is a save_pretrained issue, not the same as repository tokenizer.json loading." + "reason": "Serialization metadata mismatch is not the same as AutoTokenizer ignoring tokenizer.json on load." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video batched-shape bug and dependency issue are unrelated." + "reason": "A batched video-processor shape bug is unrelated to a dependency issue." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Different model-state bugs: lm_head serialization vs resize_token_embeddings propagation." + "reason": "Different Gemma4/v5 issues: tied-weight serialization versus resize_token_embeddings not updating related embeddings." }, { "left": "issue:45081", @@ -11097,43 +11131,43 @@ "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument error are unrelated." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." + "reason": "Different models and failures: FlashAttention on Ministral-3 versus OCR long-input indexing in Kosmos2.5." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized-model saving and dequantized offload loading are different quantization paths." + "reason": "Both touch quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo maintenance/CI, but one is stale auto-mappings and the other is dummy classes leaking into imports." + "reason": "Both are repo maintenance/CI problems, but they concern different stale class lists and different failure modes." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files and a performance regression on filtering data are unrelated." + "reason": "Processor save_pretrained missing files is unrelated to a performance regression in data filtering after upgrade." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor saving and Gemma-4 zero3 from_pretrained are different failure modes." + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different bugs." } ] }, @@ -11207,12 +11241,12 @@ ], "soft_pairs": [ "issue:33290|issue:45656", - "issue:44261|issue:44263", "issue:44361|issue:45593", + "issue:44261|issue:44263", "issue:44671|issue:44779", "issue:44016|issue:45823", - "issue:43901|issue:43994", "issue:43441|issue:44683", + "issue:43901|issue:43994", "issue:42175|issue:43976", "issue:43723|issue:44162", "issue:43262|issue:44521", @@ -11224,213 +11258,213 @@ "issue:43525|issue:43643", "issue:43784|issue:45542", "issue:41628|issue:43976", - "issue:44188|issue:44336", "issue:44589|issue:45362", + "issue:44188|issue:44336", "issue:45561|issue:45563", "issue:44336|issue:44373", - "issue:42491|issue:43299", "issue:44246|issue:44496", + "issue:42491|issue:43299", "issue:44295|issue:45397", "issue:44242|issue:45593", "issue:43531|issue:45362", "issue:43526|issue:45003" ], - "prepared_review_unit_hash": "1a615d8d43ab1bc7d16f5a022e24411ab21f8e3f7c3305be87f7d7c75c8bee40", + "prepared_review_unit_hash": "87d8b5c11eecadf612331ef5dccf1b1c5b6aab38da8964ab3ce35db5633d3fad", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35226, - "estimated_input_tokens": 8807, - "estimated_eval_tokens": 17870 + "serialized_chars": 35219, + "estimated_input_tokens": 8805, + "estimated_eval_tokens": 17866 }, "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 keywords (Deepspeed, Qwen, chat_template, loading, import) but not the same underlying bug or code path. I would not merge any of the candidate pairs.", - "confidence": 0.87, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions, model-specific bugs, docs, packaging, and performance problems rather than one shared defect.", + "summary": "No soft pair looks like the same underlying bug/change. Most pairs share only a subsystem keyword (deepspeed, Qwen, apply_chat_template, config loading, etc.) but differ in concrete failure mode, model, or code path.", + "confidence": 0.93, + "canonical_issue_reason": "None of the candidate pairs is a convincing duplicate merge target, so there is no canonical issue to collapse onto.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong representative for the cluster because the topics are too disparate; any choice would be arbitrary.", + "best_issue_reason": "There is no single issue that cleanly represents the whole set; the items are heterogeneous across unrelated bugs, regressions, docs, and packaging problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention Deepspeed, but one is an Adafactor OOM and the other is a double-step bug; different symptoms and likely different fixes." + "reason": "Both mention deepspeed/optimizers, but one is Adafactor OOM and the other is double optimizer stepping; different bugs." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Different models and failures: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split behavior." + "reason": "Unrelated failures: MLukeTokenizer AttributeError vs D-FINE auxiliary loss behavior." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Unrelated model/tokenizer AttributeError versus D-FINE auxiliary-loss behavior." + "reason": "Different models and code paths: MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT masked-LM predictions and Deepseek tokenizer output are separate model-path bugs." + "reason": "Both are model regressions, but CamemBERT masked LM and DeepSeek tokenizer issues are separate." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mapping crash are unrelated." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward crash are unrelated." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Docs mismatch for return_all_scores versus a SigLIP2 runtime/model-behavior bug." + "reason": "Different attention bugs on different models/torch versions; not the same concrete code path." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Both concern attention kernels, but FlashAttention failure in Ministral-3 and compiled flex_attention failure on torch>=2.9 are different code paths." + "reason": "Docs mismatch for a pipeline parameter vs incorrect SigLIP2 model outputs; distinct issues." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency issue and Python-version compatibility issue are not the same bug." + "reason": "Packaging dependency omission vs Python version compatibility failure; not duplicates." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different failures." + "reason": "Tokenizer loading regression and ESM2 model breakage are unrelated." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Same API surface, but different defects: default sampling-rate handling versus multimodal assistant-mask generation." + "reason": "Same API area, but audio sample-rate default bug and multimodal assistant_mask bug are different behaviors." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache/chunked_prefill issue and CLIPVisionModel hidden_states regression are unrelated." + "reason": "Generation cache missing in v5 chunked_prefill and CLIPVision hidden_states regression are separate code paths." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a missing model class versus Python version support; no shared underlying bug." + "reason": "Import error for Qwen2.5-VL model class vs Python 3.9+ incompatibility; not the same bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with different causes: missing pad_token_id in Llama4Config versus GLM-4V load failure." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model/config issues." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch and Gemma-4 ZeRO3 loading are unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma4 zero3 from_pretrained failure; unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "One is a docs issue, the other is import slowdown; same package but not the same defect." + "reason": "Docs issue vs intermittent slow import; no shared underlying defect." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve missing config fields, but one is Llama4Config pad_token_id and the other is trust_remote_code returning incomplete config objects." + "reason": "Both are config-loading related, but missing pad_token_id and missing fields from trust_remote_code are not the same bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time dependency/name errors in different backends; too broad to be the same bug." + "reason": "Sentence-transformers import NameError and undefined tf backend from tensorboard-only install are different dependency/import failures." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Importing AutoImageProcessor and Python-version breakage are unrelated." + "reason": "Missing AutoImageProcessor import and Python version support are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Attention-kernel divergence under torch.compile versus ANSI codes in loading_report are unrelated." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct problems." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Storage lookup error for Float8 tensors and Qwen3.5 chat crash are different code paths." + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report are unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale generate() warning are unrelated." + "reason": "Parallel test race on captured_info.txt and stale num_return_sequences warning are different issues." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI formatting bug and wrong docstring are not the same issue." + "reason": "ANSI escape handling in loading_report and a wrong docstring for position_ids are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Both mention Qwen3 MoE/version regressions, but one is LoRA compatibility across HF versions and the other is base-model loading in v5 dev; not the same concrete defect." + "reason": "Slow import intermittency and unrecognized model/config are different failure modes." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Import performance and unrecognized-model config parsing are unrelated." + "reason": "Both involve Qwen3 MoE/version regressions, but they affect different models and loading paths." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access and Gemma-4 ZeRO3 loading are unrelated." + "reason": "position_ids buffer access error vs Gemma4 zero3 from_pretrained crash are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention missing auxiliary-style losses, but they are different models and different loss gates; too broad to merge." + "reason": "Missing load-balancing loss and missing auxiliary losses are separate model-training bugs." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both are Qwen-family reports, but sliding_window behavior and chat crash are not the same bug." + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are different issues." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access in modeling_utils are unrelated." } ] }, @@ -11521,9 +11555,9 @@ "issue:43901|issue:45003", "issue:44162|issue:45200", "issue:44496|issue:45003", - "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", + "issue:45375|issue:45759", "issue:45292|issue:45584", "issue:45412|issue:46123", "issue:45292|issue:45701", @@ -11534,208 +11568,208 @@ "issue:44995|issue:45200", "issue:44466|issue:45335" ], - "prepared_review_unit_hash": "527949962357f591bf31b20c1d9894d20411549e10c2672ed491acd76d915eb4", + "prepared_review_unit_hash": "246226257d5e5b6548fb4dff2fca2e9ba73ec6428b091f1e2b6cd23fbd21d628", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36401, - "estimated_input_tokens": 9101, - "estimated_eval_tokens": 18458 + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose mix of unrelated Transformers bugs and regressions. I don\u2019t see any soft pair that looks like the same underlying issue; the overlaps are mostly superficial (same subsystem or similar error wording).", - "confidence": 0.91, - "canonical_issue_reason": "issue:45701 \u2014 the broadest open, high-reference issue in the set, so it\u2019s the best anchor if one representative issue must be chosen, though this cluster does not form a true duplicate group.", + "summary": "This cluster is heterogeneous: most pairs are only superficially similar (same subsystem, same error class, or same model family) but do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out because the set spans unrelated areas (imports, config loading, generation/cache, pipelines, deepspeed, and model-specific bugs). If a cluster anchor is needed, issue 45701 is the broadest user-facing regression report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 \u2014 open, active, and broadly framed as a version-dependent tokenization regression, making it the most useful representative issue here.", + "best_issue_reason": "issue 45701 is the best global representative because it is broad, user-facing, open, and has multiple inbound references; it is still not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading for tokenizers is unrelated to AttentionInterface.register behavior changes." + "reason": "Different problems: offline cache loading vs AttentionInterface.register changing registered-function behavior." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup and fbank feature extraction are different pipelines and failure modes." + "reason": "Both are pipeline-related, but one is video-classification image-processor lookup and the other is audio feature extraction." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time slowness is not the same bug as Gemma-3 eos_token_id config mismatch." + "reason": "Unrelated: import performance vs a Gemma eos_token_id configuration mismatch." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-color output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation concerns." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are different import errors in different packages." + "reason": "Both are import errors, but for different symbols and different root causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "These are both import errors, but for different symbols and likely different root causes." + "reason": "Different missing imports in different modules; not the same bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and xdist captured_info.txt races are unrelated test/runtime bugs." + "reason": "Unsafe sys.modules access is a different code-path issue from pytest-xdist file races in testing utils." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings failing to update output embeddings." + "reason": "Tokenizer correctness regression vs embedding resize not propagating to output embeddings." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 attribute error and SAM3 memory overflow are distinct problems with different failure points." + "reason": "Different SAM video-model failures: missing output attribute vs memory overflow." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss and AMP/CUDA crash in LwDetrImageLoss are different model-loss issues." + "reason": "MoE load-balancing loss logic is unrelated to a float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer position_ids access error is unrelated to the reported tokenization slowdown." + "reason": "A position_ids buffer error is not the same as a reported slowdown after version upgrade." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue." + "reason": "One is a model-specific Flash Attention support error; the other is a generic Flash Attention feature issue." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked_prefill cache handling and removal of is_torch_fx_available affect different code paths." + "reason": "Cache handling during chunked prefill is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen import failure and DeepSpeed ZeRO3 BertModel index error are unrelated." + "reason": "ImportError for Qwen2.5 VL image processor is not the same as a Zero3 BertModel index error." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Pipeline docs/behavior mismatch is not the same as unsafe sys.modules access." + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access safety." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific bugs." + "reason": "Different model families and failures: ESM2 broken vs Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config loading and sys.modules access are unrelated failures." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "A missing vision config field and AutoModelForCausalLM config unwrapping are both Qwen multimodal issues, but not the same code-path bug." + "reason": "Unrecognized model/config loading is a different issue from unsafe module lookup." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as a ZeRO3 deque IndexError." + "reason": "Both involve deepspeed, but one is MoE weight conversion and the other is a Zero3 deque/indexing crash." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate handling is unrelated to import slowness." + "reason": "Audio chat-template sample-rate defaulting is unrelated to import latency." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config handling, but they concern different fields and different code paths." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are different bugs." + "reason": "Embedding resize propagation and Whisper empty-transcription generation are distinct bugs." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory not released for RT-DETR models and MaskGenerationPipeline dropping partial batches are unrelated." + "reason": "Memory release/lifecycle behavior is unrelated to MaskGenerationPipeline's final-batch flag bug." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize propagation is not the same as version-dependent tokenization changes." + "reason": "Embedding resize behavior is not the same as a tokenizer regression across versions." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading for granite_speech and Qwen vision config field dropping are different model/config bugs." + "reason": "Both are config/schema issues, but for different models and different missing-field behavior." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Failure loading a model on v5.1.0 and protobuf-related tokenizer error masking are unrelated." + "reason": "Model loading failure under v5.1.0 is unrelated to protobuf decode error masking." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are different issues." + "reason": "Cache API return-type mismatch and LlamaConfig validation are different issues." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI codes in loading_report." + "reason": "Generation kwargs sync bug is unrelated to terminal ANSI leakage." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 token-type defaults are unrelated." + "reason": "GlmMoeDsa second-pass cache crash is unrelated to Gemma 4 token-type defaults." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of lm_head.weight differs from resize_token_embeddings propagation; separate code paths." + "reason": "Serialization of tied lm_head weights is not the same as resize_token_embeddings failing to update decoder embeddings." } ] }, @@ -11812,9 +11846,9 @@ "issue:43065|issue:43408", "issue:44479|issue:46170", "issue:45397|issue:45656", + "issue:45137|issue:45600", "issue:43475|issue:43540", "issue:44060|issue:44077", - "issue:45137|issue:45600", "issue:44483|issue:46202", "issue:43653|issue:44162", "issue:44368|issue:44977", @@ -11841,20 +11875,20 @@ "issue:43475|issue:43643", "issue:44038|issue:44623" ], - "prepared_review_unit_hash": "d51d89bae69d56c97b790511966dd61a5c9db6f933ae84348dc5d6adb90856a5", + "prepared_review_unit_hash": "43931810a47a44c5b78b749cbe0484ddd7d2c5961a6d66e135c0e148dc2ddfe0", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36555, + "serialized_chars": 36554, "estimated_input_tokens": 9139, "estimated_eval_tokens": 18534 }, @@ -11863,204 +11897,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of mostly unrelated Transformers bugs; the soft pairs look like topical similarity rather than true duplicates, so I reject every soft edge. If a single issue must represent the set, the best signal is the high-activity Gemma4 multi-GPU OOM report, but there is no strong canonical duplicate cluster here.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45229 has the richest reproduction details and the highest discussion activity, so it is the best stand-in if one issue must be picked as the representative bug report.", + "summary": "This cluster is heterogeneous: most items are unrelated bugs/regressions across tokenizers, generation, serving, model families, and training/deepspeed paths. The soft-similarity pairs mostly share broad keywords, not the same concrete bug or fix.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the issues do not form one duplicate family, so any choice would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 is the strongest standalone issue in the set: concrete symptoms, broad user impact, and sustained triage discussion.", + "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated failure modes." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both touch SAM3, but a dummy Conv2d implementation and a model-type warning are different problems." + "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a model-type warning; different bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen models and a Windows/ROCm import dependency issue are separate code paths." + "reason": "Qwen video regression and Windows/ROCm import dependency failure are different code paths." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "DeepSpeed zero3 loading failure and double optimizer stepping are not the same bug." + "reason": "Gemma-4 Zero3 loading and double optimizer stepping with deepspeed are not the same problem." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure and Sam3LiteText auto_mappings references are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing SAM3 vision output field and Qwen3OmniMoe video validation error are unrelated." + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-processing ValueError are different issues." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning and a post_init policy change are different warnings with different fixes." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "Zero3 deque pop error and stale auto_mappings config references are unrelated issues." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different surfaces." + "reason": "Chat/completions request handling and Gemma pipeline roundtrip on a special character are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct model/tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different bugs." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning is unrelated to a flash-attention generation failure." + "reason": "A tied-embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as a flash-attention generation failure." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward pass and s_aux=None flash-attention crash are different failures." + "reason": "Stale indexer cache on second forward and flash_attention aux-None crash are distinct failures." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A model config warning is not the same as a paged-generate stale warning." + "reason": "Qwen3.5 tied-embeddings warning and paged-generate stale warning are different issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma token roundtrip failure do not share a concrete code path." + "reason": "torch.compile kernel divergence and Gemma pipeline roundtrip failure are unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and Windows/ROCm import errors are unrelated." + "reason": "Strict granite_speech config loading and Windows/ROCm torch.distributed dependency are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-embeddings warning are different bugs." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-embeddings warning are different model-loading problems." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription generation and a platform import failure are not the same issue." + "reason": "Whisper empty transcription generation and Windows/ROCm import error are unrelated." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Generation cache missing during chunked prefill and KV-cache continuation indexing are separate generation bugs." + "reason": "Both mention cache, but chunked_prefill GenerationMixin cache missing and /v1/responses KV indexing crash are different code paths." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are unrelated." + "reason": "SAM3 pixel decoder placeholder conv and MaskGenerationPipeline final-batch handling are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained class mismatch and processor save_pretrained missing files are different serialization bugs." + "reason": "tokenizer.save_pretrained class mismatch and processor.save_pretrained missing files are different save paths." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper decode crash on replacement character and Kimi tokenizer codec regression are distinct tokenizer issues." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are not the same bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a post-upgrade filtering slowdown are unrelated." + "reason": "MLukeTokenizer task AttributeError and a training slowdown regression are unrelated." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Breaking custom model initialization in v5 and ESM2 workflow breakage are different failure reports." + "reason": "Transformers 5 custom model init breakage and ESM2 breakage are too broad and not the same defect." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file omission and double optimizer stepping have no common underlying bug." + "reason": "Processor save_pretrained missing files and deepspeed optimizer double-step are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A throughput regression after upgrade is not the same as optimizer.step being called twice." + "reason": "Inference slowdown and optimizer being stepped twice are different issues." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "sync_gpus kwargs update issues and missing generation cache in chunked prefill are different generation internals." + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are different generation bugs." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Gemma eos_token configuration inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch and filtering slowdown after upgrade are separate regressions." + "reason": "resume_from_checkpoint key mismatch and a data-processing slowdown are unrelated." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache missing in v5 and docs still referencing pipeline() are not the same bug." + "reason": "Missing generation cache and stale pipeline docs are not the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A generic bug report gives no concrete overlap with Gemma4 zero3 loading failure." + "reason": "Generic bug report and Gemma-4 Zero3 loading issue are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different code paths." + "reason": "Quantized model saving failure and GGUF loading failure are different directions and formats." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing SAM3 vision output fields and trust_remote_code config field loss are different object-construction bugs." + "reason": "Missing fpn_position_embeddings in SAM3 output and trust_remote_code config field loss are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe regression and processor save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are unrelated." } ] }, @@ -12137,8 +12171,8 @@ "issue:28282|issue:30990", "issue:43475|issue:45381", "issue:45406|issue:46202", - "issue:42371|issue:45092", "issue:41628|issue:44933", + "issue:42371|issue:45092", "issue:45375|issue:45478", "issue:42994|issue:43525", "issue:43723|issue:46326", @@ -12158,237 +12192,237 @@ "issue:42831|issue:44222", "issue:43232|issue:44792", "issue:43673|issue:44188", - "issue:44496|issue:45561", "issue:42175|issue:45712", + "issue:44496|issue:45561", "issue:43526|issue:45561", "issue:43504|issue:45561", "issue:43377|issue:44242", "issue:42175|issue:44933", "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "808350b1d985cfab709dbb952cba9d317b02daf8ae746eb889f1cae93faad8b5", + "prepared_review_unit_hash": "83ebfa9e9ad4bc8d62319d0b76edbf2c7a10f5a843c48e78a19ec53754535ffc", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36891, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import errors, model-specific config bugs, generation issues, and unrelated performance/test problems. Only one soft edge looks like a true duplicate pair (the Qwen3ForCausalLM VRAM leak).", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the cleanest canonical issue because it has an exact duplicate (issue:43704) and describes a specific, reproducible bug with a concrete model/path.", + "summary": "Mostly separate bug reports, but there are two true duplicate signals in the packet: the Qwen3ForCausalLM VRAM-leak pair (42673/43704) and the exact-title duplicate pair 45310/45478 for the Qwen3.5 MoE from_pretrained error. The remaining soft pairs are theme-similar but not the same concrete defect.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor: it is concrete, sits in the Qwen3.5 MoE from_pretrained regression cluster, and has an exact duplicate in 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in the set: precise symptom, clear scope, and an exact duplicate confirm it as the most canonical bug report here.", + "best_issue_reason": "Issue 45310 is the strongest single representative because it has the clearest duplicate signal in 45478 and captures the specific Qwen3.5 MoE from_pretrained failure more directly than the other nearby Qwen/MoE reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Different failures: missing PyTorch import vs Sentence Transformers hanging on load." + "reason": "Both are load-related, but one is a missing PyTorch dependency error and the other is a Sentence Transformers hang." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different models and symptoms: missing Sam3VisionEncoderOutput field vs wrong qwen2.5-vl vision_position_ids." + "reason": "Different models and failures: SAM3 attribute error vs qwen2.5-vl video position-id bug." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Different Gemma-related problems: processor missing _tokenizer vs tokenizer roundtrip on \u2581." + "reason": "Gemma4 processor attribute crash and Gemma pipeline roundtrip failure are different code paths." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Unrelated: TF32 settings warning vs old InternVL2 checkpoints breaking under meta init." + "reason": "Both are import issues, but they involve different missing symbols and unrelated root causes." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both are import-related, but different symbols and causes: AutoImageProcessor vs image_utils export." + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated defects." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5 MoE issues: missing config field vs from_pretrained failure." + "reason": "Same model family, but a missing config field is not the same as a from_pretrained loading error." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Different bugs: quantized save_pretrained failure vs Llama4Config missing pad_token_id." + "reason": "Quantized model saving and missing pad_token_id are unrelated bugs." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer regressions: AutoTokenizer loading in v5 vs continue_final_message on mistral_common tokenizers." + "reason": "Tokenizer loading regression vs continue_final_message behavior are different code paths." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but different concrete failure modes and config fields." + "reason": "Related Qwen3.5/MoE area, but from_pretrained failure and dropped config field are different issues." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different subsystems: Mistral regex patch crash vs auto_docstring annotation handling." + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different runtime problems: quantization offloading vs incorrect outputs under pipeline parallelism." + "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are different bugs." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different pipeline/model bugs: Gemma4 attention mask construction vs final partial batch handling." + "reason": "Attention-mask construction and final partial-batch handling are not the same defect." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak report; same symptom, same underlying bug." + "reason": "Exact same title and symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Different generation/compile issues: sync_gpus kwargs update vs attention kernel branching under torch.compile." + "reason": "Generation kwargs handling after sync_gpus and torch.compile attention divergence are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different public symbols with no evidence of a shared fix." + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Different symptoms and code paths: pipeline parallelism output mismatch vs image-triggered infinite loop." + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image loop are different bugs." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different FP8/Qwen bugs: save_pretrained for MoE vs from_pretrained load failure." + "reason": "Both involve Qwen3.5 MoE/FP8, but save_pretrained failure and from_pretrained error are distinct code paths." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Unrelated: quantized model saving vs missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Quantized model saving and a missing Qwen2_5_VL import are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related model family, but different concrete breakages and likely different fixes." + "reason": "Related Qwen/MoE family, but Qwen3-VL-Moe and Qwen3.5 MoE from_pretrained failures are not the same bug." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different import failures: GenerationMixin vs AutoImageProcessor." + "reason": "Both are import errors, but they concern different objects and different root causes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Different FP8 issues: accuracy regression vs MoE save_pretrained failure." + "reason": "FP8 accuracy regression is not the same as FP8 save_pretrained failure." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different areas: generation kwargs after sync_gpus vs janus image-generation test failure." + "reason": "Generation kwargs handling and a janus test failure are unrelated." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Different generation bugs: missing cache during chunked_prefill vs attention-kernel divergence." + "reason": "Missing GenerationMixin cache in chunked_prefill and torch.compile attention divergence are unrelated." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Completely unrelated: unrecognized model config vs pytest-xdist file race." + "reason": "TensorFlow backend packaging and leftover dummy-class cleanup are unrelated." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Both touch packaging/imports, but one is backend dependency installation and the other dummy class cleanup." + "reason": "Model config recognition failure and pytest-xdist file race are unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Different issues: BeitImageProcessorFast label reduction vs xdist race in testing utils." + "reason": "BeitImageProcessorFast label reduction and xdist capture-file race are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Different bugs: legacy preset loading for BEiT vs captured_info.txt race." + "reason": "Beit preset loading and xdist file race are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different model behavior: missing padding mask support vs MoE load-balancing loss computation." + "reason": "MIMI padding-mask batching bug and MoE load-balancing loss omission are different defects." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Different import/package issues with no shared underlying code path." + "reason": "TensorFlow backend packaging and image_utils import failure are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are v5 tokenizer behavior changes, but they concern different tokenizer APIs and failures." + "reason": "Tokenizer cleanup-space behavior change and BOS/EOS insertion bug are distinct regressions." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical representative choice is well supported by the exact duplicate pair (issue:42673 / issue:43704), and the non-duplicate soft-edge rejections do not overstate shared evidence." + "accept": false, + "feedback": "The result is not fully grounded because the packet contains another exact-duplicate signal the summary omits: issues 45310 and 45478 have the same title (\u201c[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error\u201d). Saying that only the Qwen3ForCausalLM VRAM-leak pair looks like a true duplicate overstates the evidence. The conservative verdicts on the listed soft pairs are mostly fine, but the overall summary needs to acknowledge the 45310/45478 duplicate as well." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12456,9 +12490,9 @@ "issue:46231" ], "soft_pairs": [ + "issue:43278|issue:45137", "issue:43976|issue:44933", "issue:30990|issue:35141", - "issue:43278|issue:45137", "issue:42222|issue:45200", "issue:44623|issue:45310", "issue:43479|issue:44869", @@ -12482,247 +12516,247 @@ "issue:44933|issue:45712", "issue:44297|issue:45656", "issue:43479|issue:43644", - "issue:44222|issue:44623", "issue:30333|issue:34689", + "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:45245|issue:46132", "issue:30333|issue:36331", - "issue:44190|issue:46082", "issue:30333|issue:35141", - "issue:28282|issue:30333" + "issue:28282|issue:30333", + "issue:44190|issue:46082" ], - "prepared_review_unit_hash": "509f5ab681311eb63eb755887c8da92ee01df27cd3f48b72291c930e688701d1", + "prepared_review_unit_hash": "7f36155e5cea7b9c92bc4409b092c14c67fc9572d403c7d3741d5453c1d6ee51", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38001, - "estimated_input_tokens": 9501, - "estimated_eval_tokens": 19258 + "serialized_chars": 38007, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; most soft-similar pairs share only broad subsystem keywords (tokenizers, save_pretrained, import errors, DeepSpeed, etc.) and do not describe the same underlying bug or change. No PRs are present, and none of the issue pairs should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42898 is the clearest broad regression-style report in the set, and several other tokenizer-related regressions loosely orbit the same v5 behavior-change theme, but the cluster overall is too diverse to treat any issue as a true duplicate anchor.", + "summary": "This cluster is mostly heterogeneous. The soft links mostly point to broad Transformers v5/tokenizer/model-loading regressions, but they do not describe the same concrete bug, so I would not merge these pairs as duplicates. No PRs were provided.", + "confidence": 0.41, + "canonical_issue_reason": "issue:42898 is the best representative because it is a clear, high-signal v5 tokenizer-behavior regression and it has the broadest soft connectivity to other tokenizer-related items in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue because it is well-scoped, user-visible, and broadly phrased as a v5 behavior regression, making it more suitable than the highly specific or unrelated reports.", + "best_issue_reason": "issue:42898 is the strongest global representative for the cluster\u2019s recurring v5/tokenization regression theme, even though the overall set is not truly one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: dtype drift in evaluation vs a DeepSpeed ZeRO3 deque/indexing error." + }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Different failures: Python-version compatibility vs a missing image_utils import. Same project area, not the same bug." + "reason": "Unrelated symptoms: Python version support regression vs a missing/nonexistent import from image_utils." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "SentenceTransformer loading stall and token-embedding reinitialization are unrelated code paths and symptoms." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Sentence-transformers loading hang and embedding reinitialization are different code paths and bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose model files and Gemma 4 multimodal token-type defaults are different model families and bugs." + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated multimodal issues." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Both involve model/processor loading, but one is save_pretrained file emission and the other is Qwen3.5 MoE from_pretrained failure." + "reason": "Processor save_pretrained file handling and Qwen3.5 Moe from_pretrained failure are different problems." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization bug and Whisper timestamp decode crash are unrelated." + "reason": "Config initialization bug vs Whisper timestamp decode crash; no shared underlying defect." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed training and DeepSpeed Adafactor OOM are different training issues." + "reason": "MLflow reporting on failed jobs is unrelated to an Adafactor/DeepSpeed OOM." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Different object types and code paths: multimodal config defaults vs ModelOutput key assignment." + "reason": "Different object types and failure modes: multimodal config defaults vs ModelOutput key assignment." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one concerns clean_up_tokenization_spaces and the other Granite token IDs." + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths; not the same bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but one is sentence-transformers failing on nn and the other is a missing Qwen2.5 VL symbol." + "reason": "Importing sentence-transformers with missing nn and missing Qwen2.5-VL class are unrelated import failures." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and add_special_tokens behavior for a specific tokenizer are different defects." + "reason": "AutoTokenizer loading issue vs special-token insertion regression; related subsystem but not the same defect." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Shared v5 tokenizer-regression theme only; one is clean_up_tokenization_spaces, the other is DeepSeek tokenization output." + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is DeepSeek token IDs." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and root behaviors differ (generic cleanup vs Kimi-K2.5 codec handling)." + "reason": "Different tokenizer regression: Kimi-K2.5 codec/regex handling is not the same as clean_up_tokenization_spaces changes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache continuation crash is unrelated to auto_docstring future-annotations AttributeError." + "reason": "Serve KV-cache continuation crash and auto_docstring annotation handling are unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." + "reason": "Notebook syntax error and docs parameter-name mismatch are not duplicates." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch-count method in a processor and remote-code meta-init incompatibility are distinct issues." + "reason": "Image processor patch-count method bug and meta-initialization incompatibility are different multimodal issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen model bugs." + "reason": "Incorrect weight-tying warning and missing tensor-parallel plan are separate Qwen3 issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access error is unrelated to optimizer step being called twice under DeepSpeed." + "reason": "Buffer read failure and double optimizer-step behavior are distinct runtime bugs." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different regression classes: token cleanup behavior vs model output differences for Pegasus." + "reason": "Tokenization behavior regression and Pegasus output drift are not the same underlying issue." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD arguments being ignored is an optimizer bug, not a docs parameter-name issue." + "reason": "SGD argument handling and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT minimum-version bump and leftover dummy classes in dummy_pt_objects.py are unrelated maintenance problems." + "reason": "Unsupported PEFT version bump and leftover dummy PT classes are separate repository hygiene/release issues." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output regression and AttentionInterface.register behavior change are separate behavioral changes." + "reason": "Pegasus v4/v5 output change is unrelated to AttentionInterface.register altering registered-function behavior." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are different save paths and artifacts." + "reason": "FP8 save_pretrained handling and tokenizer save_pretrained metadata mismatch are different save-path bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes leaking into dir(transformers) are both import-related but not the same bug." + "reason": "A missing import from image_utils is not the same as dummy classes leaking into dir(transformers)." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer-step duplication." + "reason": "Tokenizer config mismatch and DeepSpeed double-step behavior are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Defaulting multimodal configs when None and junk-filled non-persistent buffers are unrelated initialization bugs." + "reason": "Default config initialization and junk-filled non-persistent buffers are separate v5 regressions." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both concern persistence APIs, but one is FP8 MoE save_pretrained and the other is missing processor files." + "reason": "Failed-job MLflow reporting and Llama 3.2 vision model loading are unrelated issues." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "MLflow reporting on failed jobs and Llama 3.2 Vision model loading break are unrelated." + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different save/export problems." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy degradation and processor save_pretrained missing files are different problem domains." + "reason": "FP8 accuracy issue and missing processor files do not share the same bug." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error and registered-function behavior change are unrelated." + "reason": "Category-cardinality runtime error and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLflow reporting and CustomTrainer compute_loss signature mismatch are different training-loop issues." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading failure in an example script and LlamaConfig head_dim validation are unrelated." + "reason": "MLflow reporting on failed jobs and CustomTrainer.compute_loss signature breakage are different trainer issues." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting and embedding reinitialization are unrelated." + "reason": "Failed-job reporting and embedding reinitialization are unrelated." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Torch import missing for AutoModel and MLflow reporting for failed jobs are unrelated." + "reason": "PyTorch-import error and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are unrelated." } ] }, @@ -12799,8 +12833,8 @@ "issue:45071|issue:46082", "issue:22355|issue:28282", "issue:43122|issue:46209", - "issue:44297|issue:45310", "issue:43475|issue:46305", + "issue:44297|issue:45310", "issue:41628|issue:42757", "issue:44206|issue:45103", "issue:43723|issue:44977", @@ -12815,8 +12849,8 @@ "issue:43723|issue:44871", "issue:44279|issue:46328", "issue:43723|issue:44991", - "issue:42907|issue:46050", "issue:44514|issue:45103", + "issue:42907|issue:46050", "issue:30990|issue:38175", "issue:45092|issue:45357", "issue:44263|issue:44360", @@ -12826,20 +12860,20 @@ "issue:44261|issue:45092", "issue:43479|issue:44913" ], - "prepared_review_unit_hash": "2c7ff6835b47d2b1f37ad8bf4621a55079c9dcf05ab08e84482b99436855408b", + "prepared_review_unit_hash": "fac06f7ec641d9b297a018c82936db047d03c184ba182ec777d003c442a58c14", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36134, + "serialized_chars": 36136, "estimated_input_tokens": 9034, "estimated_eval_tokens": 18324 }, @@ -12848,186 +12882,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a tight duplicate cluster: the items span unrelated import, tokenizer, config, save/load, generation, and model-specific regressions across different code paths.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43723 is the broadest user-facing regression here (general tokenizer loading in v5) and the closest thing to an umbrella for the few tokenizer-related reports, though the overall set is too heterogeneous for a true canonical duplicate.", + "summary": "These items are mostly unrelated closed issues across many different Transformers subsystems. The shared wording is superficial; none of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43723 is the broadest, most general v5 loading regression in the set and the best single anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most general and central issue among the set; the others are mostly narrower model/config bugs or unrelated failures, so it is the best representative reference point.", + "best_issue_reason": "issue:43723 is the most representative issue here because it describes a clear, broadly applicable tokenizer-loading regression rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Different config regressions: type-checking on PretrainedConfig vs Llama head_dim validation." + "reason": "Different config/type-checking bug vs. Llama head_dim validation bug; same area, but not the same failure mode." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but they are different missing dependencies/symbols with different causes." + "reason": "One is a missing transformers.onnx module import; the other is an AutoModel PyTorch dependency error." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Unrelated bugs: tokenizer behavior change vs FP8 inference failure on B200." + "reason": "Tokenizer behavior regression and FP8 inference failure are unrelated bugs." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a tokenizer save metadata mismatch and the other is a Qwen3.5 from_pretrained failure." + "reason": "SAM 3 video attribute error and MoonshineStreaming mask off-by-one are different code paths." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Completely different models and code paths: SAM 3 video output vs MoonshineStreaming masking logic." + "reason": "Tokenizer save metadata mismatch vs. Qwen3.5 from_pretrained failure; not the same underlying issue." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; same symptom class, not the same bug." + "reason": "AutoImageProcessor import problem and huggingface_hub is_offline_mode import problem are separate dependency/import bugs." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unrelated failures: feature extractor argument handling vs auto-docstring annotation parsing." + "reason": "Feature extractor center-arg crash and auto_docstring future-annotations crash are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer-loading regression vs flash-attention generation failure; different root causes." + "reason": "Generic tokenizer loading regression and Qwen3.5 flash-attention generation bug are different issues." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different subsystems and symptoms: Qwen2.5-VL video position ids vs streaming window mask off-by-one." + "reason": "Qwen2.5-VL vision position_ids bug and MoonshineStreaming window mask bug are not the same fix." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update bug and OCR long-input index error are different problems." + "reason": "Generation kwargs handling after sync_gpus is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "save_pretrained issues but with different concerns: FP8 MoE saving vs shard-size behavior." + "reason": "FP8 save_pretrained bug and shard-size question are different topics." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Different defects in different areas: torch.split/indexer logic vs remote-code checkpoint meta-init compatibility." + "reason": "GlmMoeDsaIndexer torch.split issue and InternVL2 meta-init incompatibility are distinct problems." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to processor.save_pretrained file emission." + "reason": "Position_ids buffer access error and processor.save_pretrained missing files are different save/load bugs." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue is not the same as a RoPE implementation bug." + "reason": "Docstring mismatch for position_ids and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Different model-level regressions: CLIP hidden_states propagation vs Llama config validation." + "reason": "CLIP hidden_states regression and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "API endpoint rejection in serve vs processor missing _tokenizer attribute; not the same code path." + "reason": "Chat completions API rejection and Gemma4Processor missing _tokenizer are separate failures." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer-related, but one is a loading regression and the other is an eos_token_id config inconsistency." + "reason": "Tokenizer load regression and Gemma-3 eos_token_id mismatch are not the same bug." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue vs a performance bug in SequenceFeatureExtractor.pad." + "reason": "General dependency issue and SequenceFeatureExtractor.pad performance regression are unrelated." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Related only at a broad level; one is a general tokenizer-loading regression, the other is a model-specific loading failure." + "reason": "Both involve tokenizer loading, but the specific failure reports and models differ." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Both concern save/load of quantized models, but they are different quantization methods and different failure modes." + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring annotations crash are unrelated." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Chat template batching crash is unrelated to the auto-docstring annotation crash." + "reason": "Dequantized save failure and sinq save/load breakage are different quantization-related bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero-probability outputs are unrelated." + "reason": "Loading hang in sentence-transformers and zero probabilities in siglip2-base are unrelated symptoms." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different Qwen/InternVL checkpoint issues with different root causes: meta init incompatibility vs wrong visual encoder keys on save." + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different issues." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same module family, but different defects in the DSA indexer; not clearly the same underlying bug." + "reason": "Same broad DSA indexer area, but one is a torch.split bug and the other is a missing ReLU; not the same underlying change." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer fill bug is unrelated to streaming mask off-by-one." + "reason": "Non-persistent buffer junk and MoonshineStreaming mask off-by-one are unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs during checkout/init." + "reason": "Flash-attention training degeneration and NaNs after checkout/init are different failure modes." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are different regressions." + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 from_pretrained error are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "RMS norm epsilon precision bug is unrelated to remote-code checkpoint meta initialization." + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-init incompatibility are different bugs." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different config persistence bugs in different models: default multimodal configs vs GPTNeoX rotary_pct reload." + "reason": "Phi4MultimodalConfig default-init bug and GPTNeoXConfig rotary_pct reload bug are separate config issues." } ] }, @@ -13112,8 +13146,8 @@ "issue:42757|issue:45278", "issue:42831|issue:45753", "issue:22355|issue:28218", - "issue:44464|issue:46082", "issue:43232|issue:45593", + "issue:44464|issue:46082", "issue:43756|issue:44060", "issue:43576|issue:43784", "issue:43646|issue:46002", @@ -13125,165 +13159,165 @@ "issue:42371|issue:44263", "issue:44188|issue:44373", "issue:42907|issue:44945", - "issue:44704|issue:45290", "issue:43122|issue:46326", - "issue:44261|issue:44373", - "issue:39401|issue:44488" + "issue:44704|issue:45290", + "issue:39401|issue:44488", + "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "4d523faeaa57dd6bec944595f2bb8450b885ea0f0bd1ca128553452eb9e72c95", + "prepared_review_unit_hash": "1594b9ff86746f36e64b23dc84c7667ea0e8496dae8acdba0eaa929b184eb72e", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35706, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "serialized_chars": 35704, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs and regressions. Several pairs are superficially similar (imports, tokenizer behavior, loading failures), but none look like the same underlying defect, so no soft pair should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits the full cluster: the items span unrelated tokenizer, import, generation, quantization, and model-specific bugs.", + "summary": "No soft pair looks like a true duplicate; the set is mostly broad semantic similarity across different v5 regressions (tokenization, imports, generation, model-specific bugs). I would use issue 43122 as the closest representative because it is the broadest tokenizer-regression report and overlaps the largest related subgroup, but it is not a real duplicate target for the others.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43122 is the best umbrella among these for version-related tokenizer behavior regressions; it is the broadest and most reusable representative of the tokenizer-heavy subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the closest representative of the tokenizer-regression subtheme, but the cluster is too heterogeneous for it to serve as a true canonical issue.", + "best_issue_reason": "Issue 43122 is the most useful stand-in for triage because it captures a general cross-version tokenization regression pattern, even though the cluster itself is not duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they miss different symbols from different transformer modules and appear to be distinct breakages." + "reason": "Both are import errors, but they are for different missing symbols/models and do not share the same concrete failure path." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both involve model/precision problems, but one is a FineGrainedFP8 accuracy issue and the other is a Qwen3-VL-Moe v5 bug; different failures." + "reason": "One is a FineGrainedFP8 accuracy issue; the other is a Qwen3-VL-Moe bug. Similar area, different bug." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "torch.split return-value handling and a wrong docstring for position_ids are unrelated." + "reason": "Unrelated: torch.split return handling vs a docstring mistake for position_ids." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Qwen3 offset_mapping is a different tokenizer bug than add_special_tokens not adding BOS/EOS." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different code paths and failure modes." + "reason": "Offline cache loading failure and quantized-model saving failure are different code paths and symptoms." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a wrong decoder type in v5." + "reason": "One is cache loading in offline mode; the other is an incorrect tokenizer decoder type in v5." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "A model-type warning and a memory overflow in sam3-litetext are not the same bug." + "reason": "Different SAM3 model issues with different symptoms; not the same underlying bug." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "Tie-word-embeddings warnings and a sliding-window off-by-one error are unrelated." + "reason": "A warning about tie_word_embeddings is unrelated to a sliding-window mask off-by-one error." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad collection of import errors after upgrade are not the same concrete issue." + "reason": "45278 is a broad import-regression report, but this pair does not point to the same concrete missing import or root cause." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to an infinite loop on a specific image." + "reason": "Completely different bugs: FP8 accuracy vs an infinite-loop multimodal generation issue." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx and extra whitespace after added tokens are unrelated tokenizer/import problems." + "reason": "Module import failure and tokenizer spacing behavior are unrelated bugs." }, { - "left": "issue:44464", - "right": "issue:46082", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Chunked generation inconsistency under compilation and LlamaConfig head_dim validation are different problems." + "reason": "Generation kwarg/update logic and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44464", + "right": "issue:46082", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Chunked generation inconsistency under compile and LlamaConfig validation are different problems." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer dropping in Smollm3 and a tied-weights warning in Qwen3-Next do not share the same underlying bug." + "reason": "Different model-specific issues: RoPE layer dropping vs a tied-weights warning." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken env CLI command and a NameError during sentence-transformers import are different failures." + "reason": "A broken CLI/env command is not the same as a NameError during sentence-transformers import." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage in v5 and NaNs in classification heads are not the same defect." + "reason": "Custom model initialization breakage and NaNs in classification heads are distinct failures." }, { "left": "issue:44671", "right": "issue:46132", "accept": false, - "reason": "Incorrect CamemBERT MLM predictions and altered AttentionInterface.register behavior are distinct issues." + "reason": "Masked LM prediction quality and AttentionInterface.register behavior are separate issues." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "A tokenizer-mapping None assumption and AutoProcessor kwargs forwarding are both loading-path issues, but not the same bug." + "reason": "Tokenizer mapping returning None and AutoProcessor kwargs forwarding are different call sites and bugs." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a bufferized position_ids tensor and tokenizer_class mismatch on save are unrelated." + "reason": "Reading a buffer-backed position_ids tensor and saving the wrong tokenizer_class are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading failures, but one is a Sentence Transformers stall and the other is a MacOS bus error on a CLIP model." + "reason": "Stuck loading Sentence Transformers and a MacOS bus error on a CLIP model do not share the same root cause." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization, but one is a general version-to-version tokenization change and the other is multimodal assistant_mask generation." + "reason": "Both touch tokenizer-related APIs, but one is general tokenization drift and the other is assistant-mask generation for multimodal chat templates." }, { "left": "issue:42371", @@ -13295,37 +13329,37 @@ "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a docstring typo are not the same issue." + "reason": "A torch.compile-dependent attention-kernel divergence is not the same as a docstring typo." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and incorrect pipeline-parallel output are different code paths." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "Passing kwargs to cached_file and chat-template crashes with tool calls are separate bugs." + "reason": "Quantized/dequantized model saving and pipeline-parallel output correctness are different bugs." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and failure modes." + "reason": "Both are tokenizer behavior regressions, but they affect different mechanisms: general tokenization drift vs continue_final_message logic for mistral_common." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "A missing rms_norm_eps in MLA q_a_layernorm and a wrong docstring are unrelated." + "reason": "Processor kwargs not reaching cached_file is different from apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping and failing to load cjvt/sleng-bert are different tokenizer/model-loading issues." + "reason": "Different tokenizer-loading failures for different models; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config issue in MLA q_a_layernorm is unrelated to a docstring error." } ] }, @@ -13400,14 +13434,14 @@ ], "soft_pairs": [ "issue:42907|issue:43937", - "issue:43976|issue:44945", "issue:41628|issue:45278", + "issue:43976|issue:44945", "issue:43232|issue:44743", "issue:43784|issue:45600", "issue:39401|issue:44521", "issue:42907|issue:44964", - "issue:43122|issue:44514", "issue:43116|issue:45200", + "issue:43122|issue:44514", "issue:44625|issue:44829", "issue:43408|issue:43475", "issue:44038|issue:44297", @@ -13418,8 +13452,8 @@ "issue:43122|issue:44779", "issue:44038|issue:44222", "issue:45216|issue:45478", - "issue:36296|issue:43116", "issue:43824|issue:44351", + "issue:36296|issue:43116", "issue:43784|issue:45446", "issue:22355|issue:29159", "issue:42757|issue:44351", @@ -13429,208 +13463,208 @@ "issue:42673|issue:45072", "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "db214f639fc42a3e81e57946516dd381718fbfd0be6736d85f2671c061ea2de8", + "prepared_review_unit_hash": "73aaf723eaf9de91017f237de43e5832db39117744d366f52a28f82e67d1a416", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35935, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated standalone bugs and import/regression reports; no soft duplicate pair is convincing enough to merge.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44779 is the clearest self-contained regression report in the set: specific model family, specific version boundary (v5 vs v4), and a concrete user-visible tokenizer failure.", + "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, import errors, model-specific bugs, and generation/runtime issues. I do not see any soft pair that clearly represents the same underlying bug, so all candidate duplicate links should be rejected.", + "confidence": 0.72, + "canonical_issue_reason": "No single true canonical duplicate emerges from the set; if one issue must anchor the import-error subcluster, issue 45278 is the broadest umbrella because it explicitly reports many import failures after upgrading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest overall triage candidate because it is concrete, reproducible, and narrowly scoped to a single regression path.", + "best_issue_reason": "Issue 45278 is the best overall issue candidate only for the import-error family, since it is the most general and could reasonably absorb related symbol/import failures; however, it still does not represent the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different failures: saving dequantized Ministrals/Devstrals vs GLM-5 generation config validation." + "reason": "Different bugs: save_pretrained/dequantization failure versus invalid GenerationConfig on GLM-5." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "One is a Python-version compatibility issue, the other is incorrect output under pipeline parallelism." + "reason": "Both are import-related, but they fail on different missing symbols and different code paths." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "The latter is a broad import-regression report; the former is a specific missing export for AutoImageProcessor." + "reason": "Python-version load failure and incorrect pipeline-parallel output are unrelated." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both involve generation internals, but they describe different bugs and code paths." + "reason": "Generation kwargs after sync_gpus and recurrent-state reset with cache are distinct generation bugs." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Unrelated import failure in sentence-transformers vs SAM3 auto-mapping CI breakage." + "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI break are different failures." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Different tokenizer subsystems: offset_mapping bug vs multimodal assistant_mask generation." + "reason": "Both involve Qwen3 tokenization/chat templating, but one is offset mapping and the other assistant masks in multimodal input." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Unrelated model-saving bug vs Phi-4 multimodal loading failure." + "reason": "Different model families and different failure modes: dequantized save versus model load error." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Tokenization regression vs batched chat-template crash; not the same underlying bug." + "reason": "Example-script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids propagation." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Example-script classification failure vs Gemma 4 multimodal token-type defaulting." + "reason": "Both touch tokenization/chat templates, but one is a version-to-version tokenization change and the other is a batched template crash." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 label-propagation bug is unrelated to flash_attention_3 training degeneration." + "reason": "num_labels propagation and flash_attention_3 degenerate training are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same model family, but one is a model-type/config warning and the other is a missing output attribute." + "reason": "Same SAM3 Video area, but a config/model-type warning is not the same bug as a missing output attribute." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading problem and tokenizer_config metadata mismatch are different issues." + "reason": "Qwen3-VL-Moe runtime bug and tokenizer_class metadata mismatch are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Completely different models and failures: DSA indexer comment vs GLM-5 RoPE implementation." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated topics." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe load issue vs position_ids buffer access error." + "reason": "Different Qwen3/MoE-related symptoms: model bug versus position_ids buffer access." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Tokenizer extra-space bug and Sentence Transformers loading hang are unrelated." + "reason": "Tokenizer spacing bug and Sentence Transformers loading hang are different problems." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Model saving/dequantization issue is unrelated to gguf_file loading breakage." + "reason": "Dequantized save failure and gguf_file load breakage are separate serialization/loading issues." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and describe different concrete failures." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe loading vs FP8 save_pretrained for moe are different code paths." + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe bug are different model/features and code paths." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related to Qwen3.5 save/load behavior, but one is checkpoint saving and the other is from_pretrained loading; not clearly the same bug." + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are related only loosely; they are not the same concrete bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to the multi-label example-script issue." + "reason": "Missing Qwen2.5-VL export/import symbol and missing HybridCache export are different import errors." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Different missing imports for different symbols and subsystems." + "reason": "Tensor-parallel training bug and example script empty multi-label results are unrelated." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to the flex_attention version-check bug." + "reason": "Sentence-transformers import failure and flex_attention version-check bug are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are different issues." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different APIs and causes." + "reason": "Both are import errors, but they reference different missing names and likely need separate fixes." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to pipeline-parallel output corruption." + "reason": "Embedding dtype drift during evaluate and incorrect pipeline-parallel output are different defects." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend packaging issue and Python 3.14 load failure are different compatibility problems." + "reason": "Backend packaging omission for torch install and Python 3.14 load failure are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are distinct model bugs." + "reason": "Different multimodal bugs in different models; no shared concrete code path." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference." + "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but they concern different model families and different failure modes." + "reason": "Both mention tokenizer v5 regressions, but they are model-specific and not the same bug." } ] }, @@ -13709,18 +13743,18 @@ "issue:44355|issue:46231", "issue:38617|issue:45278", "issue:43937|issue:44485", - "issue:44188|issue:46328", "issue:43611|issue:46002", + "issue:44188|issue:46328", "issue:43116|issue:43493", "issue:42222|issue:43441", "issue:44075|issue:44936", "issue:42371|issue:43874", "issue:45357|issue:45478", - "issue:44038|issue:45478", "issue:43976|issue:45446", + "issue:44038|issue:45478", "issue:43116|issue:43825", - "issue:43064|issue:43673", "issue:45083|issue:45446", + "issue:43064|issue:43673", "issue:43937|issue:45563", "issue:33453|issue:39401", "issue:44380|issue:46077", @@ -13729,19 +13763,19 @@ "issue:42673|issue:43906", "issue:43827|issue:45446", "issue:43937|issue:44977", - "issue:43673|issue:46328", "issue:43450|issue:43986", + "issue:43673|issue:46328", "issue:44291|issue:45071", "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "8c6364b0001ca172cd9926446325a78d6842b6a14c39eb95353077862143d239", + "prepared_review_unit_hash": "b9fa2d7c7530aa1d0773d6cc5a379e72f00a6ba452017957be47bdf296cbc4a8", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, @@ -13756,186 +13790,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers v5 regression reports across loading, tokenizers, generation, attention, and model-specific paths. The items are mostly thematically related but not true duplicates; I found no soft-edge pair that clearly describes the same underlying bug or change.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45278 is the best anchor because it is the broadest and most representative v5 regression report in the set, centered on upgrade-related import failures that match the cluster\u2019s general theme.", + "summary": "Mostly heterogeneous issues with a few lexical near-matches; the soft pairs generally point to different models, APIs, or bug classes rather than true duplicates. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here: a cross-version upgrade report about many import errors, which is the closest thing to a cluster-level regression theme among otherwise narrow reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best fits the cluster as a canonical issue since it captures the widest, most cross-cutting upgrade/regression symptom rather than a narrow model-specific failure.", + "best_issue_reason": "issue:45278 is the most suitable representative because it is broad, regression-oriented, and could plausibly subsume related import/loading breakages better than the model-specific or doc-only issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different subsystems and failure modes: ONNX import path vs LayoutLMv3 box-validation messaging." + "reason": "Different failures: missing `transformers.onnx` module vs a LayoutLMv3 validation/error-message issue." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "One is a missing model weight during load; the other is AutoProcessor not forwarding kwargs. Not the same bug." + "reason": "Different code paths: UMT5 weight loading vs AutoProcessor/cached_file kwargs forwarding." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a doc parameter-name mismatch are unrelated." + "reason": "A runtime error in compiled Python files is unrelated to a docs parameter-name mismatch." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both mention import problems, but one is a specific missing symbol while the other is a broad upgrade report; not enough to treat as the same bug." + "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade report; not clearly the same bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 issues." + "reason": "Different GLM-5 problems: invalid GenerationConfig vs RoPE implementation discussion." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance issue." + "reason": "Model-loading `base_model_prefix` breakage is unrelated to NaNs in classification heads." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are different code paths and symptoms." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a padding performance issue." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label empty outputs and SigLIP2 HF/JAX discrepancy are not the same bug." + "reason": "Multi-label example-script output bug is unrelated to SigLIP2 implementation drift." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + "reason": "VitPose import breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate-after-train behavior do not match." + "reason": "Optimizer argument handling is not the same as `trainer.evaluate()` failing after training." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings guidance and a missing image-patch helper are unrelated." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading; different failures." + "reason": "Both involve Qwen3.5 MoE, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not enough to treat as one bug." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both mention Qwen3-VL-Moe, but the titles indicate separate load-time regressions without evidence of the same concrete defect." + "reason": "Python version support breakage is unrelated to a flex_attention import-version check." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Python-version support and a PyTorch version check bug are different compatibility issues." + "reason": "Different Qwen variants and different failure modes; too broad to merge." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example classification output and pipeline deprecation/error messaging are unrelated." + "reason": "Example-script multi-label behavior is unrelated to a pipeline() error-message regression." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Distributed optimizer state corruption and missing generation cache are different training vs generation bugs." + "reason": "qwen3_omni_moe helper behavior is unrelated to the flex_attention PyTorch version check." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "A helper-function behavior issue in qwen3_omni_moe is unrelated to a flex_attention import/version check." + "reason": "Distributed optimizer-state corruption and generation cache absence are separate training vs inference bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning in paged generate are not the same defect." + "reason": "Both touch generation, but invalid GenerationConfig and stale warning text are different defects." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression versus a specific offset_mapping bug are too different to merge." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping are different tokenizer bugs." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but one is backend-specific scaling and the other is causal-mask construction for Gemma4." + "reason": "Both involve attention behavior, but GPT2 backend scaling and Gemma4 bidirectional masking are distinct problems." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping assumptions and a flash_attention AttributeError are unrelated." + "reason": "Tokenizer mapping assumptions and flash_attention sinkless-model crash are unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer correctness bugs, but they affect different models and different observable behavior." + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same underlying bug." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "A VRAM leak in dataloader threads is not clearly the same as an isolated reproduction of another issue." + "reason": "VRAM leakage in multi-dataloader-thread use does not match an isolated reproduction of another issue." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Pipeline removal docs and a flex_attention version check are unrelated." + "reason": "Docs still referencing removed pipeline() APIs is unrelated to a flex_attention import guard bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 generation-config invalidation and Qwen3.5 flash-attention generation failure are different issues." + "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are different model issues." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Missing generation cache and sequence feature extractor padding performance are unrelated." + "reason": "Video processor batching shape bug is not the same as the AutoProcessor/torchvision crash." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Batched video processor shape errors and missing torchvision crash handling are different video-path problems." + "reason": "Generation-cache missing and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected init_empty_weights argument handling and PretrainedConfig type checking are related only loosely by model loading, not the same bug." + "reason": "`init_empty_weights` argument handling and `PretrainedConfig` type checking are both v5 regressions but not the same code-path problem." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Tied-weight serialization inconsistency and NaNs in classification heads are distinct failures." + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads." } ] }, @@ -14019,8 +14053,8 @@ "issue:38617|issue:41628", "issue:42617|issue:45341", "issue:42673|issue:43582", - "issue:45362|issue:46328", "issue:43408|issue:43742", + "issue:45362|issue:46328", "issue:39401|issue:43421", "issue:42490|issue:42673", "issue:44877|issue:46231", @@ -14032,214 +14066,214 @@ "issue:43066|issue:43122", "issue:42222|issue:45542", "issue:44483|issue:45464", - "issue:44410|issue:45478", "issue:42371|issue:42831", + "issue:44410|issue:45478", "issue:43012|issue:43577", "issue:44075|issue:45656", "issue:42175|issue:42222" ], - "prepared_review_unit_hash": "03f6448a11668f24600f0e03eba7ef6b632f1faba632037f90fcf7897a4caf7e", + "prepared_review_unit_hash": "86147d9d6cbf2ec390bec1d195a89e0b7003b9c8a3347da8b6f8b4d1d00c469c", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35533, - "estimated_input_tokens": 8884, - "estimated_eval_tokens": 18024 + "serialized_chars": 35531, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a false-positive mix of unrelated issues, with only loose topical overlap in tokenizer/import/version-regression areas. I would not merge any of the soft pairs.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43122 is the best representative of the only substantial subtheme here: a concrete tokenizer regression across versions, with external references and a broad user impact.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair: the Qwen3.5 MoE `from_pretrained` error. Most other pairs only share a broad subsystem or symptom class, not the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44484 is the clearest anchor: it states the concrete Qwen3.5 MoE `from_pretrained` failure, and it has an exact duplicate in 45478 with the same title and bug.", "canonical_pr_reason": null, - "best_issue_reason": "43122 is the most suitable anchor issue because it is clearly stated, user-facing, and broader than the other tokenizer-adjacent items in the set.", + "best_issue_reason": "Issue 44484 is the best representative because it is the earliest, most specific report for the only exact-match duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Different dependency/version problems: PEFT pinning vs a PyTorch version check for flex_attention." + "reason": "Unrelated version/dependency bump vs a PyTorch version-check bug; different failure modes and code paths." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is a mapping-name None bug and the other is a Mistral regex patch crash; different code paths." + "reason": "Both are tokenizer-related, but one is a mapping assumption bug and the other is a Mistral regex patch crash; not the same defect." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression vs noisy logging; no underlying bug overlap." + "reason": "Different tokenization regression vs noisy logging; no shared underlying bug." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist file race; not the same issue." + "reason": "Both mention testing utilities, but one is a vague small bug and the other is a specific xdist file race; not the same issue." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen problems: missing projections in qwen3next vs from_pretrained error for Qwen3.5 MoE." + "reason": "Different Qwen model bugs: missing projections in one layer vs a `from_pretrained` load error." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug vs sequence feature extractor performance issue; unrelated." + "reason": "Testing-utils bug vs a `SequenceFeatureExtractor.pad` performance issue; unrelated." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration vs save_pretrained checkpoint regression are distinct failures." + "reason": "Both touch model behavior, but one is FA3 training degeneration and the other is a broken save/load checkpoint regression." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and tensorflow_text backend mapping are unrelated." + "reason": "Different backend/model errors: vitpose model breakage vs missing `tensorflow_text` backend mapping." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different import errors for different symbols; same broad symptom, not the same bug." + "reason": "Both are import errors, but for different missing symbols and unrelated APIs." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + "reason": "A 3D parallel script failure and a testing-utils bug are unrelated." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "Qwen3 VRAM leak in dataloader threads vs Apple Silicon warmup TypeError; different failures." + "reason": "VRAM leak in Qwen3 thread usage vs Apple Silicon allocator TypeError; different bugs." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Chat API crash vs pad performance regression; no shared underlying defect." + "reason": "A model-type warning and a key error on loading a different model are not the same problem." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "Different model-loading issues: sam3 type warning vs MobileLLM key error." + "reason": "Qwen chat crash vs a sequence feature extractor performance issue; unrelated." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping regression and runtime post-processor update feature request are related only at a very high level." + "reason": "Both are tokenizer internals, but offset mapping corruption and post-processor update behavior are different concrete bugs." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Local-path import warning and a VRAM leak are unrelated." + "reason": "Local-path import warning vs VRAM leak in multi-threaded Qwen3 usage; no overlap." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading and documentation parameter mismatch are not the same bug." + "reason": "Strict config loading bug vs a documentation parameter-name mismatch." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior control and MLA rms_norm_eps precision error are distinct issues." + "reason": "TF32 warning/configuration issue vs MLA layer precision/config bug; different code paths." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a Qwen3.5 streaming inference failure." + "reason": "Different Qwen3.5 MoE load errors with different reports and symptoms; not enough evidence they are the same bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + "reason": "ImportError in configuration utils vs a fbank feature-extraction issue; unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unrecognized-model/config.json loading error are different bugs." + "reason": "GenerationConfig validation on GLM-5 vs unrecognized model/config loading; distinct failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing image_utils import and a broad upgrade-time import regression are not the same concrete failure." + "reason": "Both involve imports, but one is a specific nonexistent import and the other is a broad upgrade-time import breakage." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong decoder type and the other is changed tokenization output; not enough evidence they share one root cause." + "reason": "Both are tokenizer version regressions, but decoder-type mismatch and tokenization output changes are different concrete bugs." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose breakage and missing TensorFlow backend due to tensorboard-only install are unrelated." + "reason": "Vitpose model breakage vs missing TensorFlow backend when only tensorboard is installed; unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Different chat/completions failures with different triggers and models." + "reason": "Both are chat/completions failures, but one is a general API rejection and the other is a specific streaming inference crash on Qwen3.5-0.8B." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Different Qwen3.5/Qwen3next model-loading failures; similar family, not the same bug." + "reason": "TF32 settings warning vs FineGrainedFP8 accuracy regression; different issues." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "TF32 API guidance issue vs FineGrainedFP8 accuracy issue are unrelated." + "reason": "Missing projections in qwen3next vs the Qwen3.5 MoE `from_pretrained` error; unrelated." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Compile-time precision warning and BLIP2 dtype propagation bug are different dtype-related problems." + "reason": "PyTorch warning on bfloat16 compilation vs BLIP2 dtype propagation bug; not the same defect." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args ignored and optimizer.step() called twice under deepspeed are distinct optimizer bugs." + "reason": "Optimizer args ignored vs optimizer step called twice under deepspeed; different optimizer bugs." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow not included in a torch install and broken VitPose models are unrelated installation/model issues." + "reason": "TensorFlow not included in torch install vs vitpose model breakage; unrelated." } ] }, @@ -14322,11 +14356,11 @@ "issue:43012|issue:43408", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:43931|issue:44410", "issue:44484|issue:45478", + "issue:43931|issue:44410", "issue:43441|issue:44829", - "issue:43931|issue:44038", "issue:43335|issue:45071", + "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43673|issue:46123", "issue:45003|issue:45341", @@ -14336,8 +14370,8 @@ "issue:44117|issue:44987", "issue:43986|issue:44484", "issue:43874|issue:44263", - "issue:45440|issue:46172", "issue:43986|issue:45372", + "issue:45440|issue:46172", "issue:43531|issue:45341", "issue:44261|issue:44485", "issue:43097|issue:46050", @@ -14350,250 +14384,250 @@ "issue:42890|issue:46298", "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "f20ff2ec414ade59ed9e09465fe8f20102541931a429c7d4f0f93a71f3246936", + "prepared_review_unit_hash": "17d7e9ffef6e1033402a66402a3640115f2d6cf2badbf3a2c5c28efbd15188d0", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38322, - "estimated_input_tokens": 9581, - "estimated_eval_tokens": 19418 + "serialized_chars": 38314, + "estimated_input_tokens": 9579, + "estimated_eval_tokens": 19414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated import errors, model-loading bugs, training regressions, config issues, and doc/test nits. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "Mostly unrelated Transformers bug reports spanning imports, model loading, attention, configs, and training; the similarity is largely lexical rather than the same underlying defect.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43502 is the clearest core bug report: it has a concrete, reproducible incorrect behavior in loading semantics and broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43502 is the strongest standalone issue for triage because it is specific, actionable, and clearly describes the failing code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Different bugs: removed tie_embeddings API vs unexpected position-id key handling." + "reason": "Different problems: one is an API removal/compatibility complaint, the other is a position-id/key mismatch in model outputs." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Unrelated: GenerationMixin cache/chunked prefill vs a testing_utils bug." + "reason": "Unrelated areas: generation cache behavior vs a small testing utility bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Different import/type issues in unrelated code paths." + "reason": "Both are import/type issues, but they concern different symbols and code paths." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM internals: DSA indexer split bug vs RoPE implementation discussion." + "reason": "Different GLM internals: torch.split handling vs RoPE implementation." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression vs tensorboard-without-TF backend error." + "reason": "One is config type checking, the other is backend detection when TensorFlow is absent." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different model components and failures; not the same bug." + "reason": "Different failures in different modules: image processor method missing vs MLA norm epsilon precision." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Bfloat16 compile warning vs sam3 model-type warning are unrelated." + "reason": "Unrelated symptoms: PyTorch bfloat16 warning vs a model-type mismatch warning." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different Deep/GLM internals and different failure modes." + "reason": "Different model math/code paths; no shared defect beyond both being tensor ops." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different code paths: missing ReLU in DSA indexer vs deepseek-v4 tensor op bug." + "reason": "Distinct implementation bugs in separate model families." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Both Qwen-family, but distinct loading/missing-projection problems." + "reason": "A save_pretrained shard-size question is unrelated to a Qwen3.5 from_pretrained failure." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Save_pretrained shard-size question vs Qwen3.5 MoE loading error." + "reason": "Different shape/loading mismatch vs missing projections in another model." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but different models and symptoms." + "reason": "Both mention flash attention, but one is a model-specific crash and the other is degenerate training behavior." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Related model family, but different Qwen-VL loading issues." + "reason": "SwitchTransformers config construction bug is unrelated to PretrainedConfig type checking." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "SwitchTransformers config bug vs PretrainedConfig typing regression." + "reason": "Different Qwen VL/MoE issues with different failure modes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Unrelated: tie_embeddings API removal vs gguf file loading breakage." + "reason": "API removal vs gguf_file handling in tokenizer/model loading are separate issues." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache bug vs pipeline partial-batch result dropping." + "reason": "Both involve generation behavior, but cache absence and pipeline partial-batch dropping are different bugs." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access vs a testing_utils bug." + "reason": "Unsafe sys.modules access is unrelated to a testing utility bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/video-model torchvision dependency issue vs testing_utils." + "reason": "Video-model processor crash without torchvision is unrelated to testing utils." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Missing import in image_utils vs docs parameter-name mismatch." + "reason": "Missing import from image_utils and a docs parameter-name mismatch are not the same issue." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different model failures: Qwen3_5 infinite loop vs sam3-litetext OOM." + "reason": "An infinite-loop generation bug and a memory overflow report are distinct failure modes." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None bug vs a specific model loading failure." + "reason": "Tokenizer mapping None handling is different from a specific model loading failure in transformers>=5.1.0." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor-loading crash vs save_pretrained shard-size behavior." + "reason": "A processor dependency crash is unrelated to a save_pretrained shard-size discussion." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Image processor method missing vs DSA indexer split handling." + "reason": "Missing image-patch helper and torch.split return handling are unrelated model subsystems." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "DeepSeekV3 implementation divergence vs a deepseek-v4 tensor operation issue." + "reason": "Different missing-dependency/import failures in separate processor stacks." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Different missing-dependency import crashes in different processor paths." + "reason": "Native DeepseekV3 divergence is a broader implementation mismatch, not the same as the comb transpose bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug." + "reason": "A Qwen3-MoE sliding-window issue is unrelated to testing utilities." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model math issues; not the same underlying defect." + "reason": "Precision/epsilon handling in MLA q_a_layernorm is not the same as GLM-5 RoPE implementation." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal vs quantized model save/load breakage." + "reason": "API deprecation/behavior change is unrelated to quantized model save/load breakage." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "API removal vs flash_attention crash are unrelated." + "reason": "Removed tie_embeddings API and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training optimizer-state bug vs Liger Kernel application bug." + "reason": "Wrong optimizer state under FSDP2/PEFT is unrelated to Liger Kernel not applying with model_init." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different modules and root causes." + "reason": "Both are import errors, but for different modules and symbols with different root causes." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer constructor error vs tokenizer mapping None assumption." + "reason": "AddedToken keyword duplication and tokenizer-mapping None are unrelated tokenizer bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3 submodel config/model issues." + "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different defects." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Related family, but distinct Qwen3-VL-Moe vs Qwen3next problems." + "reason": "Both involve Qwen models, but one is a Transformers v5/Qwen3-VL-Moe failure and the other is missing layer projections." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Integration test seed flakiness vs noisy logging message." + "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not the same bug." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline mode network-leak bug vs missing embed_tokens weight on load." + "reason": "local_files_only still causing API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." } ] }, @@ -14676,8 +14710,8 @@ "issue:43066|issue:43906", "issue:43208|issue:43550", "issue:43992|issue:44484", - "issue:43825|issue:44655", "issue:43012|issue:43550", + "issue:43825|issue:44655", "issue:43012|issue:44368", "issue:45712|issue:46298", "issue:42907|issue:44655", @@ -14701,20 +14735,20 @@ "issue:45600|issue:46298", "issue:45698|issue:46172" ], - "prepared_review_unit_hash": "38d9ad82b29d2b6ac9ce0253ee0644aad8c6a839d46543d6f641a917cd27e111", + "prepared_review_unit_hash": "aad3c03151cb4a1d7bfb5977fb7eac7e280b3f5569c74cbe9dd63f8b18996a63", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37371, + "serialized_chars": 37372, "estimated_input_tokens": 9343, "estimated_eval_tokens": 18942 }, @@ -14723,210 +14757,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely heterogeneous; most soft-similarity pairs share only broad subsystem overlap, not the same concrete bug. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45698 is the strongest representative if one must be chosen: it is open, has the most discussion, and describes a concrete core loading/saving regression with broad impact. That said, the overall set does not form a single tight duplicate cluster.", + "summary": "The soft pairs are mostly unrelated and should not be merged; they span different import failures, model-specific bugs, save/load issues, and warnings. I\u2019d treat issue 43873 as the closest canonical issue because it is open, broadly scoped, and has the strongest discussion/inbound-reference signal among the set.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the most broadly framed and actionable item here, and it has the highest apparent activity/inbound references, making it the best representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best overall issue anchor because it is active, high-signal, and centers on a user-visible `from_pretrained`/`save_pretrained` correctness bug in a core path.", + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is still open, user-facing, and general enough to anchor a cluster more naturally than the highly specific bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different version-regression causes." + "reason": "Both are import errors, but they target different missing symbols and likely different dependency/version breakages." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "One is a removed config API warning/regression; the other is a quantization offloading bug. Same broad area, not the same issue." + "reason": "One is a v5 API removal complaint; the other is an offloading/quantization behavior bug. Different code paths." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different failure modes: argument forwarding in `AutoProcessor.from_pretrained` vs docstring processing with future annotations." + "reason": "AutoProcessor kwargs forwarding and an auto-docstring annotations crash are unrelated problems." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "One is a torchvision-dependent processor crash; the other is a tokenizer mapping assumption bug." + "reason": "Video-model processor failure without torchvision and tokenizer mapping None-handling are different failure modes." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Both involve multimodal loading, but one is a missing class import and the other is an AutoProcessor torchvision crash." + "reason": "Qwen2_5_VL import failure and torchvision-missing processor crash are distinct issues." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Unrelated compatibility errors: Python 3.14 load failure vs unsupported backend name in BACKENDS_MAPPING." + "reason": "Python 3.14 import/load failure is unrelated to a backend mapping error for tensorflow_text." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "`43906` is a reproduction issue, but there is no evidence it is reproducing the tokenizer-decoder bug in 43066." + "reason": "The reproduction issue does not clearly match the tokenizer-decoder-type bug." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model-specific training/compile failures; only superficial overlap around model training bugs." + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embedding weights during load is not the same as the `max_shard_size` default question." + "reason": "Missing embed token weights on load and max shard size behavior on save_pretrained are different code paths." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "One is an incorrect pipeline error message; the other is inability to save pipeline objects." + "reason": "A precision warning during compile is not the same as a model failure with torch.compile and SDPA." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "A precision warning during compile is not the same as a compile-time SDPA failure." + "reason": "Pipeline task messaging and saving Pipeline objects are unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they concern different config/precision behaviors." + "reason": "Both mention warnings, but they concern different models and different causes." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup/dir leak is unrelated to a noisy logging message." + "reason": "Dummy PT classes leaking into dir() and a noisy logging message are not the same bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Different save-pretrained bugs affecting different object types and code paths." + "reason": "Dequantized model saving and Pipeline save_pretrained failures affect different objects and paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop multimodal generation bug are unrelated." + "reason": "A save failure and an infinite-loop inference bug are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash-Attention support gating vs GPT-2 attention scaling under SDPA/FlashAttention are different code-path problems." + "reason": "Unsupported Flash Attention 2.0 for NemotronH and GPT2 attention scaling being ignored are different issues." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed config API warning is unrelated to a noisy logging message." + "reason": "API-removal behavior and noisy logging are unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose issue are different model-specific bugs." + "reason": "ESM2 being broken and a DeepSeek tensor operation bug are unrelated." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific FlashAttention support issue vs Python-version compatibility failure." + "reason": "Flash Attention support for a model and a Python-version compatibility problem are different." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is unrelated to a zero-loss classification bug." + "reason": "Attention-backend config loss and a degenerate classification loss bug are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption and attention scaling are unrelated failures." + "reason": "FSDP2/PEFT optimizer state corruption and GPT2 attention scaling are different code paths." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "AttentionInterface behavior change is not the same as GPT-2 attention scaling being ignored." + "reason": "Attention scaling ignored and AttentionInterface.register changing behavior are not the same underlying bug." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both are MoE-related, but one is FP8 save-pretrained and the other is a from-pretrained regression." + "reason": "Both involve Qwen3.5 MoE, but one is save_pretrained FP8 behavior and the other is a from_pretrained error." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions request handling and Qwen2_5_VL batched chat templating are different failures." + "reason": "Chat completions API rejection and batched apply_chat_template padding handling are unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are different subsystems." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma config attribute error and an Apple Silicon allocator TypeError are unrelated." + "reason": "A Gemma config AttributeError and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "`trainer.evaluate()` after train and import failure caused by `datasets` are different issues." + "reason": "trainer.evaluate() failing after train() and import failure caused by datasets are different issues." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Precision warning during compile and compiled flex_attention breaking on torch >= 2.9 are different problems." + "reason": "A warning on bfloat16 compile is not the same as flex_attention failing on torch >= 2.9." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local model loading warning is unrelated to a bfloat16 compile warning." + "reason": "Trailing-slash local model loading warnings and bfloat16 compile precision warnings are unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing hub import and missing model class import are distinct import-regression cases." + "reason": "Missing is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are different import errors." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for a removed utility and unwanted API requests with `local_files_only=True` are different bugs." + "reason": "Importing a removed configuration helper and unwanted API requests despite local_files_only=True are different problems." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Removed config references breaking CI and noisy logging have no common underlying code-path." + "reason": "Broken auto_mappings references and noisy logging message do not match the same underlying bug." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Wrong custom module loaded after save/load is unrelated to the DeepSeek tensor conversion/transposition bug." + "reason": "Wrong custom module loading after save_pretrained and a DeepSeek tensor operation bug are unrelated." } ] }, @@ -15000,8 +15034,8 @@ "issue:46365" ], "soft_pairs": [ - "issue:44038|issue:44230", "issue:43618|issue:44380", + "issue:44038|issue:44230", "issue:43618|issue:43761", "issue:44483|issue:45290", "issue:43756|issue:44485", @@ -15014,14 +15048,14 @@ "issue:44077|issue:44380", "issue:36683|issue:44077", "issue:36010|issue:42757", - "issue:43352|issue:43937", "issue:43611|issue:44655", + "issue:43352|issue:43937", "issue:44625|issue:46077", "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:45584|issue:46365", - "issue:43976|issue:44938", "issue:42175|issue:46365", + "issue:43976|issue:44938", "issue:43352|issue:45593", "issue:36683|issue:43525", "issue:43618|issue:45216", @@ -15035,238 +15069,238 @@ "issue:44355|issue:44855", "issue:43867|issue:46202" ], - "prepared_review_unit_hash": "d993973e96cf72fe95fda65537518a91b5af268abe1202f7c718d4d4d682613f", + "prepared_review_unit_hash": "43e13ca2656a29efd0070ab0900fd5dbbec773b44cbd3240ca66cc543e297280", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37432, - "estimated_input_tokens": 9358, - "estimated_eval_tokens": 18972 + "serialized_chars": 37427, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose bag of mostly unrelated issues with only weak topical similarity; none of the soft pairs looks like a clear duplicate or same-change match.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated bugs and subsystems. If forced to pick an anchor, issue:43618 is the best fit: it is a concrete regression report and one of the few with multiple soft links.", + "summary": "This set is mostly a grab-bag of unrelated Transformers issues; several are broad v5 regressions, but the soft pairs do not look like the same underlying bug or change.", + "confidence": 0.52, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set, covering multiple import breakages after upgrading to Transformers 5.5.0, so it is the best single issue to represent the cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43618 is the strongest representative of the set: clear repro, user-facing regression, and the only item that plausibly sits at the center of a small CLIP-output cluster. Still, it is not a true canonical for the whole group.", + "best_issue_reason": "issue:45278 is the clearest global representative because it is a wide regression report rather than a narrow model-specific symptom, and it can subsume the general import-error theme better than the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Same family name, but one is a general Qwen3-VL-Moe loading bug and the other is fp8 inference support; different fixes." + "reason": "Different models and different failures: CLIP attentions missing vs GPT-2 attention scaling ignored." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Different models and different failures; CLIP output fields vs GPT2 attention scaling." + "reason": "One is a general Qwen3-VL-Moe regression, the other is fp8 inference support; not the same bug." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but they concern different missing outputs and could be separate bugs." + "reason": "Both are CLIP regressions, but they affect different outputs and appear to be separate code paths." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "OpenAI-style chat endpoint rejection vs chat-template crash; not the same code-path problem." + "reason": "API request acceptance and chat template tokenization crashes are different issues." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they are about different models and likely different implementation issues." + "reason": "Different models and different RoPE-related concerns; not one concrete bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Model-loading breakage vs sorted-state_dict load failure; too generic to treat as one bug." + "reason": "Both are loading failures, but the titles point to distinct failure modes and models." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing config attributes on two unrelated models; no shared underlying change." + "reason": "Unrelated attribute errors in different model families." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "Tokenizer decoder type regression vs fp8 inference-on-B200 failure; unrelated." + "reason": "Tokenizer decoder type issue and FP8 inference failure are unrelated." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving and pipeline save_pretrained are different save paths and different failures." + "reason": "Model quantization save failure and pipeline save_pretrained failure are different save paths." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4, but one is embedding resize propagation and the other is attention-mask construction." + "reason": "Both involve Gemma4, but one is embedding resize behavior and the other is attention mask construction." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs/behavior mismatch in pipeline classification vs pipeline serialization bug." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline serialization." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Unrelated optimizer/model-loading issue vs attention-backend config bug." + "reason": "Different model behavior: patchtsmixer init rules vs GPT-2 attention scaling." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different model/config attribute bug vs a PatchTSMixer post_init policy issue." + "reason": "Different models and unrelated attribute/configuration bugs." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but from different modules and likely different dependency/version causes." + "reason": "Both are import errors, but for different symbols from different packages." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "FlashAttention support gate vs invalid GenerationConfig; different validation paths." + "reason": "Model loading with base_model_prefix and pipeline saving are not the same bug." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Base-model-prefix loading regression vs pipeline saving failure; not the same bug." + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 generation config validation." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated." + "reason": "Different Gemma/Qwen config propagation vs attention-mask behavior." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are loading/saving problems, but one is sorted state_dict load order and the other is a Qwen3.5 checkpoint regression." + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different serialization problems." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Llama/Gemma config topics, but one is attention masking and the other is head_dim validation." + "reason": "Different Llama/Gemma config validation and attention behavior issues." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper generation edge case vs importing Trainer affected by datasets; unrelated." + "reason": "Whisper generation failure and Trainer import conflict are unrelated." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Python-version compatibility regressions, but for different versions and different failure modes." + "reason": "Backend installation packaging issue and Trainer import conflict are different problems." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Packaging/backend extras issue vs Trainer import conflict; not the same underlying bug." + "reason": "Python version compatibility issues, but for different versions and failure causes." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Different models and different missing capability/aux-loss behavior." + "reason": "FlashAttention support and missing auxiliary losses are unrelated model behaviors." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing config attributes on different models; no duplicate signal." + "reason": "Different config attributes on different models; not the same underlying bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output field regression vs Qwen3.5 save_pretrained checkpoint regression; unrelated." + "reason": "Different CLIP output regression versus Qwen3.5 checkpoint saving regression." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer config behavior vs Trainer import problem; no shared code path." + "reason": "Patchtsmixer post_init policy and Trainer import conflict are unrelated." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3 config attribute bug vs MoE load-balancing-loss condition; unrelated." + "reason": "Gemma3 vocab_size and MoE load-balancing loss are distinct issues." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "FlashAttention support guard vs Qwen3-VL weight-shape mismatch; different model-loading logic." + "reason": "Nemotron FlashAttention support and Qwen3-VL weight-shape mismatch are different failures." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling vs Trainer import dependency conflict; unrelated." + "reason": "Optimizer argument handling and Trainer import conflict are not the same bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs a cache-strategy typo; not the same change." + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different models and different from_pretrained failures; too broad to merge." + "reason": "Both concern Qwen3.5 loading, but one misses a weight and the other has a from_pretrained error; not enough to merge." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache no_grad decorator request vs generic import errors after upgrade; no common bug." + "reason": "No-no_grad decorator for cache updates and broad import failures are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve Python file/import issues, but one is compiled-file execution and the other is a torch.jit parsing error." + "reason": "Generic compiled-file errors and a specific Python 3.13 TorchScript parsing failure are different bugs." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State_dict ordering load failure vs Gemma pipeline roundtrip on \u2581; different functionality and fixes." + "reason": "Load-model error with sorted state_dict and Gemma pipeline roundtrip failure are unrelated." } ] }, @@ -15373,233 +15407,236 @@ "issue:45125|issue:45375", "issue:43010|issue:43232" ], - "prepared_review_unit_hash": "1cb621efb207ee74ade470ace41f64bcf929798bd45811d0691ef602a3125605", + "prepared_review_unit_hash": "52cf60d236d51c33887e033f30e661bda370fc6a89c28aedc544c1e26e9bcd61", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36843, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose semantic group of Transformers v5-era regression reports, but the soft pairs do not describe the same underlying bug/change. They span unrelated failures across imports, model config, training, tensor parallelism, tokenizer loading, and CI/test flakiness.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45850 is the broadest umbrella complaint about widespread v5 breakage, but the cluster is too heterogeneous to support a precise canonical duplicate.", + "summary": "Mostly a loose Transformers v5 regression cluster centered on import/export breakages, with a separate import-time slowdown pair and many unrelated model/config/test issues. The Qwen3.5 MoE pair should not be merged; it looks like two different bugs in the same family, not one fixable change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 42548 is the clearest representative of the cluster\u2019s main theme: a concrete top-level transformers import/export breakage, and it has a close duplicate-like sibling in 44351.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the least-specific representative of the general 'v5 breaks things' theme, though it does not cleanly subsume the other reports.", + "best_issue_reason": "42548 is the best anchor because it is specific, user-facing, and matches the strongest duplicate signal in the set: missing public names from the transformers package.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different failure modes: state_dict ordering/load error vs missing Qwen3.5 vision config field." + "reason": "Different bugs: state_dict/model loading failure vs missing Qwen3.5 vision config field." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "One is a cleanup/perf refactor request; the other is an intermittent import latency report." + "accept": true, + "reason": "Both describe import-time slowdown in transformers, with wildcard imports and large import surface as the likely shared cause." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Unrelated bugs: Gemma3 config missing vocab_size vs distributed training optimizer-state corruption." + "reason": "Unrelated failures: Gemma3 config attribute error vs FSDP2/PEFT optimizer-state corruption." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import/load compatibility is not the same as PretrainedConfig type-checking regressions." + "reason": "Python-version load failure and config type-checking breakage are different failure modes." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test flakiness, but one is missing seeds and the other is a xdist file race." + "reason": "Different CI/test problems: seed flakiness vs xdist captured_info.txt race." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific autograd/no_grad API bug vs a broad complaint that v5 breaks many models." + "reason": "Specific cache/generation API behavior vs a broad complaint that v5 breaks many models." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 label propagation bug is unrelated to failing to import Trainer with datasets installed." + "reason": "Different areas entirely: Qwen3.5 num_labels propagation vs Trainer import depending on datasets." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are load/save regressions, but they affect different code paths and model data." + "reason": "Both are model loading/saving issues, but the concrete failure paths are different." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different Qwen/UMT5 model-specific from_pretrained failures with no shared underlying bug shown." + "reason": "Both involve Qwen-ish loading problems, but one is missing weights in from_pretrained and the other is a generic Qwen3.5 MoE load error." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "No-grad cache update issue is unrelated to Python version compatibility." + "reason": "Cache/generation behavior change vs Python compatibility issue are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and TP OOM on loading a large model are different problems." + "reason": "Different tensor-parallel bugs: a training bug vs OOM while loading a specific large model." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attention assignment and patchtsmixer post_init validation are unrelated." + "reason": "Different model-specific API changes, not the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency import error is unrelated to tokenizer loading regression." + "reason": "PyTorch-missing ImportError vs tokenizer loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both involve CLIP internals, but one is attentions assignment and the other is class structure divergence." + "reason": "Both CLIP-related, but one is missing attentions assignment while the other is a structural class inconsistency." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Different subsystems: CLIP output fields vs LwDetr AMP/CUDA crash." + "reason": "Unrelated CLIP output issue vs an AMP/CUDA crash in a different model loss." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer activation discussion is unrelated to DeepseekV3MoE implementation drift." + "reason": "DSA/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leak and AddedToken argument collision are unrelated bugs." + "reason": "Local-files-only network leakage vs AddedToken argument duplication are different code paths." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related CI flakiness is not the same as a model-loading regression for Phi-4 multimodal." + "reason": "Test seeding flakiness vs Phi-4 multimodal load failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different test failures: missing set_seed vs stale device override behavior." + "reason": "Different CI/test failures with different causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed flakiness and broken auto_mappings due to removed configs are different issues." + "reason": "Different CI/test failures; one is about seeding, the other about stale auto_mappings references." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer-from_pretrained regression and checkpoint reload after version upgrade are different loading paths." + "reason": "Tokenizer loading and checkpoint reload are both from_pretrained-related, but not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "CUDA reserved-memory/OOM under int4 quantization is unrelated to checkpoint reload failure." + "reason": "Int4 memory regression vs checkpoint reload regression are different issues." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are separate Qwen3.5 MoE issues." + "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan are different code paths." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad bug and Sam3PixelDecoder dummy Conv2d are unrelated." + "reason": "Cache-update decoration issue vs dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change are different concerns." + "reason": "Broken env command is unrelated to AttentionInterface.register behavior change." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-loading network leak is unrelated to GLM-5 RoPE implementation." + "reason": "Local-files-only network requests vs GLM-5 RoPE implementation are unrelated." }, { "left": "issue:42548", "right": "issue:44351", - "accept": false, - "reason": "These are both import errors, but they concern different missing top-level symbols and likely different export paths." + "accept": true, + "reason": "Both are top-level 'cannot import name ... from transformers' regressions and look like the same export-surface breakage." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing _tp_plan and a generic Qwen3.5 MoE from_pretrained error are not clearly the same bug." + "reason": "Same model family, but one is a missing _tp_plan tensor-parallel issue and the other is a generic from_pretrained error; too different to treat as one bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and version-upgrade data filtering slowdown are unrelated." + "reason": "Compiled Python file errors vs a performance regression after upgrade." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLFlow reporting failure is unrelated to tokenizer-loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both touch Qwen3.5 MoE config plumbing, but they omit different fields and do not show the same root cause." + "reason": "Both Qwen3.5-related, but one is tensor-parallel planning and the other is missing vision-config metadata." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache/layer no_grad changes are unrelated to generation kwargs syncing after sync_gpus." + "reason": "Both generation-related, but they concern different methods and failure modes." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45125 vs issue:45478 only clearly share the Qwen3.5 MoE family, while one is a missing `_tp_plan` tensor-parallel problem and the other is a generic `from_pretrained` error. That is not conservative enough to count as the same bugfix PR. The import/export pair at issue:42548 vs issue:44351 is plausible, but the Qwen3.5 pair makes the overall verdict too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15686,9 +15723,9 @@ "issue:44222|issue:44230", "issue:43576|issue:44938", "issue:44908|issue:44961", + "issue:41628|issue:42548", "issue:46143|issue:46144", "issue:44485|issue:44961", - "issue:41628|issue:42548", "issue:44315|issue:46209", "issue:36296|issue:43901", "issue:36296|issue:43526", @@ -15702,254 +15739,251 @@ "issue:44230|issue:46095", "issue:43576|issue:44556" ], - "prepared_review_unit_hash": "8f06a6c634ef11e76df3c332e44a2377dc95f084e84004be8e9c244d2cf8c4fe", + "prepared_review_unit_hash": "eecfb4ebeb0fc31a2e62a3a23c0efa71d12faed719aac2c75f65173fd8211382", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37319, - "estimated_input_tokens": 9330, - "estimated_eval_tokens": 18916 + "serialized_chars": 37324, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regressions, import/loading breakages, and a few unrelated docs/perf bugs. Only one soft edge looks like the same underlying bug; the rest are too different to merge together.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the common theme of v5 breaking multiple models and behaviors. It is vague, but it best represents the cluster\u2019s shared regression theme.", + "summary": "This is a mixed set of mostly unrelated Transformers regressions, import errors, and docs issues. The soft pairs share only broad surface similarity (often \"v5 broke X\" or \"loading failed\") and do not look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45850 is the broadest umbrella complaint about widespread v5 regressions, so it is the closest representative of this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global issue anchor because it is the most general and can subsume several of the v5-related breakage reports, even though it is not a precise bug report.", + "best_issue_reason": "issue:45850 is the best global representative of the common theme, but it is still too vague to serve as a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Different problems: a loading hang vs documentation wording in model.forward." + "reason": "Different problems: a loading hang vs confusing forward-argument docs." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated code paths." + "reason": "Different code paths: offline-network behavior vs FP8 save_pretrained support." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but for different model/version scenarios; too broad to treat as the same bug." + "reason": "Both are version-regression loading reports, but for different models and failure modes." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API request behavior and a placeholder issue are unrelated." + "reason": "Unrelated: network requests despite local_files_only vs a dummy/nonspecific issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failure reporting and tensor-parallel training are different subsystems and failures." + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training bugs." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy regression and a missing image-processor method are distinct bugs." + "reason": "Different bugs: FP8 accuracy regression vs missing processor method causing an AttributeError." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file handling and PretrainedConfig type checking are unrelated." + "reason": "Compiled-file loading errors are unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs mentioning pipeline() and a placeholder issue are unrelated." + "reason": "Docs still mentioning pipeline() is unrelated to the second issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Different save/load problems: compiled file errors vs saving Pipeline objects." + "reason": "Compiled Python file errors and save_pretrained pipeline issues are separate failures." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer behavior are unrelated." + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated subsystems." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different fixes." + "reason": "Both involve loading, but one is a tokenizer regression and the other is a specific model-loading breakage." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "A direct import error from huggingface_hub is not clearly the same as the transformers env CLI breakage." + "reason": "Importing is_offline_mode and the transformers env command are different failures." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are different failures." + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env breakage and config type-checking are unrelated." + "reason": "Broken env CLI and PretrainedConfig type checking are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Different import/CLI failure surfaces with no clear shared bug." + "reason": "CLI breakage is unrelated to the missing Qwen2.5-VL import." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an ImportError for layer_type_validation are unrelated." + "reason": "Documentation confusion and an ImportError are not the same bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug are unrelated." + "reason": "No meaningful relation: a nonspecific issue vs Gemma-4 audio positional encoding." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are different code paths and fixes." + "reason": "Same FP8 theme, but one is save/export behavior and the other is inference support." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "The env command breakage and Python 3.14 loading failure are separate issues." + "reason": "Broken env CLI is unrelated to Python 3.14 import/load failures." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling has nothing to do with the placeholder issue." + "reason": "Scheduler kwargs handling is unrelated to the other issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different fixes." }, { "left": "issue:46143", "right": "issue:46144", - "accept": true, - "reason": "Both point to the same RoFormer plumbing problem: methods/attention code not propagating through the intended attention interface and kwargs path." + "accept": false, + "reason": "Both are about RoFormer, but one is kwargs forwarding and the other is attention implementation design." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and a placeholder issue are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Missing AutoImageProcessor and missing PreTrainedModel are different missing exports." + "reason": "RoPE implementation discussion is unrelated to the nonspecific issue." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init behavior and FP8 inference on B200 are unrelated." + "reason": "Liger Kernel application and FP8 inference on B200 are unrelated bugs." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and docs about return_all_scores are unrelated." + "reason": "Tensor-parallel training and pipeline docs mentioning return_all_scores are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast label handling." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache failure and a cache-strategy typo are not the same bug." + "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same issue." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is a specific Qwen3.5-35B chat crash and the other is a generic umbrella report." + "reason": "The former is a specific Qwen3.5 chat crash; the latter is only a broad meta-report about many breakages." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files and a generic placeholder bug report are unrelated." + "reason": "Missing processor save files and a generic bug report are not the same underlying problem." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading and TensorBoard-without-TensorFlow backend errors are different issues." + "reason": "Lazy loading failure and the tensorboard-without-TF backend error are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are related by model family but not the same concrete bug." + "reason": "Both mention Qwen3-Moe/v5, but they describe different missing functionality and should not be merged." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading behavior and sys.modules access are unrelated." + "reason": "Lazy loading behavior and unsafe sys.modules access are different code-path issues." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issues and config type checking are unrelated." + "reason": "Qwen3-VL bounding-box errors are unrelated to type-checking breakage." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and DeepSeek weight conversion are unrelated." + "reason": "FP8 inference support for Qwen models is unrelated to DeepSeek weight-conversion guidance." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "env command breakage and checkpoint reload failures are different regressions." + "reason": "Broken env CLI and checkpoint reload regressions are separate failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The chosen umbrella issue (45850) reasonably fits the broad v5-regression theme, and the single accepted soft edge (46143/46144) looks plausibly mergeable as one RoFormer plumbing fix. The other pairwise rejections are cautious and not overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16060,292 +16094,292 @@ "issue:44485|issue:45468", "issue:43704|issue:44485" ], - "prepared_review_unit_hash": "7e4122e1ef5bed1b3df2a4a98fc226f5f5e299567b0a6be487318feae5c639f1", + "prepared_review_unit_hash": "7b4c2fcb21c5538a61282ef8586b03b932efbc21f51051e0e9f594c44d312067", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39857, - "estimated_input_tokens": 9965, - "estimated_eval_tokens": 20186 + "serialized_chars": 39856, + "estimated_input_tokens": 9964, + "estimated_eval_tokens": 20184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially around loading/import behavior, but the soft pairs are not the same underlying bug and should not be merged as duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the broadest concrete regression report in the set: it captures widespread breakage after upgrading from 4.57.0 to 5.5.0, which aligns with the main theme shared by the cluster.", + "summary": "These soft pairs are mostly false positives: they share broad Transformers/v5/model-loading language, but each points to a different concrete bug or model-specific regression. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45850 is the broadest representative of the recurring v5 regression theme, but it is still only an umbrella report rather than an exact duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative for this cluster because it is version-specific, user-facing, and broad enough to anchor related v5 upgrade breakage reports without being as vague as the generic complaint issues.", + "best_issue_reason": "issue:45850 best captures the widest shared complaint surface across the cluster (general v5 breakage), making it the most useful canonical issue placeholder.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL issues, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image; different failure modes." + "reason": "Both are Qwen vision/model issues, but one is bounding-box output hallucination and the other is an infinite-loop case on a specific image; different failure modes." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, while 45850 is a broad complaint about many models breaking in v5." + "reason": "Llama4Config pad_token_id AttributeError is a specific config regression, not the same bug as the broad 'many models break since 5.0' report." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from removing import * is unrelated to GenerationMixin cache missing during chunked_prefill." + "reason": "Import-time slowdown from wildcard imports is unrelated to the GenerationMixin cache missing during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 checkpoint compatibility, but one is generic reload failure after upgrade and the other is a remote-code/meta-init incompatibility for InternVL2; not the same concrete bug." + "reason": "Both are checkpoint-loading regressions after v5, but they involve different model families and different root causes (general reload failure vs remote-code/meta-init incompatibility)." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the same as a general 'v5 breaks too many models' complaint." + "reason": "StableLmConfig missing pad_token_idx is a model config field regression, not the same as the generic v5 breakage complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is a narrow issue; 45850 is a broad meta-report about many models." + "reason": "A typo in cache strategy docs/API is unrelated to broad model loading regressions." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 behavior API migration and a cache-strategy typo are different documentation/API issues." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 regression reports, but 45278 is about import failures after upgrade, while 45850 is an umbrella complaint about many models; too imprecise to be the same bug." + "reason": "General import errors after upgrade are broader, but this is still a different failure class than the specific 'many models break' report." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import slowdown from import * removal is unrelated to failing to import Qwen3_5ForCausalLM." + "reason": "Wildcard-import startup overhead is unrelated to the missing Qwen3_5ForCausalLM import error." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated test-vs-scheduler issues." + "reason": "A flaky integration test due to missing set_seed has nothing to do with inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type mismatch warning for sam3_video/sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + "reason": "Model type mismatch warnings for sam3_video/sam3_tracker are unrelated to Liger Kernel application via model_init." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import taking long sometimes and lazy loading not working properly are related to imports but not the same code-path problem." + "reason": "Import-time slowness and lazy loading not working are related at a high level, but not clearly the same underlying bug." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch in tokenizer_config.json is a specific save_pretrained bug; 45230 is too underspecified to treat as the same issue." + "reason": "Tokenizer save_pretrained mismatch is a concrete tokenizer serialization bug; 'Bug report' provides no basis for the same root cause." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 unsupported for NemotronHForCausalLM is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Flash Attention 2.0 unsupported for Nemotron is unrelated to Qwen3-VL 2D box output behavior." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor.from_pretrained kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and bugs." + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs propagation are different code paths." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Buffer handling for position_ids is a concrete tensor/state issue; 45230 lacks enough detail and does not match it." + "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, not a match for an unspecified bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "A broken env command in v5 and ignored scheduler kwargs are unrelated." + "reason": "Broken 'transformers env' command is unrelated to scheduler configuration handling." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support for Transformers 5.1.0 is unrelated to Qwen3-VL 2D box hallucination/output issues." + "reason": "Python-version compatibility breakage is not the same as a Qwen3-VL bounding-box issue." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Ignoring lr_scheduler_kwargs and PretrainedConfig type checking are different regression classes." + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated regressions." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-time cost from import * removal is unrelated to cannot import HybridCache." + "reason": "Import-star performance regression is unrelated to the HybridCache import failure." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "A cache-strategy typo and SequenceFeatureExtractor.pad conversion inefficiency are unrelated." + "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are different problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import slowdown and a bug in testing_utils.py do not describe the same underlying bug." + "reason": "Import-time slowdown from wildcard imports is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python version compatibility and a generic 'many models break' complaint are not the same issue." + "reason": "Python 3.9+ compatibility breakage is a separate release-compatibility issue from generic v5 model-loading failures." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bounding-box issues and Qwen3.5 MoE from_pretrained errors are separate model-specific bugs." + "reason": "Different models and different symptoms: Qwen3-VL box output vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and _get_tied_weight_keys AttributeError are unrelated." + "reason": "patchtsmixer post_init policy and _get_tied_weight_keys crashing on list input are distinct implementation issues." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support and Qwen3_5 import failure are distinct problems." + "reason": "Python version support and missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs forwarding." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for forward args and tokenizer loading regression are different issues." + "reason": "A documentation confusion issue and a tokenizer-loading regression are not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and degenerate training with flash_attention_3 are different code paths and failure modes." + "reason": "Liger Kernel not being applied with model_init and degenerate training under flash_attention_3 are different training-path issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken transformers env command and lazy loading behavior are not the same bug." + "reason": "A broken env command and lazy loading not working are different release-v5 problems, not the same concrete bug." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _get_tied_weight_keys crashing on list are unrelated serialization vs utility bugs." + "reason": "Pipeline save_pretrained failure and tied-weights key handling are unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model internals." + "reason": "DSA indexer ReLU discussion has nothing to do with Gemma-4 audio relative positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "An underspecified bug report and Qwen3.5 MoE from_pretrained error are not the same concrete issue." + "reason": "An unspecified bug report cannot be treated as the same issue as a concrete Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading not working and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and Qwen3_5 import failure are separate problems." + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different failures." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared expert gating and comb.to(dtype).transpose(-1, -2) are different DeepSeek bugs." + "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose/dtype bug are not the same underlying model defect." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Incorrect timestamp calculation in Qwen3VL Processor and GLM-5 RoPE implementation are unrelated." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import slowdown from removing import * and VRAM leak with multiple dataloader threads are different issues." + "reason": "Import-time wildcard-import slowdown is unrelated to VRAM leakage in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Model.forward documentation confusion and a model loading break in Transformers 4.46.2 are not the same bug." + "reason": "Documentation confusion in forward args is unrelated to model loading breakage for Llama 3.2 Vision." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "from_pretrained checkpoint loading is about performance, while the other is documentation confusion about forward inputs." + "reason": "Slow from_pretrained checkpoint loading and forward-pass documentation confusion are different topics." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and Gemma-4 audio positional encoding are different model-specific issues." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are distinct architecture bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated issues." } ] }, @@ -16453,250 +16487,268 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "5bf4b7c8468bb74fa1c890bf299c9a715bdbe917aa594fabe421e32bb64e16d3", + "prepared_review_unit_hash": "055364d7052097054e621f9838228dbcc712dc215668f83d837d3108b6d1aee9", "component_budget": { "node_count": 445, "item_count": 445, "soft_pair_count": 1647, - "serialized_chars": 852369, - "estimated_input_tokens": 213093, - "estimated_eval_tokens": 426442 + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 }, "budget": { "node_count": 42, "item_count": 42, "soft_pair_count": 39, - "serialized_chars": 35161, - "estimated_input_tokens": 8791, - "estimated_eval_tokens": 17838 + "serialized_chars": 35172, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items do not form a real duplicate cluster: they span unrelated bugs, regressions, and feature requests across different subsystems. No soft pair looks like the same underlying issue, so all candidate merges should be rejected.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45468 is the most concrete and actionable standalone bug report in this set; the rest are unrelated or much vaguer.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific bugs, tokenizer/config regressions, or infra issues. None of the soft pairs look like the same underlying defect/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated subsystems, so there is no reliable duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45468 has the clearest scope and enough detail to serve as the best representative issue, even though it is not a duplicate of the others.", + "best_issue_reason": "If one issue must serve as a loose umbrella, issue 45850 is the broadest version-regression complaint and is the closest thing to a cluster anchor, though it is still not a true duplicate representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models is unrelated to DeepSeek-V4 weight conversion support." + "reason": "Audio continuous batching support vs DeepSeek-V4 weight-conversion question; unrelated topics." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad report that 5.0 breaks many models is not the same as a specific Qwen3.5 import failure." + "reason": "Broad v5 breakage complaint vs a specific Qwen3_5 import error; different problems and code paths." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network access and Qwen3VL timestamp calculation are different bugs." + "reason": "local_files_only network leak vs Qwen3VL timestamp bug; not the same bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings and a VRAM leak in multi-threaded dataloading are unrelated." + "reason": "TF32 settings API complaint vs VRAM leak in Qwen3ForCausalLM; unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math does not match missing save_pretrained files." + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; different failure modes." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp logic and VRAM leak behavior are not the same code-path problem." + "reason": "Timestamp math vs multi-thread VRAM leak; distinct issues." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma4 audio positional encoding." + "reason": "CPU offload device mismatch in bark-small vs Gemma-4 audio positional encoding; unrelated models." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split handling in GlmMoeDsaIndexer is unrelated to Gemma4 audio encoding." + "reason": "torch.split return handling vs Gemma-4 audio positional encoding; different code paths." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision and Gemma4AudioRelPositionalEncoding are different defects." + "reason": "Layernorm epsilon precision issue vs Gemma-4 audio encoding bug; unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different failures." + "reason": "HybridCache import failure vs Qwen3_5 model import failure; different symbols and likely different fixes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronH is not the same as failing to import Qwen3_5ForCausalLM." + "reason": "Flash Attention support gating vs import error; unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is a general behavior regression and the other is a decoder-type bug." + "reason": "Both tokenizer-related, but one is a v4\u2192v5 behavior change and the other is a wrong decoder type; not the same defect." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "inverse_sqrt scheduler kwargs are unrelated to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs bug vs unrelated spam issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies has no relation to the unrelated issue title." + "reason": "Cache strategy typo vs unrelated issue; no overlap." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the unrelated title." + "reason": "CLIPOutput attentions regression vs unrelated spam." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "These are completely different topics; one is not a specific model bug." + "reason": "Unemployment vs broad model-breakage complaint; no technical relation." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "_get_tied_weight_keys crashing on list input is unrelated to chat template tool-call crashes." + "reason": "Tied-weights utility crash vs chat-template tool-call crash; unrelated." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression after upgrading to v5.x is unrelated to the unrelated title." + "reason": "Checkpoint reload regression vs unrelated spam; different domains." }, { - "left": "issue:44623", - "right": "issue:44230", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "Missing files from processor.save_pretrained is not the same as fp8 inference support work." + "reason": "Missing pad_token_id in config vs _get_tied_weight_keys crash; unrelated bugs." }, { - "left": "issue:30333", - "right": "issue:31515", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "MLflow reporting on failed training jobs and slow from_pretrained checkpoint loading are different problems." + "reason": "Missing pad_token_idx in StableLmConfig vs tied-weights utility crash; different issues." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness is unrelated to an ImportError for layer_type_validation." + "reason": "Slow from_pretrained checkpoint loading vs import error for layer_type_validation; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request vs processor.save_pretrained missing files; not the same change." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs vs slow checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and tensor parallel training bugs are different issues." + "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request vs Qwen3.5 MoE from_pretrained error; not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "from_pretrained slowdown is not the same as tokenizer loading regression." + "reason": "Both involve loading, but one is slow checkpoint loading and the other is tokenizer loading regression; different fixes." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and fp8 inference support are unrelated feature requests." + "reason": "Audio continuous batching support vs fp8 support request; both feature asks, but not the same feature or code path." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated." + "reason": "Mamba init_weights behavior vs RoFormer attention interface usage; unrelated models." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value usage and DeepSeek-V4 gating are different model bugs." + "reason": "Mask2former ignore_value regression vs DeepSeek-V4 shared-expert gating bug; unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warning are unrelated." + "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning regression; unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value and loss kwargs propagation are different code paths." + "reason": "ignore_value not used in Mask2former vs kwargs not passed to loss function; different code paths." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:43240", + "right": "issue:46144", "accept": false, - "reason": "fp8 support for Qwen models is unrelated to a Qwen3.5 from_pretrained error." + "reason": "Loss kwargs propagation bug vs RoFormer attention interface issue; unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value and tokenizer regex warnings do not describe the same bug." + "reason": "Mask2former ignore_value bug vs tokenizer regex warning; no overlap." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "A segmentation loss issue is unrelated to RoFormer attention implementation." + "reason": "Mask2former loss parameter bug vs RoFormer attention implementation; unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value and a quantization-operation typo are unrelated." + "reason": "Mask2former ignore_value bug vs quantization-operation typo; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and ModernBERT norm_eps typing are different issues." + "reason": "Loss kwargs propagation vs ModernBERT type hint issue; different layers and symptoms." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint error and a quantization-operation typo are not the same underlying bug." + "reason": "Type-hint problem vs typo in quantization label; unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS norm question is unrelated to ModernBERTConfig typing." + "reason": "RMSNorm question for Llama4TextL2Norm vs ModernBERT norm_eps type hint; both norm-related but not the same issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value usage is unrelated to ModernBERT norm_eps typing." + "reason": "Mask2former ignore_value regression vs ModernBERT norm_eps type hint; unrelated." } ] }, @@ -16729,7 +16781,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "deda8a9ea74f41ebc308dd66a98de85fddd1b186de859127ab90f0508254efa4", + "prepared_review_unit_hash": "0dca315a8b74eb5c0b1a996d5ddc6326937cacf3c06eebf554372cf3110b20c3", "component_budget": { "node_count": 3, "item_count": 3, @@ -16751,30 +16803,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests: truncation behavior in tokenizers, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. No pair appears to describe the same underlying bug or change, so none of the soft edges should be accepted.", - "confidence": 0.98, - "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request in the set, with a clear, specific behavior change to truncation strategy.", + "summary": "These three issues are not duplicates of one another: one is about truncation behavior, one asks for ReduceLROnPlateau-like functionality, and one asks for Wav2Vec2 word boundary offsets. They appear to be unrelated feature requests/questions rather than one underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the topics are unrelated and do not describe the same underlying problem or feature.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the best representative issue here because it is narrowly scoped and unambiguous; the others are different domains and harder to use as a cluster anchor.", + "best_issue_reason": "No single best issue for deduplication: none of the three is representative of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics: tokenizer truncation options vs. extracting word time offsets from Wav2Vec2. No shared code-path or concrete change target." + "reason": "Different domains and requests: text truncation behavior vs Wav2Vec2 time offsets. No shared underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests in different subsystems: truncation behavior vs. learning-rate scheduler functionality." + "reason": "Unrelated features: truncation-from-beginning option vs scheduler-style ReduceLROnPlateau behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No overlap beyond being open-ended feature ideas; scheduler behavior and Wav2Vec2 timestamp extraction are distinct problems." + "reason": "Different functionality entirely: learning-rate scheduling request vs extracting word start/end offsets from audio model outputs." } ] }, @@ -16806,7 +16858,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2d7b0d78a83894795cf93644dd1c71714e97ff3bdaa3d030766befd0f2739624", + "prepared_review_unit_hash": "7b7af35de1ebded84a1e7b53743583188d8cda6c7e70dd021d91b46201b6fd58", "component_budget": { "node_count": 3, "item_count": 3, @@ -16828,24 +16880,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not a true duplicate cluster. #13244 is about Tapas tokenization diverging from TensorFlow code, while #15980 is about a bad auth-related download error message, and #16618 is a broader model-loading failure for bert-base-uncased. The only commonality is general model/tokenization loading behavior, not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "#16618 is the broadest and most central issue in the set: it concerns an actual model-load failure rather than a narrower tokenization mismatch or an error-message-only complaint.", + "summary": "These issues are not duplicates of one another: one is about TAPAS tokenization mismatching TensorFlow, one is about an auth/error-message problem when downloading private models, and one is a generic failure loading bert-base-uncased.", + "confidence": 0.95, + "canonical_issue_reason": "issue #16618 is the broadest and most central-looking model-loading report in the set, but it is still not the same underlying bug as the other two.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative if one must be chosen, because it targets a concrete loading problem and has the clearest user-facing impact.", + "best_issue_reason": "#16618 is the best cluster anchor only in the sense that it is the most general and appears most representative of a model-loading failure; the other issues are clearly about different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different bug classes: Tapas tokenization mismatch vs. inability to load bert-base-uncased. They do not look like the same underlying code-path failure." + "reason": "TAPAS tokenization mismatch versus a bert-base-uncased loading failure; different subsystem and root cause." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is about an unauthenticated private-model download producing a poor error message, while #16618 is a model load failure for a public model. Similar surface area, but not the same bug." + "reason": "Private-model download/auth error-message issue versus generic model loading failure; not the same bug or fix path." } ] }, @@ -16875,12 +16927,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "4e82ee76502ce67e71344c61668401915a263b26ff22bf14454d40b1178b4c5a", + "prepared_review_unit_hash": "8386e9d4dd57e448f98db38291f026dfc48484ea9537121c896ec3d13dd2b3f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16888,7 +16940,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16897,18 +16949,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community-contribution feature issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share a broad pattern but not the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a duplicate of the other; if forced to choose a representative, 33260 is the broader/higher-level request, but it does not subsume 26350.", + "summary": "These are two unrelated feature-tracking issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share the \u201ccommunity contribution\u201d framing but not the same underlying change or code path.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 26350 is the more active and discussion-heavy thread, so it is the better representative issue for this loose cluster, though it is not a duplicate of 33260.", "canonical_pr_reason": null, - "best_issue_reason": "33260 is the better cluster representative only because it is the more general architecture-support request, but the two issues should remain separate.", + "best_issue_reason": "Issue 26350 is the strongest standalone anchor because it has substantially higher discussion activity and clearer community traction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests (Flash Attention 2 vs GGUF) affecting different code paths and deliverables; same broad theme of architecture support is not enough to treat them as duplicates." + "reason": "Different features and different integration targets: Flash Attention 2 support versus GGUF support. They are both architecture-support requests, but not the same bug or change." } ] }, @@ -16938,7 +16990,7 @@ "soft_pairs": [ "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "dd71a76c5c2d1c92a166896619536ca079e60dbd0c43129dcfb9cbd483010568", + "prepared_review_unit_hash": "cc7da97faa3980c438273e532264c94764789ce47abd47ed34ef155fec2c4150", "component_budget": { "node_count": 2, "item_count": 2, @@ -16960,18 +17012,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both training-related issues, but they do not clearly describe the same underlying bug. One is a specific checkpoint-resume failure with a concrete error message; the other is a broader report that FineWeb SLM training does not start.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 26413 is the more canonical report: it names a concrete failure mode and exact error message, making it a better duplicate anchor.", + "summary": "These two issues are superficially similar training-start failures, but they do not clearly describe the same underlying bug. The first is a specific `resume_from_checkpoint`/`epoch_iterator` failure; the second is a broader FineWeb SLM training startup problem with no concrete shared failure mode shown.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 26413 is the more specific and diagnostic report, with an explicit error message and a concrete failure path (`resume_from_checkpoint` / `epoch_iterator`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26413 is the best single issue to keep because it is the most specific and actionable description of the bug.", + "best_issue_reason": "Issue 26413 is the best representative because it names the exact exception and likely root cause, making it the most actionable reference point for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Reject: the overlap is too broad. 'resume_from_checkpoint' failing with an empty epoch iterator is a specific checkpointing bug, while 'FineWeb SLM Training doesn't start' is a generic startup issue and could have many causes." + "reason": "Both concern training not starting, but the shared evidence is only broad similarity. The first is a checkpoint-resume iterator error; the second is an unspecific FineWeb startup issue, so they do not clearly look like the same underlying bug." } ] }, @@ -17030,187 +17082,187 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "cab053fb9b3fd8ba6435559dba045edb3e589209484ecc1d3303926cca23e956", + "prepared_review_unit_hash": "c8bda664f16ab0bff926145eb6fd83d9f2542ab7d5af9d96b911b639ca0acd09", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to contain two likely duplicate subgroups: the generic placeholder i18n translation issues (43834/44365/44370) and the Thai-title pair (46222/46226). The Turkish, Spanish, and Romanian issues are related by template but still look like separate language requests based on the limited metadata shown here.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43834 is a reasonable anchor for the generic placeholder subgroup because it is the earliest of the tightly matched placeholder-titled issues and participates in the densest high-similarity set, though the packet only supports a representative choice rather than a fully proven canonical source.", + "summary": "This is a mixed cluster, not one true duplicate set: Turkish/Spanish/Romanian translation issues are separate language requests, while the placeholder-title issues form a near-duplicate subcluster, and the two Thai-titled issues look like an exact duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43834 is the best anchor for the placeholder-template subcluster because it is the most central generic translation issue and has the broadest exact-title similarity to the other placeholder entries.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest overall issue representative for triage in this cluster: it is the earliest placeholder-titled item and has the broadest high-similarity linkage to the other placeholder-like issues, while the Thai pair forms a separate duplicate subgroup.", + "best_issue_reason": "issue:43834 is the most representative single issue in the duplicate-like placeholder group, but it should not be used to represent the language-specific translation requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language request and title; the shared translation-template similarity is not enough to treat them as the same issue." + "reason": "Different target language/content; these are separate translation requests, not the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs generic placeholder title makes this look like a related template, not the same underlying request." + "reason": "Different target language/content; only the template matches, not the underlying task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "High template similarity only; the language-specific Turkish issue does not look like the same duplicate as the placeholder-titled issue." + "reason": "Turkish-specific request vs generic placeholder issue; not the same underlying item." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are distinct language targets, so this is not the same issue." + "reason": "Different languages (Turkish vs Romanian), so these are distinct translation issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language and issue context; boilerplate docs-translation wording alone is insufficient." + "reason": "Different languages (Turkish vs Spanish); similar template, but not the same request." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic placeholder title; related theme, but not the same underlying issue." + "reason": "Spanish-specific translation request vs generic placeholder title; not a true duplicate." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "This looks like shared template text, not a duplicate Spanish/generic placeholder request." + "reason": "Spanish request and generic placeholder issue are not the same underlying task." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate language-specific items." + "reason": "Spanish vs Romanian translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "The similarity appears to be boilerplate from the translation template rather than a shared bug/change." + "reason": "Different language request; shared template text is not enough to merge." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic placeholder issue are only loosely related by template." + "reason": "Romanian-specific request vs generic placeholder issue; not the same underlying change." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language request; the placeholder title does not establish the same underlying issue." + "reason": "Romanian request and placeholder issue are not the same issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "High similarity, but not enough evidence to merge a Romanian request with a placeholder-titled issue." + "reason": "Romanian translation request vs generic placeholder title; different underlying work." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian docs translation and the Thai-titled issue look like separate requests." + "reason": "Romanian translation request is unrelated to the Thai-titled issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Same as above: related docs-translation theme, but not the same issue." + "reason": "Romanian translation request is unrelated to the Thai-titled issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical placeholder-style titles and very high similarity make this a likely duplicate pair, though the packet does not show bodies." + "reason": "Both are the same generic placeholder translation issue with near-identical content and title." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder translation request pattern with near-identical metadata; likely duplicate." + "reason": "Same placeholder-title translation issue; looks like a duplicate entry." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different titles and language/script; the similarity is not strong enough to treat them as the same issue." + "reason": "Very similar template text, but the Thai-titled issue appears to be a different underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different title and language/script, so this does not look like the same underlying request." + "reason": "Very similar template text, but the Thai-titled issue appears to be a different underlying request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Another member of the identical placeholder-title subgroup; likely duplicate, with the caveat that only metadata is visible here." + "reason": "Identical placeholder translation issue; strong duplicate signal." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template-level similarity only; the Thai-titled request does not clearly match the generic placeholder issue." + "reason": "Placeholder translation issue vs Thai-titled issue; not enough evidence of same underlying task." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title and script, so this is not the same issue." + "reason": "Placeholder translation issue vs Thai-titled issue; not enough evidence of same underlying task." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "High similarity is present, but the titles point to different requests and that is not enough to merge them." + "reason": "Placeholder translation issue vs Thai-titled issue; different underlying content." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title and likely different request; not the same duplicate." + "reason": "Placeholder translation issue vs Thai-titled issue; different underlying content." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same Thai title and identical body length with very high similarity; this is a likely duplicate pair, though the packet does not expose the full bodies." + "reason": "These two are text-identical and appear to be the same issue duplicated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level interpretation is mostly consistent with the packet, but several verdicts are too strong for the evidence shown. The packet only gives titles, body lengths, and soft_similarity; it does not show the issue bodies, so phrases like \"identical,\" \"near-verbatim duplicate,\" \"safe duplicate merge,\" and \"clear duplicate pair\" overstate what is grounded here. In particular, the accept decisions for 43834/44365/44370 and 46222/46226 should be phrased more conservatively as likely duplicates, not definite ones. The summary should also avoid presenting 43834 as the unequivocal canonical/most central node unless that is explicitly supported by the packet." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: the Turkish/Spanish/Romanian items are clearly language-specific by title, the placeholder-title issues are tightly similar, and 46222/46226 have identical titles and perfect similarity. I don\u2019t see any soft-edge verdicts that overclaim beyond the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17283,250 +17335,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "cead45492f34440e51771b46d869754be1f039aee31d8cc9f08d6e8e80a17eec", + "prepared_review_unit_hash": "b40fef4bdfdcacb48f2dc627f5211e83ee37b9409cd28c88331b47fdb2a74ac4", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21656, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21656, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is thematically similar but not duplicate: it mostly contains independent \"add model support\" requests across unrelated architectures and modalities (text, vision, audio, ASR/TTS).", + "summary": "This cluster is a loose title-similarity group of unrelated model-addition requests across text, vision, audio, and OCR. No soft edge looks like the same underlying issue/change, so none should be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "Issue 42738 is the broadest representative in the set ('BERT-like models with RoPE'), so it is the closest umbrella issue, though it still does not actually subsume the other model-specific requests.", + "canonical_issue_reason": "No true canonical issue: the items span distinct model requests and modalities, so there is no single duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42738 is the best single issue to represent the cluster because it is the most general architecture-level request; however, there is no true duplicate hub here.", + "best_issue_reason": "issue:43671 is the closest thematic hub among the speech/audio requests, but it is still only an umbrella anchor, not a real duplicate representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families and tasks: EuroBert config support vs DEIMv2 model addition." + "reason": "Different model requests: EuroBert vs DEIMv2; same broad \u201cadd model\u201d pattern only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert text-model config work is unrelated to Qwen3-TTS speech generation support." + "reason": "BERT config request vs Qwen3-TTS support; unrelated model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are entirely different models and code paths." + "reason": "EuroBert config and RF-DETR are separate architectures with no shared code-path." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate vision/detection model requests, not the same change." + "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection support and audio model support are different underlying changes." + "reason": "Object detection model request vs LFM2.5 Audio request; different subsystem." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR support is unrelated to adding a sparse transformer architecture." + "reason": "RF-DETR and sparse transformer are unrelated model families." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model domains and integration paths." + "reason": "RF-DETR vs Qwen3-ASR; different task and implementation path." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision-detection support is not the same as Qwen3-TTS speech support." + "reason": "RF-DETR and Qwen3-TTS are unrelated vision vs speech requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT is a text model request; Qwen3-ASR is a speech recognition request." + "reason": "NeoBERT and Qwen3-ASR are different model types and changes." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and sparse-transformer support are distinct model additions." + "reason": "NeoBERT vs sparse transformer request; no shared underlying bug or fix." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different modalities and code paths." + "reason": "NeoBERT and LFM2.5 Audio target different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR detection support and NeoBERT text-model support are unrelated requests." + "reason": "RF-DETR and NeoBERT are unrelated requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-like model families, not one concrete duplicate." + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not the same addition." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR speech recognition." + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models and modalities." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support and sparse-transformer support are different concrete changes." + "reason": "MiniCPM3 architecture request is unrelated to the sparse-transformer model request." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests, not the same underlying bug/change." + "reason": "MiniCPM3 and ModernVBERT are separate model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 model architecture work is unrelated to Voxtral TTS support." + "reason": "MiniCPM3 vs Voxtral TTS; different code paths and model types." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vision-model support and Qwen3-TTS speech support are different code paths." + "reason": "DEIMv2 and Qwen3-TTS are unrelated vision and speech requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different modalities and model integrations." + "reason": "ModernVBERT and Qwen3-ASR are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT support is unrelated to TTS model support." + "reason": "ModernVBERT vs Qwen3-TTS; not the same underlying model support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request, not the same as the broader BERT-like RoPE discussion." + "reason": "ModernVBERT is a specific model request, while BERT-like models with RoPE is a broad architectural discussion." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated model families." + "reason": "BERT-like RoPE discussion and Voxtral TTS are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Both are speech-related, but TTS and ASR are different concrete model integrations." + "reason": "Qwen3-TTS and Qwen3-ASR are related by vendor name but are different tasks and likely separate implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Two different TTS models are separate support requests, not one mergeable PR/issue." + "reason": "Qwen3-TTS support vs Voxtral TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and code paths." + "reason": "Speech/TTS support request vs DeepSeek-OCR2; different modality and code path." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Speech model support is unrelated to sparse-transformer architecture support." + "reason": "Qwen3-TTS and sparse transformer request are unrelated." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio are distinct model additions." + "reason": "TTS support and LFM2.5 Audio are distinct audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio support are different model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are not the same model or fix." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Speech recognition and vision-language encoder support are unrelated." + "reason": "ASR support request vs EUPE encoder request; different model classes." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and sparse-transformer support do not share the same underlying change." + "reason": "Qwen3-ASR and sparse transformer are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText support target different model families." + "reason": "Audio model request vs SAM3-LiteText; different domains and implementations." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer support and EUPE vision encoder support are unrelated architecture changes." + "reason": "Sparse transformer request and EUPE encoder request are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "ASR and TTS are different speech tasks with separate implementations." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and likely separate work." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT text-model support is unrelated to Voxtral TTS support." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR model support are different modalities." + "reason": "ASR support and OCR2 support are different modalities and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language models; same broad area, but not the same change." + "reason": "EUPE and TIPSv2 are different research model requests; same broad request style only." } ] }, @@ -17556,7 +17608,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a204f2de03e2a61c2162e17d477fee6b5c819aa763c04584583d00ffc9babd36", + "prepared_review_unit_hash": "b53779adef30cd236b7090d583916ec94b3e28e2691e21ad386f83ed006c9e8b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17578,8 +17630,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2.", - "confidence": 0.96, + "summary": "The two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 model support. There is no shared concrete bug or change target.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17589,7 +17641,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Titles describe different problems and targets: block decoding vs. DeepSeek v3.2 support. No shared issue target or concrete bug overlap." + "reason": "Different problem domains with no shared code-path or explicit link; similarity is only superficial." } ] }, @@ -17619,12 +17671,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "75c7989b77ca9b2db2cac5d951bc436b1ba82fbcdd1d2af7605d38b1cb052ccf", + "prepared_review_unit_hash": "f102506a1f35bf71a61b1f4d627a48bbdf3d0e1dbec54caf15f83364c18b41b5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17632,7 +17684,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17641,18 +17693,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related by theme (custom Trainer subclasses), but they describe different problems: one is about making `remove_unused_column` more customizable, the other about making FLOPs estimation work correctly for custom trainers.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #43598 is the better canonical representative because it is the broader trainer-customizability request; #43600 is a narrower metrics/FLOPs-specific concern.", + "summary": "These two issues are related only at a high level (both mention Trainer customization), but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 best captures the cluster\u2019s general customization theme and is more likely to serve as the umbrella reference point.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They are adjacent custom-Trainer issues, but not the same underlying bug or change: one targets unused-column removal behavior, the other targets FLOPs estimation logic." + "reason": "Different underlying problems and likely different fixes: customizability of `remove_unused_column` vs FLOPS estimation for custom trainers." } ] }, @@ -17682,7 +17734,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "573a0a4afbd64bcc734adc7ec3356f620d8f89fd8689a7e34d55e40e7e26ec7d", + "prepared_review_unit_hash": "9a5ccf354199a754155fd04096b8ac7b9c5b6bd350c52af974376e144fb901b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -17704,18 +17756,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are about Qwen model auto-class registration, but they target different model/config combinations and different AutoModel heads. They are related, not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one asks for Qwen3-Omni auto-class registration, while the other requests AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. They target different model families and different auto-model behaviors.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more central registration request and is the better representative issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the broader and more central request: registering Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration. It is a better representative of the cluster topic than the more specific sequence-classification support request.", + "best_issue_reason": "Issue 43684 is the clearest standalone representative because it focuses on the general auto-class registration gap rather than a task-specific extension.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. Same general subsystem, but not the same bug or mergeable code change." + "reason": "Different underlying requests: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Same broad ecosystem, but not the same bug/change." } ] }, @@ -17752,76 +17804,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "3fd48ef007abe6d8a667e01333dc11a9e1866b08ce18bd810b2ecd210dbe0f5a", + "prepared_review_unit_hash": "e55c39a0a74cb989afa137a7264a0cbf251c08d72a6b608f74d7909651131930", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "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": "Issues 43845, 43846, and 43859 look like duplicates of the same vague 'huggingface' report; 43835 ('Fett') appears unrelated. 43845 is the best canonical issue because it is the earliest of the matching set.", - "confidence": 0.83, - "canonical_issue_reason": "43845 is the earliest issue among the three nearly identical 'huggingface' reports, so it is the cleanest canonical placeholder for that duplicate cluster.", + "summary": "Three issues titled \"huggingface\" look like duplicates of the same report; the \"Fett\" issue appears unrelated. Among the huggingface issues, the earliest one is the best canonical anchor, while the one with discussion activity is the strongest representative for triage context.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports, making it a reasonable stable anchor for the duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best overall issue choice because it most plausibly represents the shared underlying report and predates the other matching issues.", + "best_issue_reason": "Issue 43859 has the same title as the other huggingface reports and at least some discussion activity, so it is the most informative representative of that duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same problem; 'Fett' does not match the 'huggingface' cluster." + "reason": "Different titles; \"Fett\" does not look like the same underlying issue as \"huggingface\"." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared context indicating the same underlying issue." + "reason": "Different titles; no evidence these concern the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No sign these are the same bug; the titles are unrelated." + "reason": "Different titles and no shared concrete details beyond vague similarity." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, same minimal context, and created seconds apart; these look like duplicate reports of the same issue." + "reason": "Same title and nearly simultaneous creation strongly suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Identical title and no distinguishing details; likely the same underlying report." + "reason": "Same title and close topic with no differentiating evidence; likely the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Identical title with no other evidence of difference, so they appear to be duplicates." + "reason": "Same title and same apparent report pattern; fits a duplicate issue cluster." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845, 43846, and 43859 all have the same title ('huggingface ') and are plausibly duplicate reports, while 43835 ('Fett') is clearly unrelated. Choosing 43845 as the canonical issue is conservative and supported by its earliest creation time among the matching set." + "feedback": "Grounded and conservative overall. The analyst correctly excludes issue 43835 as unrelated, and the three \"huggingface\" issues are reasonably grouped based on matching titles, close creation times, and the soft-similarity signal. The choice of 43859 as the representative is also supported by its discussion activity." }, "evaluator_used": true, "retried": false, @@ -17859,7 +17911,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "4f23c34a2589ea9f6f8ce2b19721a3c188fb58aae0cc25a8a836107ed27c99bd", + "prepared_review_unit_hash": "d2c988db67b9eb0993d682ed42ff57ae69d470cd9d6d8685a2da0239d3d1f80e", "component_budget": { "node_count": 5, "item_count": 5, @@ -17881,66 +17933,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are a spam/low-information cluster with no clear shared bug, feature request, or code path. The titles are unrelated placeholders and one generic documentation request, so none should be treated as duplicates.", + "summary": "These are not duplicates of one another; they look like unrelated spam or placeholder issues, with one generic documentation suggestion mixed in.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical duplicate exists. If one issue must represent the cluster, #44418 is the most substantive title, but it does not describe the same underlying problem as the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#44418 is the only non-obvious spam entry and is the closest to a real issue title, so it is the best representative among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam placeholders; no evidence of the same underlying issue beyond generic similarity." + "reason": "Both are just '' placeholders; no evidence of the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete shared bug or change to merge." + "reason": "Both are spam placeholders with no concrete shared bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a generic documentation request are not the same issue." + "reason": "One is spam and the other is a generic documentation suggestion; they do not point to the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated 'Google LLC' title; no common problem is shown." + "reason": "Spam placeholder vs. unrelated 'Google LLC' text; no shared bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion and spam placeholder are not duplicates." + "reason": "Generic documentation suggestion vs. spam placeholder; unrelated." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion and spam placeholder are not the same underlying report." + "reason": "Generic documentation suggestion vs. spam placeholder; unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete bug or feature change to unify." + "reason": "Both are spam placeholders, but there is no evidence they describe the same concrete issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and an unrelated branded-title issue do not describe the same problem." + "reason": "Spam placeholder vs. unrelated company-name text; no shared underlying bug." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated 'Google LLC' title; no shared code-path or change." + "reason": "Spam placeholder vs. unrelated company-name text; no shared underlying bug." } ] }, @@ -17970,12 +18022,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "3042a44b5753c24350e549dbf15dd81d2b16faedafdb1b5f6d97f6e79d55c6f4", + "prepared_review_unit_hash": "f3798b08c4dee45d1296b21a5405541a54e97b5cfc9009c26f3221e789c28aee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17983,7 +18035,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17992,28 +18044,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are near-identical duplicates: same title, same theme, and no differentiating technical details in the metadata. Issue #45145 is the better canonical pick because it was created first and already has an inbound reference.", - "confidence": 0.99, - "canonical_issue_reason": "#45145 is the best canonical issue: it predates #45151, has the same title and apparent content, and already has an inbound reference indicating it is the more established thread.", + "summary": "The two issues are highly similar and likely duplicates, but the packet does not provide enough hard linkage to treat them as confirmed duplicates. #45145 remains the best canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.83, + "canonical_issue_reason": "#45145 is the better canonical issue because it predates #45151 and already has an inbound reference, making it the stronger anchor record.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative issue for this cluster because it appears to be the original report and is as complete as #45151 from the available metadata.", + "best_issue_reason": "#45145 is the strongest issue representative for the cluster due to being earlier and slightly more established in the discussion graph.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and same apparent problem statement with no evidence of different scope; these look like duplicate reports of the same underlying issue." + "accept": false, + "reason": "Reject as a confirmed duplicate edge: the titles are identical and the bodies are very similar, but the packet only shows soft similarity with no explicit links, no shared targets, and deterministic_accept is false. This supports likely-duplicate or closely-related status, not a definitive merge." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues are closed, have the exact same title, and the earlier one has an inbound reference, so choosing #45145 as the canonical issue is reasonable. The soft-edge accept is also conservative enough given the identical titles and lack of contrary metadata." + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the evidence available. The packet only shows a soft-similarity signal (jaccard 0.63) with no explicit links or shared targets, and `deterministic_accept` is false. Saying the issues are \u201cnear-certain duplicates\u201d and accepting the edge goes beyond what the packet supports; a more conservative assessment would be that they are likely duplicates or closely related, not confirmed duplicates." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18090,12 +18142,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "b04ad08a8bf30f77d0ca17a0e381df5b771ae293a3273a17939e0340ea7357e6", + "prepared_review_unit_hash": "7d3946f739f1c5b2eec1522a82e55cd2eca362287ab34d643cc4006e98f809e6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18103,7 +18155,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18112,18 +18164,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is a Gemma4 audio-module uint8/torch.finfo TypeError during NF4 inference, the other is a BitsAndBytesConfig skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError. They share the broad 4-bit inference area but describe different failure modes and fixes.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #45674 is the better representative because it names a specific configuration regression and a concrete failing path; it is more actionable than the Gemma4-specific TypeError report.", + "summary": "These are two separate 4-bit inference bugs: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They share only broad quantization/inference context, not the same code path.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the strongest issue to keep as the cluster representative since it clearly states the underlying mechanism and is easier to route to the relevant BitsAndBytes code path.", + "best_issue_reason": "Issue 45674 is the clearer canonical bug report for triage within this pair: it has a specific config regression, a concrete failure mode, and a direct path to reproducing/fixing the default exclusion behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Same broad 4-bit inference space, but different bugs: torch.finfo on uint8 weights in audio modules vs skip_modules clearing the lm_head exclusion. They are not the same underlying defect." + "reason": "Different underlying failures and code paths: one is a dtype/finfo TypeError in Gemma4 audio modules, the other is a BitsAndBytesConfig skip-module regression causing an AssertionError. They are related only by 4-bit inference." } ] }, @@ -18153,7 +18205,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "43b3b6ffc8f1fb98510326d7e8ff17a90864bc456af6345be86e6678385289bb", + "prepared_review_unit_hash": "3e00336d81045f73485476da1d729f3c94314659de905e4b5a8a36603f7486ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -18175,18 +18227,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: they have different titles, no body text, and no shared technical context\u2014just distinct name/date strings. There is no basis for a canonical issue here.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a clear canonical duplicate target; both are empty, unrelated, and provide no bug report content.", + "summary": "The two issues are both empty, unrelated personal-name/date titles and do not appear to describe the same underlying bug or request. Treat them as separate low-signal issues, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45762 is marginally better only because it was created first; neither issue contains any actual problem description or actionable content.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is suitable as a global best issue because neither describes a real technical problem or actionable change.", + "best_issue_reason": "Issue #45762 is the best available issue by tie-breaker only; both are equally poor candidates for canonicalization due to missing context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the issues appear unrelated and only share a vague soft-similarity signal. Their titles reference different people and dates, with no shared bug, component, or reproduction details." + "reason": "The titles reference different people and different dates, and both bodies are empty. There is no evidence they report the same bug or request." } ] }, @@ -18216,7 +18268,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "06094b88504c23eeeb6e9d8b886c9aff443149f5cd0354ac2f93a511ed9b5e4f", + "prepared_review_unit_hash": "41b6617d5d1e318bf36a5140053e0f5370ed8cd3e68844be2dd54915ced9c2bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -18238,18 +18290,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only person-name/date titles and no body or references; they do not appear to describe the same underlying problem, so the soft match should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "Neither issue has any substantive description, links, or discussion to distinguish it as a canonical duplicate target.", + "summary": "The two closed issues are empty and have unrelated personal-name titles with no technical content, so they do not look like duplicates or the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a better canonical candidate than the other; both are effectively empty and unrelated on the available evidence.", + "best_issue_reason": "Neither issue is a meaningful canonical candidate; both are content-free and unrelated, so there is no clear duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles reference different people and dates, with no shared bug report, code context, or explicit linkage; this looks unrelated rather than duplicate." + "reason": "Different names and dates, no body, no shared technical details, and no indication they describe the same bug or request." } ] }, @@ -18279,40 +18331,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "2b8d33906960023e457233a531832dc71ec71fb6ece83f72cbfe967265359ebd", + "prepared_review_unit_hash": "e9477da91bc0f626ffb98aee75f07fca427557ff7fc8df160784a772d5a9c7b3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1540, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "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 unrelated: one requests adding a Qwen3_5 token-classification model for value-model use, while the other asks for FP8 training support. There is no strong evidence they describe the same underlying bug or change.", - "confidence": 0.97, + "summary": "These two issues are not duplicates: one requests a new model head for token classification, while the other asks for FP8 training support. They concern different features and different code paths.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the requests target different features/subsystems and do not overlap in scope.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests with distinct goals: model-classification head support vs FP8 training support. No shared code path or concrete change overlap is evident." + "reason": "Different underlying requests: model/classification head support vs training precision support. No shared code path or concrete bug match." } ] }, @@ -18352,91 +18404,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "05fc80b484848ef0882e7e3a1a98b32f5fb7272d1296aa192669c00579546fe4", + "prepared_review_unit_hash": "7d84e2eccf287bda3769b847a79f1f8c9e45249a998d75f371626e209b6cb9f2", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster still looks like two likely duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset listing (45869). The metadata supports duplication by identical titles and matching body lengths, but not full certainty about body contents, so the pairwise verdicts should stay cautious.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue for the whole cluster: it splits into two separate likely-duplicate pairs plus an unrelated issue.", + "summary": "The cluster contains two exact duplicate issue pairs and one unrelated marketing/dataset post. The two duplicate groups are 45870/45871 and 45872/45873; 45869 is separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because it splits into two distinct duplicate pairs with different requests; if a representative is needed, 45870 is the cleanest canonical for its pair because it is the earlier of the exact duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue across the cluster; the items do not represent one shared underlying issue.", + "best_issue_reason": "45870 is the best issue to anchor deduping for one subgroup: it is an exact duplicate target for 45871 and appears earlier, but it should not be used as the sole representative for the entire cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types and intent: a dataset listing versus an example/use-case issue, so not the same underlying issue." + "reason": "Different subjects: a dataset promotion versus a financial time-series example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869 vs 45870: broad financial-data context only, but different request type and scope." + "reason": "Different subjects: a dataset promotion versus a financial time-series example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Strong duplicate signal: identical title and matching body length, with close timing, so these likely describe the same issue." + "reason": "Exact duplicate title and matching body shape; same underlying example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Only broad topical overlap; the titles suggest different requests, so this does not look like the same issue." + "reason": "Related theme, but different request: prediction example versus scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Broad topical similarity only; the request described by the title is different, so not a duplicate." + "reason": "Related theme, but different request: prediction example versus scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Shared financial/time-series context, but the titles point to different concrete requests." + "reason": "Related theme, but different request: prediction example versus scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Topic overlap only; insufficient evidence that these are the same underlying issue." + "reason": "Related theme, but different request: prediction example versus scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Strong duplicate signal: identical title and matching body length, so these likely refer to the same issue filed twice." + "reason": "Exact duplicate title and matching body shape; same underlying example issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster split is plausible, but the writeup overstates the evidence. The packet only gives identical titles and matching body lengths for 45870/45871 and 45872/45873, not body contents, so calling them \"exact duplicates\" is stronger than the metadata supports. Likewise, the soft pairs are all marked deterministic_accept=false, so the verdicts should stay conservative rather than assert certainty. The unrelated 45869 vs. the example-style issues is grounded, but the duplicate conclusions are not sufficiently proven from the packet alone." + "accept": true, + "feedback": "The grouping is grounded in the packet: 45870/45871 and 45872/45873 are the two clear duplicate pairs, while 45869 is separate from both example-request clusters. The canonical choice is conservative because no single issue cleanly represents all five items, and 45870 is a reasonable anchor for its duplicate pair." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18495,172 +18547,172 @@ "pull_request:44827|pull_request:46048", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "7a5a81d58e09e7f298646dbade9098fbfded8a219a363a42701f9f2d9a8c3f27", + "prepared_review_unit_hash": "688022e355a25b3d0defb50090ed1fd7048d73d687d1f92d65216dbf18d9163e", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 22, - "serialized_chars": 42942, - "estimated_input_tokens": 10736, - "estimated_eval_tokens": 21728 + "serialized_chars": 42945, + "estimated_input_tokens": 10737, + "estimated_eval_tokens": 21730 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 22, - "serialized_chars": 42942, - "estimated_input_tokens": 10736, - "estimated_eval_tokens": 21728 + "serialized_chars": 42945, + "estimated_input_tokens": 10737, + "estimated_eval_tokens": 21730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only true duplicate-looking pair is the two `fixed_cross_entropy` changes, which target the same function and same issue.", - "confidence": 0.95, + "summary": "This cluster is mostly a grab bag of unrelated PRs across new models, docs, export tests, and backend/integration tweaks. The only true duplicate pair is the two `fixed_cross_entropy` PRs for issue 43240.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the best canonical PR because it is explicitly tied to issue 43240 and makes the targeted `fixed_cross_entropy` fix in a small, focused way; `43254` is effectively the same change.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate loss fix: it explicitly targets issue 43240, updates `fixed_cross_entropy` to forward supported kwargs, and includes tests. It is the clearest representative of the underlying change.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the strongest representative of the real duplicate pair: same file, same function, same added kwargs (`weight`, `label_smoothing`), and explicit issue linkage. The other PRs are different features/fixes in unrelated code paths.", + "best_pr_reason": "PR 43251 is the strongest overall representative in the cluster because it is issue-linked, narrowly scoped, and the duplicate-loss fix is the only clearly overlapping code-path change here.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features in different areas: VideoPrism model addition vs Executorch dynamic-shape export test. Same broad repo, not the same underlying change." + "reason": "Different features: VideoPrism model/docs addition vs executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods vs Executorch export testing; no shared code path or fix target." + "reason": "Unrelated: Mistral tokenizer API additions vs executorch export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions and MobileLLM model implementation are unrelated." + "reason": "Different models and fixes: tokenizer methods vs adding MobileLLM." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding MobileLLM; different subsystems and problems." + "reason": "Different areas: processor loading robustness vs new MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs fix and MobileLLM model addition are unrelated." + "reason": "Loss-function kwarg forwarding is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs handling is not the same as Mistral4 test/model changes; only superficial \u201cfix\u201d similarity." + "reason": "Both touch training/model infra, but they address different code paths and cannot be merged as one fix." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests and Mistral4 fixes address different code paths." + "reason": "Executorch export tests and Mistral4 test/model fixes are separate changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch test coverage vs new model implementation; not the same bug/change." + "reason": "Executorch export test vs new model implementation; no shared bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code and config-resolution ordering fix are unrelated." + "reason": "New model addition vs config-resolution order fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor; different functionality." + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactor." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill docs are entirely different; no shared fix target." + "reason": "Falcon refactor and model output-capture work are unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor and Mistral4 test fixes do not describe the same underlying problem." + "reason": "Falcon refactor vs Mistral4 test/model fixes; different code paths." }, { "left": "pull_request:44827", "right": "pull_request:46344", "accept": false, - "reason": "Mistral4 model/test fixes vs VitPose `flip_back` graph-break fix are unrelated." + "reason": "Mistral4 test fixes are unrelated to VitPose graph-break handling." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work and CLIP-family `layrnorm` renaming are different changes." + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming; different underlying issues." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and serve chat parsing updates are unrelated code paths." + "reason": "Mistral4 tests are unrelated to chat parsing updates." }, { "left": "pull_request:44827", "right": "pull_request:46367", "accept": false, - "reason": "Mistral4 fixes and DeepGEMM/XPU enablement are different subsystems and fixes." + "reason": "Mistral4 test/model fixes are unrelated to DeepGEMM availability changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 changes and the new-model skill are unrelated; no overlap beyond generic model-related content." + "reason": "Mistral4 fixes and the model-creation skill are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding a model-creation skill are different artifacts, not the same underlying change." + "reason": "New MobileLLM model implementation is unrelated to the model-creation skill PR." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes and config-resolution ordering fix are unrelated." + "reason": "Mistral4 fixes and config-resolution-order fix are different issues." }, { "left": "pull_request:46048", "right": "pull_request:46367", "accept": false, - "reason": "TDT loss kernel integration and DeepGEMM availability/XPU enablement are different kernel/integration changes, not one fix." + "reason": "TDT loss kernel integration and DeepGEMM/XPU availability are distinct integrations, not the same change." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel addition are unrelated." + "reason": "Mistral4 test/model fixes do not overlap with TDT loss kernel work." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same `cross_entropy` kwargs (`weight`, `label_smoothing`) for `fixed_cross_entropy`; they are alternate implementations of the same fix and could be merged into one PR." + "reason": "Both modify `fixed_cross_entropy` in the same file to forward supported kwargs (`weight`/`label_smoothing`) for the same issue 43240; they are effectively duplicate fixes and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the only accepted pair (`pull_request:43251` / `pull_request:43254`) is supported by the packet: same file, same function, same kwargs fix, and shared issue target 43240. The other soft-edge rejections are appropriately cautious and do not overstate similarity." + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair (43251/43254) is the only clearly mergeable same-bugfix duplicate: both touch `src/transformers/loss/loss_utils.py`, both target issue 43240, and both forward `weight`/`label_smoothing` through `fixed_cross_entropy`. The other verdicts are conservative and do not overstate overlap." }, "evaluator_used": true, "retried": false, @@ -18689,12 +18741,12 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "daa429dc00a03c0e3982b3f91a08172ba6746f0349e375eecedb02c30d470c60", + "prepared_review_unit_hash": "7298cb89be78f730ec787c1b5f4ea318df98f10dcaa515493ccafd9f568ed8b4", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10380, + "serialized_chars": 10379, "estimated_input_tokens": 2595, "estimated_eval_tokens": 5446 }, @@ -18702,7 +18754,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10380, + "serialized_chars": 10379, "estimated_input_tokens": 2595, "estimated_eval_tokens": 5446 }, @@ -18711,24 +18763,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three separate model-addition PRs are present: a base VibeVoice implementation, a VibeVoice Realtime extension, and Parakeet-RNNT. The VibeVoice PRs share some auto-registry/docs files, but they target different features and code paths; Parakeet-RNNT is a different model family entirely.", - "confidence": 0.91, + "summary": "No duplicate pair is present here. PR 40546 is the core VibeVoice implementation, PR 42781 is a draft VibeVoice Realtime extension with extra tokenizer/runtime changes, and PR 46331 is a separate Parakeet-RNNT model addition that only overlaps in shared auto-registration plumbing.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the foundational VibeVoice base-model implementation with the broadest model, auto-mapping, and docs coverage, making it the best representative of the VibeVoice work.", + "canonical_pr_reason": "No issue artifacts are present; among the PRs, 40546 is the most central and complete VibeVoice implementation, with broad model/docs/auto wiring and substantial review activity.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the most canonical single change in the set: it introduces the core VibeVoice model rather than a variant or another model family.", + "best_pr_reason": "40546 is the best representative PR in this cluster because it covers the base VibeVoice feature set and is the most developed non-draft implementation; the others are either a narrower realtime follow-up or an unrelated model PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related by model family, but not the same underlying change: #40546 adds base VibeVoice, while #42781 adds VibeVoice Realtime plus acoustic-tokenizer and generation/feature-extraction work. They are adjacent features, not one mergeable fix/change." + "reason": "Same broad model family, but not the same underlying change: 40546 adds core VibeVoice, while 42781 is a draft realtime variant with acoustic-tokenizer and generation changes. They are separate features, not duplicates." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model families and different feature sets: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registry edits are too broad to indicate the same underlying bug or change." + "reason": "Different model families and different code paths. The overlap in auto files is incidental shared registration plumbing, not evidence of the same bug or change." } ] }, @@ -18758,7 +18810,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a140d1e5bbe5e708341878513928530c4dbc573c202034546401d2b65c85cb46", + "prepared_review_unit_hash": "2ed61f3a1a53bee2de403cb70f21bba7a794a4729c8a8c9fd3b18d27f2702340", "component_budget": { "node_count": 2, "item_count": 2, @@ -18780,18 +18832,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change and should not be clustered as duplicates.", + "summary": "These pull requests are unrelated: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not fix the same code path or represent the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs modify different models, code paths, and user-facing features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication purposes; neither PR subsumes the other because they target unrelated functionality.", + "best_pr_reason": "PR #41224 is the cleaner representative of this cluster because it is a narrower, more self-contained model capability addition with a smaller diff and clear scoped filenames.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model areas and different concrete changes: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same bug or implement the same feature." + "reason": "Different domains and code paths: TimesFM time-series covariates versus DINOv3 image classification. They are not the same underlying bug or change." } ] }, @@ -18886,7 +18938,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "05e7f1a18926fd40e058440582d705f8a0b8d9a3b302d55247d9a32245699a18", + "prepared_review_unit_hash": "979585c798cef078dfdab0908eb41ada91c77d341199d0359365927eca2aaf20", "component_budget": { "node_count": 3, "item_count": 3, @@ -18908,24 +18960,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different models, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6. They share onboarding boilerplate and auto-registration files, but the actual model codepaths and model-specific files are distinct.", - "confidence": 0.98, + "summary": "All three items are separate new-model addition PRs, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6 each introduce different model families with shared Hugging Face boilerplate and auto-registration plumbing only.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: the PRs implement different models and cannot be merged as one underlying change.", + "canonical_pr_reason": "No canonical PR: these are distinct model-onboarding changes for different architectures and cannot plausibly be merged as one duplicate PR.", "best_issue_reason": null, - "best_pr_reason": "If one representative is needed, PR 45630 is the broadest/latest and has the most review activity, but it still represents a distinct Kimi2-6 addition rather than a duplicate of the others.", + "best_pr_reason": "PR 45630 (Kimi2-6) is the strongest representative of the cluster because it has the broadest integration surface and the most review activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared registration/docs files are boilerplate, not the same concrete change." + "reason": "Different model families (DeepSeek OCR vs Isaac); overlap is limited to standard docs/auto-registry scaffolding, not the same code-path fix." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6). They touch similar integration surfaces, but they are separate model implementations and not one fix/change." + "reason": "Different model families (Isaac vs Kimi2-6); shared files are generic model-addition plumbing, so they are not the same underlying change." } ] }, @@ -18955,7 +19007,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "c2cc71d6e650cdb9c1a6ff7eedf0afd21240ef5522a91659273f3325319190df", + "prepared_review_unit_hash": "f1603ad3494064960418d2da1b4286c5c2d35bf3924b3083974fc00524e7ba6f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18977,18 +19029,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs update GitHub Actions dependencies across workflow files, but they target different upgrade goals and change different action sets, so they should not be treated as duplicates.", - "confidence": 0.93, + "summary": "Both pull requests update GitHub Actions dependencies, but they are not the same underlying change: one is a broad Node 24 compatibility refresh across many workflow actions, while the other is a separate bump of docker/build-push-action and a few related workflow actions.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more specific representative: it is clearly scoped to Node 24 compatibility and updates the workflow actions needed for that compatibility sweep.", + "canonical_pr_reason": "PR #42975 is the better representative because it has a clear, specific goal (\u201cNode 24 compatibility\u201d) and a broader coordinated workflow-action upgrade rather than a single-action version bump.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better cluster anchor because its purpose is concrete and narrowly defined, whereas PR 42976 is a broader general-version bump with less specific intent.", + "best_pr_reason": "PR #42975 is the strongest standalone representative in this cluster due to its explicit compatibility motive and wider workflow coverage; PR #42976 is a distinct dependency update path.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They overlap on workflow maintenance, but 42975 is a Node 24 compatibility sweep while 42976 is a general action-version update focused on different actions; they are not the same underlying change and would not be merged as one PR." + "reason": "Reject: these are related only at the level of GitHub Actions maintenance. #42975 upgrades multiple workflow actions for Node 24 compatibility, while #42976 specifically bumps docker/build-push-action and a few other workflow dependencies. They do not appear to fix the same concrete problem or be mergeable as one PR." } ] }, @@ -19025,70 +19077,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "39c36d2397564654c69aaf5a019afce29a82fc5aa5b4cccf57a9fdda5c5fd943", + "prepared_review_unit_hash": "ea732f8aef889a98b78f174caa29a3cc4657048a546f36f68b5e5976fa554514", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, - "estimated_input_tokens": 3546, - "estimated_eval_tokens": 7348 + "serialized_chars": 14252, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, - "estimated_input_tokens": 3546, - "estimated_eval_tokens": 7348 + "serialized_chars": 14252, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-addition PRs: ViT NEPA, Molmo, Molmo2, and CTSM. They share boilerplate areas like docs and auto-mapping registration, but they implement different models and code paths, so none should be clustered as duplicates.", + "summary": "All four pull requests are separate model-addition changes. They share boilerplate docs/auto-registration updates, but they target different model families and code paths, so none should be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs (ViT NEPA, Molmo, Molmo2, CTSM) with different model implementations and no shared underlying bug/change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a good duplicate representative; 43451 has the broadest discussion, but it still addresses a different model addition than the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and domains: ViT NEPA vision model vs Molmo multimodal model. Shared docs/auto-registration files are generic boilerplate, not the same bug or change." + "reason": "ViT NEPA vs Molmo are different model families; overlap is only in generic model-registration/docs plumbing." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model integrations with different architectures and files; overlap is only in shared transformers registration/docs." + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different implementations and files; shared auto/docs changes are boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA is a vision model addition, while CTSM is a time-series model addition with different implementation paths. Not the same underlying change." + "reason": "Vision model addition vs time-series model addition; completely different subsystems and code paths." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are distinct model integrations with different modules, tests, and auto mappings; they are not one mergeable fix/change." + "reason": "Molmo and Molmo2 are related in name but are distinct model families with separate model, processor, and integration changes." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM address different model families and code paths. Shared framework files do not indicate a duplicate PR." + "reason": "Molmo and CTSM are unrelated model additions; shared files are generic registry/docs updates only." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions. They touch some of the same registration machinery, but not the same concrete feature or bug." + "reason": "Molmo2 and CTSM fix/add different models in different domains, so they are not the same underlying change." } ] }, @@ -19115,73 +19167,80 @@ "pull_request:43291", "pull_request:43665", "pull_request:44815", - "pull_request:46378" + "pull_request:46380" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", "pull_request:43665|pull_request:44815", - "pull_request:43665|pull_request:46378", - "pull_request:44815|pull_request:46378" + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "cbdc62ff27b881dc5f93ae1335a4311532c942ed36217af231b0cd0e63e6de2c", + "prepared_review_unit_hash": "c8007fb5f80012e61cd009df588765e2ebc66782347b05fb9eff172192fe3d24", "component_budget": { "node_count": 4, "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 9344, - "estimated_input_tokens": 2336, - "estimated_eval_tokens": 4928 + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "budget": { "node_count": 4, "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 9344, - "estimated_input_tokens": 2336, - "estimated_eval_tokens": 4928 + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is mostly not a true duplicate cluster: two PRs are unrelated test edits, and the other two are separate loader/quantization fixes that only overlap loosely in core loading code.", - "confidence": 0.83, + "summary": "These PRs are not duplicates of one another: they target different models and different code paths (Whisper decoding, CLIP/ViT tests, FP8 dequant/loading, and generation config validation).", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46378 is the most focused, concrete fix in the shared loading path (MergeModulelist shard_index detection) and is the strongest representative of the substantive bug-fix work here.", + "canonical_pr_reason": "PR 46380 is the clearest standalone bug fix: it addresses a concrete validation issue around dict-valued watermarking_config and includes related tests, making it more substantive than the test-only or broadly scoped alternatives.", "best_issue_reason": null, - "best_pr_reason": "PR 46378 is the best overall candidate because it targets a specific code-path bug in state-dict loading with a minimal, clear change.", + "best_pr_reason": "PR 46380 is the strongest overall candidate because it fixes a specific runtime bug in generation config validation with an obvious code-path correction; the others are either unrelated or appear to be test scaffolding / broader refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test changes vs CLIP/ViT test edits; these are unrelated model test PRs, not the same underlying bug or change." + "reason": "Whisper tokenizer decode logic vs CLIP/ViT test edits; different models, different behavior, and no shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test work is unrelated to FP8 dequant/loading logic in core_model_loading and finegrained_fp8." + "reason": "Whisper timestamp decoding vs FP8 dequant/loading changes; unrelated subsystems and code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/modeling changes vs generation watermarking validation; these fix different bugs in different areas." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The test-only CLIP/ViT PR does not fix the same concrete code-path problem as the dequant/loader PR." + "reason": "The first is a test-only CLIP/ViT change, while the second is a runtime FP8 dequant/loading fix; they are not the same change." }, { "left": "pull_request:43665", - "right": "pull_request:46378", + "right": "pull_request:46380", "accept": false, - "reason": "Unrelated test assertions in vision model tests vs a state-dict loading fix in core_model_loading." + "reason": "Test stubs in CLIP/ViT do not match the generation config and Whisper-related runtime fixes in the other PR." }, { "left": "pull_request:44815", - "right": "pull_request:46378", + "right": "pull_request:46380", "accept": false, - "reason": "Both touch loading/dequant code, but they fix different concrete issues: 44815 adds FP8-related loader/padding changes, while 46378 changes MergeModulelist shard_index handling in TP/EP loading. Same file is not enough to call them duplicates." + "reason": "FP8 quantization/dequant loading fixes are unrelated to generation watermarking validation and Whisper model changes." } ] }, @@ -19203,142 +19262,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43488-5", + "cluster_id": "cluster-43488-2", "nodes": [ "pull_request:43488", - "pull_request:43532", - "pull_request:45932", - "pull_request:46100", - "pull_request:46114" - ], - "soft_pairs": [ - "pull_request:43488|pull_request:46114", - "pull_request:43488|pull_request:43532", - "pull_request:43532|pull_request:46114", - "pull_request:45932|pull_request:46100", - "pull_request:46100|pull_request:46114" - ], - "prepared_review_unit_hash": "f6f42abac830a2ccf6a50d8427a70d53d67cf6406a48e3547e40a154d2815d55", - "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 12259, - "estimated_input_tokens": 3065, - "estimated_eval_tokens": 6386 - }, - "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 5, - "serialized_chars": 12259, - "estimated_input_tokens": 3065, - "estimated_eval_tokens": 6386 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are mostly unrelated test/dummy PRs that only overlap on broad test/CI areas; only the 45932\u219446100 pair looks superficially similar, but their concrete changes are still different enough to keep separate.", - "confidence": 0.86, - "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. If a representative PR must be chosen, 46114 is the broadest test-migration/CI change and best summarizes the cluster\u2019s noisy infrastructure-style edits, though it is not a true duplicate of the others.", - "best_issue_reason": null, - "best_pr_reason": "46114 is the most central representative of the cluster because it spans CI, auto/modeling, and test files, matching the cluster\u2019s overall test-harness churn better than the narrower PRs.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43488", - "right": "pull_request:46114", - "accept": false, - "reason": "Both are dummy \"do not merge\" PRs, but they change different code paths: 43488 is setup/version/dependency and ViT test churn, while 46114 is CI/migration plumbing plus several tests. Not the same underlying change." - }, - { - "left": "pull_request:43488", - "right": "pull_request:43532", - "accept": false, - "reason": "Shared broad test/CI theme only. 43488 focuses on packaging/version and a ViT test file, while 43532 rewires workflows and touches multiple unrelated model/test files." - }, - { - "left": "pull_request:43532", - "right": "pull_request:46114", - "accept": false, - "reason": "Both touch CI and tests, but the concrete edits differ: 43532 changes self-comment/scheduled/slack workflows and a few model files, whereas 46114 is a forked migration/test PR with different CI and test modifications." - }, - { - "left": "pull_request:45932", - "right": "pull_request:46100", - "accept": false, - "reason": "Despite the shared ViT test filename, 45932 is a broad CI/model/config change and 46100 only injects failing assertions in the ViT test. They are not the same bug or change and would not be merged as one PR." - }, - { - "left": "pull_request:46100", - "right": "pull_request:46114", - "accept": false, - "reason": "Both mention tests and share a ViT test file, but 46100 is just targeted failing assertions while 46114 is a broader CI/auto/model/test migration. Different underlying 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": 10, - "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-43612-2", - "nodes": [ - "pull_request:43612", - "pull_request:43613" + "pull_request:43532" ], "soft_pairs": [ - "pull_request:43612|pull_request:43613" + "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "a76aef08bbfda01c866ca62c0c33ead3873c30c1bbe8aec46b109fc42a427502", + "prepared_review_unit_hash": "d69742e26c9f4b59944c0395b4ef4a1148c3f63955f0a2e2da2cc0bdb77ca003", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, - "estimated_input_tokens": 1521, - "estimated_eval_tokens": 3298 + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct pull requests: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline. They share documentation and plumbing, but target different models, filenames, and concrete pipeline implementations, so they should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "Two open PRs with only superficial overlap around a shared Vit test file; they address different changes and are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. If a single representative PR is needed, 43613 is slightly broader and more feature-complete, but it is not a duplicate of 43612.", + "canonical_pr_reason": "PR #43488 is the more specific artifact: a small repo-bot/version-format test tweak with setup/dependency adjustments. PR #43532 is broader workflow/test plumbing and a different change set.", "best_issue_reason": null, - "best_pr_reason": "43613 is the stronger representative of the cluster theme because it covers a broader promptable segmentation stack and more supporting model/test updates, but it is still a separate feature from 43612.", + "best_pr_reason": "PR #43488 is the best representative PR in this cluster because it is narrower and centered on a single concrete behavior change, whereas PR #43532 spans CI workflow restructuring and unrelated utilities.", "soft_edge_verdicts": [ { - "left": "pull_request:43612", - "right": "pull_request:43613", + "left": "pull_request:43488", + "right": "pull_request:43532", "accept": false, - "reason": "Different features: concept segmentation vs visual segmentation. The overlap is mostly shared docs/pipeline scaffolding, while the actual code paths, model integrations, and tests differ, so they are not the same underlying change." + "reason": "They do not fix the same underlying bug or implement the same change; one is a repo-bot/version-format test PR, the other rewrites CI/workflow behavior and test utilities. Shared Vit test filenames are incidental." } ] }, @@ -19351,7 +19316,7 @@ }, { "label": "pull_request", - "component_index": 11, + "component_index": 10, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -19360,48 +19325,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43649-2", + "cluster_id": "cluster-43612-2", "nodes": [ - "pull_request:43649", - "pull_request:46301" + "pull_request:43612", + "pull_request:43613" ], "soft_pairs": [ - "pull_request:43649|pull_request:46301" + "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "dab000bc61f9baf860f91fd934af78a6ed7f9c7f0c2f64c6f67a69266493385c", + "prepared_review_unit_hash": "971a1e0c6fd9853e0106f3b712d31de5af01a7a4bfb14ef543d1317dfd832c97", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4654, - "estimated_input_tokens": 1164, - "estimated_eval_tokens": 2584 + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4654, - "estimated_input_tokens": 1164, - "estimated_eval_tokens": 2584 + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one changes CI/workflow logic for failure reporting, while the other appears to be an unrelated test/CircleCI manipulation. They touch only a broad shared area (tests/ViT) without fixing the same concrete problem.", - "confidence": 0.94, + "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding and docs, but they target different code paths, different model integrations, and different tests, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43649 is the better canonical PR because it has a clearer, substantive workflow-focused change set and a meaningful title tied to failure reporting.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43649 is the best PR candidate overall: it is more coherent, more likely to represent the actual change being tracked, and less like incidental test churn.", + "best_pr_reason": "PR #43613 is the broader and more representative of the shared segmentation-pipeline effort, but it still addresses a different feature than #43612, so it should not be treated as the same change.", "soft_edge_verdicts": [ { - "left": "pull_request:43649", - "right": "pull_request:46301", + "left": "pull_request:43612", + "right": "pull_request:43613", "accept": false, - "reason": "These are different changes: 43649 edits self-comment/scheduled CI and test infrastructure for failure reporting, while 46301 tweaks CircleCI test selection and injects failing test cases. Shared files alone do not indicate the same underlying bug or fix." + "reason": "Reject: despite overlapping pipeline/doc scaffolding, these PRs implement different features (concept vs visual segmentation) with different model and test coverage, so they are not the same underlying change and would not be merged into one PR." } ] }, @@ -19414,7 +19379,7 @@ }, { "label": "pull_request", - "component_index": 12, + "component_index": 11, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -19431,40 +19396,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "39e718bd519fb81d5e3616d96867cc1d1d0a226c5e45ff2ffb33aabec4ec8126", + "prepared_review_unit_hash": "91873eb6eddc809561710bf915f6f7b6e8d0b93cb5d3a49ec36be5e36880ce14", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "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": "Two open PRs touch `trainer.py` and both add overridable helper methods for custom trainers, but they solve different problems: gradient-accumulation loss scaling vs. dataloader column filtering. They are related only by file and theme, not by the same underlying bug/change.", - "confidence": 0.95, + "summary": "Two open Trainer enhancement PRs touch the same file but implement different extension hooks: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related by subsystem, not the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the cleaner canonical representative because it introduces a concrete behavior change in `training_step` with a narrowly scoped helper for gradient accumulation loss scaling.", + "canonical_pr_reason": "No canonical duplicate PR: the two changes address different Trainer behaviors and should not be merged as one representative fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative for this cluster because its change is self-contained and specific; #43663 addresses a separate signature-introspection/column-filtering extension.", + "best_pr_reason": "43651 is the more concrete standalone trainer behavior change, but it is not a better duplicate representative because it targets a different code path than 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: these are different code-path changes in `trainer.py`. #43651 changes loss scaling during training, while #43663 changes signature-column filtering for dataset inputs. They are not the same underlying bug or mergeable fix." + "reason": "Reject: both modify trainer.py, but one is about gradient-accumulation loss scaling and the other about model signature column filtering; they are separate features with different code paths and not plausibly one merged PR." } ] }, @@ -19477,7 +19442,7 @@ }, { "label": "pull_request", - "component_index": 13, + "component_index": 12, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -19494,12 +19459,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "99474413f16db9623a2f5265c76257964205213201647eb1d2fc6a0ef54ede48", + "prepared_review_unit_hash": "aa88bc6236bd66ff94dd0aef65399136852591fc86d90f9730bd95262596c631", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3661, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19507,7 +19472,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3661, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19516,34 +19481,31 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in transformers/cli/serve.py both address import-time typing/NameError issues around TypeAdapter in the CLI server code. They are closely related enough to cluster, with one narrower fix and one broader typing cleanup.", - "confidence": 0.73, + "summary": "Both PRs touch `src/transformers/cli/serve.py`, but they fix different problems: one is a broader typing/`__future__` annotations cleanup, the other is a specific `TypeAdapter` import/forward-reference issue when `pydantic` is absent.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleaner canonical PR: it directly and narrowly fixes the TypeAdapter NameError when pydantic is absent, with a small targeted change in serve.py. PR 43656 looks broader and includes additional typing/future-annotations cleanup beyond the core bug.", + "canonical_pr_reason": "PR #43842 is the clearer, more specific fix for the `TypeAdapter` runtime NameError and directly matches the stated bug.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it most explicitly matches the underlying runtime failure mode and is the most focused fix for the CLI serve NameError.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it targets the concrete `TypeAdapter` failure mode, whereas PR #43656 is a separate annotations-related change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs target the same concrete code path in src/transformers/cli/serve.py and appear to fix the same class of import-time TypeAdapter NameError by changing annotation/import behavior. They look mergeable into one fix, though 43656 is broader." + "accept": false, + "reason": "They are not the same underlying fix: #43656 changes typing behavior via `__future__ annotations` and annotation cleanup, while #43842 explicitly handles `TypeAdapter` when `pydantic` is not installed. Shared file alone is not enough to merge them." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded: both PRs touch src/transformers/cli/serve.py and both titles/diff previews point to TypeAdapter-related NameError fixes in the CLI server path. The soft-edge acceptance is conservative enough because 43656 is broader but still plausibly in the same bug-fix family, and the canonical choice of 43842 as the narrower fix is supported by the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 14, + "component_index": 13, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -19609,7 +19571,7 @@ }, { "label": "pull_request", - "component_index": 15, + "component_index": 14, "component_count": 32, "review_unit_index": 1, "review_unit_count": 2, @@ -19693,7 +19655,7 @@ "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", - "pull_request:43997|pull_request:44017", + "pull_request:44017|pull_request:44018", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -19722,12 +19684,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "33bac0f58da4a789e794d189e7c2fdc02aada0e503a3faa5c5778d9c5a22a256", + "prepared_review_unit_hash": "122615ea5aa1672def08057fdf5946b0af1bebf64d7ad1e71c9b796b30f19e25", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, + "serialized_chars": 84893, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19735,7 +19697,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75090, + "serialized_chars": 75089, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -19744,378 +19706,360 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad, model-by-model refactor series to migrate output handling to the new capture_outputs/can_return_tuple tracing style, mostly under tracking issue #43979. The only clear duplicate PRs are the GPT-J variants and the GPT-Neo pair; the rest are related refactors for different models, not the same concrete change.", - "confidence": 0.93, - "canonical_issue_reason": "Shared umbrella issue #43979 is the tracking ticket for the standardized output-tracing migration; no standalone issue artifact is present in the provided items.", - "canonical_pr_reason": "PR 44007 is the best representative canonical PR: it has an explicit #43979 link, a clear refactor-focused title, and a broader multi-model decorator-based output-tracing change than most of the others.", - "best_issue_reason": "#43979 is the natural global issue anchor for this refactor series; all of these PRs point back to that same migration effort.", - "best_pr_reason": "PR 44007 is the strongest single representative of the cluster because it is explicit, well-scoped, and central to the standardized output-tracing rollout.", + "summary": "This cluster is dominated by model-by-model refactors migrating output collection to the new capture_outputs/can_return_tuple pattern, all broadly tied to umbrella issue #43979. Most pairings are only thematically similar across different models; the only clear duplicate-like overlaps are within the GPT-Neo set and the GPT-J/CodeGen set.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #43979 is the umbrella tracker for the standardized output-tracing migration across many model implementations, which is the common thread connecting the cluster.", + "canonical_pr_reason": "PR #44066 is a strong representative of the cluster: it explicitly targets #43979 and makes the standardized output-tracing refactor in the GPT-J/CodeGen code paths concrete and easy to identify.", + "best_issue_reason": "#43979 best represents the shared underlying work because it is the coordination point for the entire output-tracing migration rather than a single model-specific instance.", + "best_pr_reason": "#44066 is the clearest cluster exemplar because it has an explicit issue link, a focused title, and a concrete cross-file GPT-J/CodeGen output-tracing refactor.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme only." + "reason": "Both relate to output tracing, but they target different model families and code paths; shared issue #43979 is not enough to make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; only the output-tracing style is shared." + "reason": "Different models and different implementation paths; this is the same refactor theme, not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same code path; 44066 just bundles an extra CodeGen copy." + "reason": "Both are GPT-J output-tracing refactors in modeling_gptj.py; 44066 is just a broader variant that also includes CodeGen." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing refactors, but for different model stacks and concrete forward paths." + "reason": "Different model families (ResNet/RegNet vs EfficientNet/other CNN refactor work); same umbrella issue does not make them the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families; not the same concrete bug/change." + "reason": "These are unrelated model-specific refactors in different architectures; they share a migration pattern, not the same code-path fix." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Unrelated models and forward paths; shared issue target is not enough." + "reason": "GPT-J/CodeGen output tracing versus EfficientNet output tracing are separate model changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are unrelated implementations; only the refactor theme matches." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; same standardized-output theme only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different code paths and model families." + "reason": "GPT-J/CodeGen versus MGP-STR are different code paths and different model families." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are different models; not mergeable as one concrete fix." + "reason": "Different model families (GPT-J/CodeGen vs MPT); only the refactor pattern is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing migration in the same file; these look like duplicate variants of the same change." + "reason": "Both are GPT-Neo output-tracing decorator migrations touching the same model/test files, so they look like the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J are separate model-specific refactors." + "reason": "GPT-Neo and GPT-J are separate models and separate code paths, despite similar output-tracing refactors." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are distinct code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations; not the same concrete fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet is unrelated to GPT-J/CodeGen; same refactor style only." + "reason": "ResNet refactor work is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J are different model implementations and fixes." + "reason": "MGP-STR and GPT-J/CodeGen are different model paths; only the standardized tracing mechanism is shared." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model-specific changes." + "reason": "ResNet versus GPT-J output tracing are different model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different concrete code paths." + "reason": "GPT-Neo and ResNet are unrelated architectures; this is a generic refactor similarity only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT are separate model refactors." + "reason": "ResNet and MPT are different model families and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are unrelated model changes." + "reason": "GPT-Neo output tracing and Flaubert output tracing are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are different concrete implementations." + "reason": "GPT-Neo and Flaubert are unrelated model implementations; same migration theme only." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J are different model-specific refactors." + "reason": "GPT-Neo versus GPT-J/CodeGen are different code paths, so these are not duplicates." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are unrelated model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model-specific changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR do not fix the same concrete code path." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are different model refactors." + "reason": "MPT and GPT-J/CodeGen are separate model refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR are unrelated model changes." + "reason": "GPT-J output tracing and MGP-STR output tracing are unrelated model changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths." + "reason": "GPT-2 and MGP-STR are different model families and different output-handling paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model implementations." + "reason": "ViLT and Flaubert/XLM are unrelated code paths; same refactor style does not imply duplicate." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 vs GPT-J are separate model-specific refactors." + "reason": "GPT-2 output tracing is separate from GPT-J/CodeGen output tracing." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are unrelated concrete changes." + "reason": "SegFormer and GPT-J/CodeGen are distinct model-specific refactors." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5 are different model paths." + "reason": "SegFormer and LongT5 are different model families; they only share the standardized tracing theme." }, { - "left": "pull_request:44068", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated model refactors." + "reason": "RegNet and VisualBERT are unrelated model code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM are different concrete code paths." + "reason": "VisualBERT and Flaubert/XLM are different model implementations; not the same underlying change." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet/ResNet-style output tracing vs Segformer are different model implementations." + "reason": "VisualBERT and LongT5 are separate model-specific output-tracing migrations." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated model-specific changes." + "reason": "Flaubert/XLM and LongT5 are unrelated model paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "MPT vs ImageGPT are different model refactors." + "reason": "SegFormer and GPT-Neo are different models; shared issue target is not enough." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are unrelated concrete code paths." + "reason": "MPNet and LongT5 are separate code paths and separate refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs GPT-Neo are different model implementations." + "reason": "RegNet and LongT5 are unrelated model implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5 are unrelated changes." + "reason": "TextNet and LongT5 are different model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet/ResNet-family output tracing vs LongT5 are different concrete fixes." + "reason": "RegNet and GPT-Neo are unrelated model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet and LongT5 are separate model-specific refactors." + "reason": "MPNet and Flaubert/XLM are distinct code paths; same migration theme only." }, { "left": "pull_request:43997", - "right": "pull_request:44071", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPT are unrelated model paths." + "reason": "RegNet and MPNet are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert vs MPT are different concrete implementations." + "reason": "MPT and ImageGPT are separate model-specific refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and VisualBert are different model code paths." + "reason": "TextNet and Flaubert/XLM are unrelated models." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs TextNet are unrelated model refactors." + "reason": "RegNet and TextNet are different code paths and different model families." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate model-specific changes." + "reason": "SqueezeBERT and MPT are unrelated model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "MPNet vs Flaubert/XLM are different code paths." + "reason": "GPT-Neo and SpeechT5 are different model families; same issue umbrella is too broad." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 and GPT-Neo are different models; not the same concrete fix." + "reason": "SqueezeBERT and VisualBERT are separate models and separate fixes." }, { - "left": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5 are unrelated model implementations." + "reason": "MPNet and LongT5 are different models and different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are different model-specific refactors." + "reason": "RegNet and MPT are unrelated model-specific changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and SpeechT5 are unrelated concrete code paths." + "reason": "SqueezeBERT and GPT-Neo are distinct model implementations; only the refactor motif overlaps." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa are separate model refactors." + "reason": "SqueezeBERT and DeBERTa v2 are different code paths and different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model implementations." + "reason": "DeBERTa v2 and TextNet are separate model-specific output-tracing migrations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; the diffs target the same underlying migration." + "reason": "Same GPT-J/CodeGen standardized output-tracing change touching the same files; these look like duplicate variants of one refactor." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J output-tracing change in the same file; one is a narrower variant of the other." + "reason": "Both modify GPT-J output tracing in modeling_gptj.py; 44722 is a broader follow-up that still targets the same code path." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J and SpeechT5 are different model paths; no shared concrete fix." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus ResNet/RegNet/RT-DETR are different concrete implementations." + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR ResNet are different model families; the shared issue only reflects the umbrella migration." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model-specific refactors." + "reason": "DeBERTa v2 and SpeechT5 are different model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are unrelated implementations." + "reason": "DeBERTa v2 and VITS are different code paths and different models." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about similarity: it treats most cross-model PRs as related refactors rather than the same concrete fix, and the accepted soft pairs are the ones with the strongest file-level overlap (GPT-J/CodeGen and GPT-Neo variants). No soft-edge verdict looks overstated." + "feedback": "The summary stays within the packet: #43979 is clearly the umbrella tracker, and #44066 is a reasonable canonical PR exemplar because it explicitly links that issue and covers the GPT-J/CodeGen refactor. The soft-edge decisions are mostly conservative and supported by the file/model overlap shown in the diffs. The true pairs also look mergeable as the same underlying bugfix within the same model family (GPT-Neo and GPT-J/CodeGen), not just thematic similarity." }, "evaluator_used": true, "retried": false, @@ -20125,7 +20069,7 @@ }, { "label": "pull_request", - "component_index": 15, + "component_index": 14, "component_count": 32, "review_unit_index": 2, "review_unit_count": 2, @@ -20153,12 +20097,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "12e2a698c5cd191d7d3388ae71b07af3efc949d70493c8a2b4fbc2c7b88ea2cd", + "prepared_review_unit_hash": "ab0e32c3c2ecbb68df72b61c2c873bce4af792d31f8f38f569caacaad567f359", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, + "serialized_chars": 84893, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20166,7 +20110,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -20175,48 +20119,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are thematically similar standardized-output/capture_outputs refactors, but they are model-specific changes in different code paths, so they should not be treated as duplicates. The cluster is best represented by the PR with an explicit tracking issue and the clearest rationale.", - "confidence": 0.88, + "summary": "These PRs are all related to a shared framework-wide effort to standardize output tracing/capture across different model implementations, but they touch different models and are not duplicates of one another.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest anchor for the cluster: it has an explicit linked issue, a clear output-tracing refactor scope, and is the most directly described as part of the standardized capture work.", + "canonical_pr_reason": "PR 44073 is a clear, representative example of the cluster: it updates one model to use the new capture_outputs/can_return_tuple pattern and includes the core output-tracing refactor elements seen throughout the group.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best representative PR because it is the only one tied to a specific issue and it clearly documents the standardized output capture change for one model.", + "best_pr_reason": "PR 44073 is a strong cluster representative because its title and diff directly reflect the standardized output-tracing migration, making it a good anchor for the broader family of similar refactors.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized output/capture_outputs refactors, but they target different models (FocalNet vs ImageGPT) and different forward paths. Related theme, not the same underlying PR." + "reason": "Both are output-tracing refactors, but they affect different model code paths (FocalNet vs. ImageGPT) and are independent model-specific migrations, not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These touch different models (VisualBert vs TextNet) and implement the same refactor pattern in separate code paths. Too broad to merge as duplicates." + "reason": "VisualBert and TextNet are separate model implementations with different forward/output signatures; this is the same general refactor theme, but not one mergeable PR for the same concrete bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are distinct model implementations; the PRs share a refactor style but not the same concrete bug or change." + "reason": "MPNet and VisualBert are distinct models with different output-recording setups; they share the migration pattern but not the same underlying fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they modify different model files and different execution paths, so they are not duplicates." + "reason": "These are separate model-specific refactors in different files and do not fix the same concrete code-path problem." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths. The overlap is only the generic migration to standardized output collection." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share a modernization pattern but are not duplicates or one combined fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors. Sharing the capture_outputs migration pattern is not enough to treat them as the same PR." + "reason": "SqueezeBert and SpeechT5 target different architectures and output paths; they are independent refactors despite both touching standardized output capture." } ] }, @@ -20229,7 +20173,7 @@ }, { "label": "pull_request", - "component_index": 16, + "component_index": 15, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20295,12 +20239,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "9934d63eec11a8442d8c763b489f244ade7a0ba7d501687d412a2f50184a0972", + "prepared_review_unit_hash": "78447474720b1f2759306b32ec38dd23fc98970380abe73a0ee3a056955431de", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39791, + "serialized_chars": 39789, "estimated_input_tokens": 9948, "estimated_eval_tokens": 20152 }, @@ -20308,7 +20252,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39791, + "serialized_chars": 39789, "estimated_input_tokens": 9948, "estimated_eval_tokens": 20152 }, @@ -20317,228 +20261,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are model-specific output-tracing refactors with similar implementation patterns, but they target different code paths and are not duplicates of one another.", - "confidence": 0.95, + "summary": "This is a false-positive similarity cluster: every PR is a separate model-specific output-tracing refactor, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR updates a different model implementation, so these are related refactors rather than duplicate changes.", + "canonical_pr_reason": "No true canonical PR: the items are separate model-specific output-tracing refactors, so there isn\u2019t one PR that represents the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the closest representative because it applies the refactor across two related Mamba-family modules, but it still does not subsume the others.", + "best_pr_reason": "No single best PR for duplicate consolidation; the set is a broad template-similarity cluster rather than one mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme only." + "reason": "Different model files and code paths; only the refactor theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different code paths in timm_backbone vs vision-text dual encoder." + "reason": "Different model implementations; same output-tracing wording is not enough for duplication." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; not the same underlying change." + "reason": "Separate model-specific refactors, not one concrete bug fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems: timm_backbone vs Mamba/FalconMamba." + "reason": "Different architectures and files; these are not the same change." }, { "left": "pull_request:43998", - "right": "pull_request:44004", + "right": "pull_request:44029", "accept": false, - "reason": "Different model and output behavior; not a mergeable duplicate." + "reason": "Different model code paths; shared refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths." + "reason": "Mobilenet_v1 and univnet are unrelated code paths, so not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same tracing refactor pattern, but different models and files." + "reason": "Different models and filenames; same refactor theme but not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; only the refactor style matches." + "reason": "Different model families; these PRs could not plausibly be merged into one fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper/model code paths, so not the same change." + "reason": "Separate model implementations; only the generic output-tracing refactor overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs speech-encoder-decoder: distinct implementations." + "reason": "Different code paths and model files; not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models." + "reason": "Vision-text dual encoder and univnet are unrelated changes despite similar wording." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; not the same bug or feature." + "reason": "Different model code paths; not one shared bug or fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and distinct forward implementations." + "reason": "These touch different models and cannot be merged as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different targets; only broad output-tracing refactor similarity." + "reason": "Separate model-specific refactors; no shared concrete bug." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate model implementations." + "reason": "Univnet and UperNet are different model implementations, so not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different models; not the same concrete code-path change." + "reason": "Different code paths and files; only the refactor motif matches." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; no duplicate evidence." + "reason": "Different model families; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation wrapper vs RWKV language model are unrelated." + "reason": "UperNet and RWKV are unrelated model changes, so reject as duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families; same tooling pattern only." + "reason": "Different models and code paths; not a single fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba refactor is unrelated to CodeGen's code path." + "reason": "Falcon/Mamba vs CodeGen are unrelated implementations; only title similarity matches." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations and forward signatures." + "reason": "Different models and files; too broad to be the same change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated code paths." + "reason": "Unrelated model code paths; not mergeable into one PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems; no shared concrete bug." + "reason": "Different architectures and change sites; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; same refactor template only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and vision-encoder-decoder are different model wrappers." + "reason": "Depth Anything and Vision Encoder-Decoder are different code paths; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder family and different model code paths." + "reason": "Separate model families and files; reject as duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything vs SuperPoint are unrelated implementations." + "reason": "Different models and implementations; only the generic refactor overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; not the same underlying change." + "reason": "Depth Anything-related refactor vs RWKV refactor; not the same bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth estimation refactor and DPR refactor are separate changes." + "reason": "Different model code paths; similar output-tracing cleanup only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision-encoder-decoder wrapper vs DPR bi-encoder: distinct code paths." + "reason": "Vision Encoder-Decoder and RWKV are unrelated changes." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are wrappers, but they target different encoder-decoder implementations." + "reason": "Different encoder-decoder wrappers; not one concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; shared refactor theme is insufficient." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "DPR and Speech Encoder-Decoder are separate changes, not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated model families." + "reason": "Different model files and code paths; no same underlying bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations and output contracts." + "reason": "Speech Encoder-Decoder vs RWKV are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder vs DPR is not the same change." + "reason": "Different models and code paths; not mergeable into one PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths." + "reason": "SuperPoint and RWKV are different subsystems; reject as duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vision model vs DPR retrieval model are distinct." + "reason": "Different model implementations; only the refactor pattern is shared." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model families with no shared concrete bug." + "reason": "RWKV and DPR are unrelated code paths, so they are not the same change." } ] }, @@ -20551,7 +20513,7 @@ }, { "label": "pull_request", - "component_index": 17, + "component_index": 16, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20568,7 +20530,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "4c948349b65e5d310c3f0b482a14873df0b8f29fdf1e7cc3b32b0bc9fdfd2333", + "prepared_review_unit_hash": "ffd9e3a3a9fa8d8064bd815f09816322e20f58afa49e0e09f2c9ab38bdef5f56", "component_budget": { "node_count": 2, "item_count": 2, @@ -20590,18 +20552,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both model-addition/integration changes, but for different models and different code paths: PenguinVL vs Voxtral TTS. They share only generic transformer wiring files, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some boilerplate auto-registry/doc files, but they do not appear to fix the same code path or belong in one merged PR.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are just framework integration points, not evidence of the same underlying feature.", + "canonical_pr_reason": "PR #45401 is the better representative because it is a focused model-specific addition with an explicit issue target and a clear, self-contained scope.", "best_issue_reason": null, - "best_pr_reason": "If a representative were needed, PR 45401 is slightly more self-contained because it has an explicit issue target and a narrower model scope, but it is still unrelated to PR 44662 and should not be treated as the same change.", + "best_pr_reason": "PR #45401 is the strongest standalone PR in the cluster: it has a direct issue reference, a narrower feature scope, and a coherent implementation for one model family.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and functionality: PenguinVL implementation versus Voxtral TTS support. The overlap is only in shared auto-registration/docs files, not the same concrete bug or change." + "reason": "Different models and different features: PenguinVL implementation vs. Voxtral TTS support. Shared registry/doc scaffolding is incidental, not evidence of the same underlying change." } ] }, @@ -20614,7 +20576,7 @@ }, { "label": "pull_request", - "component_index": 18, + "component_index": 17, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20635,12 +20597,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "a890a9a5caa899fc3c0d7f164a33e9b8787107f9265b334dfbb974adc0ba945a", + "prepared_review_unit_hash": "b0fab21f3968645b411e5b8d256d2958766ce02e68e52599e992cef43ae16c5e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9633, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20648,7 +20610,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9635, + "serialized_chars": 9633, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20657,36 +20619,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is centered on the n-to-1 KernelConfig/kernel-fusion feature. PRs 45363, 45666, and 46339 look like successive iterations of the same change; 44979 is a separate module-fusion API effort.", - "confidence": 0.82, + "summary": "These are three closely related PR iterations around KernelConfig-based n-to-1 fusion, plus one adjacent but broader Module Fusion API PR. The strongest canonical representative is the newest simplified KernelConfig fusion PR.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 looks like the best canonical PR: it targets the same n-to-1 KernelConfig fusion path as 45363/45666, but is the latest and most refined iteration (\"extended & simplified\") touching the core loading/integration files needed for the feature.", + "canonical_pr_reason": "PR 46339 is the latest refinement of the same KernelConfig n-to-1 fusion codepath, and it consolidates the shared core loading / hub kernel / modeling changes seen in the earlier PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 is the strongest representative of the cluster because it appears to subsume the same KernelConfig-based fusion work while adding simplification and broader implementation coverage, making it the best single PR to track.", + "best_pr_reason": "PR 46339 is the best representative of the cluster because it is the most recent and most consolidated implementation of the same feature family, with overlapping files and the same concrete fusion path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related theme, but not the same underlying change: 44979 introduces a general Module Fusion API, while 45363 is specifically about n-to-1 kernel fusion via KernelConfig and different integration code paths." + "reason": "Related fusion work, but 44979 is a generic Module Fusion API while 45363 is the specific KernelConfig n-to-1 kernel fusion implementation. They are adjacent abstractions rather than the same underlying change." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "Same concrete feature family and same KernelConfig-based n-to-1 fusion path; 46339 reads like a later extended/simplified iteration of the 45363 work and could plausibly be merged as one PR." + "reason": "Both target the same KernelConfig n-to-1 fusion path and modify the same core loading / kernel integration areas; 46339 reads as a refinement of the earlier implementation rather than a separate change." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "These appear to be the same underlying kernel-fusion feature work: both target n-to-1 KernelConfig fusion, share core files, and 46339 looks like a refined successor rather than a separate change." + "reason": "These appear to be the same concrete kernel-fusion feature evolving across iterations, with heavily overlapping files and identical KernelConfig fusion semantics in the same codepath." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 44979 is a separate Module Fusion API effort, while 45363/45666/46339 all center on KernelConfig-based n-to-1 kernel fusion and share overlapping implementation files. The soft-edge decisions are conservative enough, with no pair overstated beyond what the titles and file overlap support." + "feedback": "The summary is grounded in the packet: the three KernelConfig PRs share the same feature family by title and overlapping files, and 44979 is clearly the broader Module Fusion API PR. The soft-edge decisions are conservative enough, with the 44979\u219445363 rejection reasonably justified by the broader vs. specific scope." }, "evaluator_used": true, "retried": false, @@ -20696,7 +20658,7 @@ }, { "label": "pull_request", - "component_index": 19, + "component_index": 18, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20713,7 +20675,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "366f11aa62da49358430eba45e2e78a86ba51f95cbffece5e26668665bc608ff", + "prepared_review_unit_hash": "566210ec6fa078a0a92b8ec93540db3bbaf4132608ec586870f4aff360f17d86", "component_budget": { "node_count": 2, "item_count": 2, @@ -20735,18 +20697,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same code path, targeting the same issue and nearly identical code change; 45317 is the more complete version because it includes tests.", - "confidence": 0.99, + "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in `tokenization_utils_tokenizers.py` and target the same issue. They differ mostly by completeness, with one adding tests, so they are duplicates for triage purposes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger representative because it implements the same fix as 45086 and also adds test coverage, making it the more complete and merge-ready change.", + "canonical_pr_reason": "`pull_request:45317` is the stronger canonical PR: it fixes the same `_patch_mistral_regex` AttributeError and also adds test coverage, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best single PR for the cluster: same underlying bug fix as 45086, but with added tests and slightly more context/discussion.", + "best_pr_reason": "`pull_request:45317` is the best representative because it contains the same code-path fix as `45086` plus validation, and is more likely to be the final merged form.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target issue, and nearly identical patch; 45317 just adds tests." + "reason": "Same underlying bug fix in the same file and same target issue; the second PR appears to be an expanded version of the first, not a separate change." } ] }, @@ -20759,7 +20721,7 @@ }, { "label": "pull_request", - "component_index": 20, + "component_index": 19, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20776,40 +20738,40 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2f9d914049f4b7cbcb63b08f91a825ebc5239f9dc85185261cd61fad11bac3b8", + "prepared_review_unit_hash": "a34056b1bf970788c1c0ff21194e70c4c5b44ed35b39c3bbf2b30c6a171109c5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "serialized_chars": 6062, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "serialized_chars": 6062, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they are not the same change: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split introducing NemotronHDense/NemotronHSparse plus docs and tests.", - "confidence": 0.88, + "summary": "Two related NemotronH pull requests, but they are not duplicates: one is a narrow checkpoint conversion-mapping update, the other is a broader architectural split into NemotronHDense/NemotronHSparse with docs, auto-mapping, and tests.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more representative standalone change for NemotronH work: it implements the larger architecture reorganization and associated documentation/test updates, whereas PR 45115 is a narrower refactor centered on conversion mapping and model inheritance.", + "canonical_pr_reason": "PR 45569 is the better representative of the cluster because it covers the larger, end-user-facing model refactor and the new dense/sparse model families, whereas 45115 is only a focused conversion-mapping helper.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the better global anchor because it covers the full concrete code-path change visible in the cluster and is more likely to subsume the narrower NemotronH refactor.", + "best_pr_reason": "PR 45569 is the strongest standalone PR: it bundles the actual NemotronH split, configuration/model wiring, documentation, and tests. PR 45115 is narrower and more of an internal conversion-maintenance change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files and subsystem are not enough here. 45115 is mainly about checkpoint conversion/mapping and GraniteMoeHybrid-style renaming, while 45569 restructures NemotronH into dense/sparse variants with docs/tests. They do not look like the same underlying fix and would not plausibly be merged into one PR as duplicates." + "reason": "Not the same underlying change. 45115 updates weight-conversion mappings and rename rules, while 45569 restructures NemotronH into separate dense/sparse model implementations with docs and tests. They touch related files but solve different problems and would not plausibly be merged as one PR." } ] }, @@ -20822,7 +20784,7 @@ }, { "label": "pull_request", - "component_index": 21, + "component_index": 20, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20839,40 +20801,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "80efc5a3e56897f8513c2d3f79028a0783e61c2c82a3fb49be78ffa3b0519605", + "prepared_review_unit_hash": "e0b18217db2687efc42ae8bf6d960a47e01491b728858f6a54710d687db7b7a2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, - "estimated_input_tokens": 1350, - "estimated_eval_tokens": 2956 + "serialized_chars": 5273, + "estimated_input_tokens": 1319, + "estimated_eval_tokens": 2894 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, - "estimated_input_tokens": 1350, - "estimated_eval_tokens": 2956 + "serialized_chars": 5273, + "estimated_input_tokens": 1319, + "estimated_eval_tokens": 2894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer config plumbing, while the other builds on that to add heterogeneous modeling/cache behavior. They look like sequential, complementary pieces of the same feature rather than the same mergeable change.", - "confidence": 0.93, + "summary": "Two related but distinct feature PRs: one adds heterogeneous per-layer config plumbing, the other extends that into modeling/cache behavior for heterogeneous models. They share infrastructure, but they do not look like the same concrete change and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better representative because it covers the broader end-to-end heterogeneous model support, including cache/modeling changes beyond config plumbing.", + "canonical_pr_reason": "PR 45332 is the best cluster representative because it covers the broader end-to-end heterogeneous model support, including modeling and cache/masking changes, not just config plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest standalone representative of the cluster since it includes the core runtime behavior changes, not just config serialization and parsing.", + "best_pr_reason": "PR 45332 is the strongest standalone PR in the set: it is broader, more user-visible, and closer to the actual heterogeneous-model feature surface than the config-only follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Different scope and code paths: #45333 introduces heterogeneous config support, while #45332 consumes that support to change cache/modeling behavior. They are complementary pieces of one feature, not the same PR-worthy fix." + "reason": "Related feature work, but not the same underlying change. 45333 is limited to per-layer config support, while 45332 adds downstream modeling/cache integration. They could be sequenced, but they are not one mergeable fix/PR." } ] }, @@ -20885,7 +20847,7 @@ }, { "label": "pull_request", - "component_index": 22, + "component_index": 21, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20902,7 +20864,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "34783cee2010e09baf830079e83a4b80c34cc7c9c16c088473028ed90ecf4421", + "prepared_review_unit_hash": "e759039006fbf1f67c587a852033118721be7fe08d18e5dafa36738e86dfb0b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -20924,18 +20886,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about typing, but they are not the same change: PR 45415 is a broad type-checking sweep across many Transformer modules, while PR 45425 adds targeted typing helpers and annotations around modeling_utils/PEFT integration.", - "confidence": 0.93, + "summary": "These are both typing-related PRs, but they address different problems: one is a broad repo-wide type-checking cleanup, the other adds concrete typing protocol helpers and model-specific support. Not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better representative because it is a focused, self-contained typing change with a clear code-path purpose, whereas PR 45415 is a broad repo-wide type-checking pass with many incidental edits.", + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained change: it adds typing aliases/protocols in `_typing.py` and updates a small set of call sites. PR 45415 is a broad mechanical type-checking sweep with config changes and many file edits, so it is less suitable as the canonical representative.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the strongest standalone PR in this cluster for duplicate triage: it has a narrower scope, clearer implementation intent, and is easier to map to a single underlying change than the large type-checking sweep in PR 45415.", + "best_pr_reason": "45425 is the better representative of a distinct, focused typing improvement. 45415 is a wide-ranging type-checking pass rather than a single underlying bug or feature change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: the overlap is only at the level of typing infrastructure and a few shared files; PR 45415 is a wide type-checking pass, while PR 45425 specifically adds typing protocols/helpers for modeling_utils and related integrations." + "reason": "Both touch typing, but they are not the same underlying change: 45415 is a broad type-checking cleanup across many files, while 45425 introduces specific typing protocols/aliases and associated model integration. They would not plausibly be merged as one PR." } ] }, @@ -20948,7 +20910,7 @@ }, { "label": "pull_request", - "component_index": 23, + "component_index": 22, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -20965,12 +20927,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "fdf892c01ea7facef117e7386e31e9d2c16573850c9afc95ca9efab982322ab2", + "prepared_review_unit_hash": "466c1dae75259bda8c22968fdf5f46453ffd2ce93b52f82a6e2603d74d0ffb7f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20978,7 +20940,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4858, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20987,18 +20949,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items address cached forward behavior for seq_len > 1, but they target different model families and different code paths: PR 45513 fixes multi-token cached continuation in Qwen3.5/OLMo hybrid linear attention, while PR 46084 fixes use_cache behavior in Mamba2 CUDA kernels. They are related in theme, not duplicates.", - "confidence": 0.93, + "summary": "These two PRs both adjust cached forward paths for seq_len > 1, but they target different model families and different bugs: Qwen3.5/GDN linear attention vs Mamba2 CUDA kernel cache handling. They should not be treated as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45513 is the better canonical PR because it is broader and more representative of the cluster theme, touching multiple model implementations and explicitly fixing multi-token cached forward behavior.", + "canonical_pr_reason": "PR #46084 is the better canonical representative because it has an explicit linked issue, a narrowly defined Mamba2 cache bug, and a concrete fix path in one model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45513 is the strongest standalone representative: it has the broader scope, clearer title, and wider test coverage across several affected model files, whereas PR 46084 is a narrower Mamba2-specific fix.", + "best_pr_reason": "PR #46084 is the best representative overall because it is more self-contained and specific; PR #45513 spans multiple model files and appears to be a broader cross-model fix rather than the clearest single bug instance.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both are cache-related fixes for seq_len > 1, but they concern different architectures and different execution paths (linear attention cache handling vs Mamba2 CUDA kernels). They do not look like the same underlying bug or a mergeable single PR." + "reason": "Reject: they involve different architectures and code paths. #45513 fixes multi-token cached forward in Qwen3.5/related models for GDN linear attention, while #46084 fixes Mamba2 use_cache behavior for seq_len > 1. Similar caching terminology is not enough to make them the same change." } ] }, @@ -21011,7 +20973,7 @@ }, { "label": "pull_request", - "component_index": 24, + "component_index": 23, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -21028,7 +20990,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "959b82704bdeafbaede9f0a791dec793fd76f735aea0ab0a33785228d8edc88f", + "prepared_review_unit_hash": "4a6ea75973abb215144199ea2a7112b783bcbe38758a5019c5540f591c3e8678", "component_budget": { "node_count": 2, "item_count": 2, @@ -21050,18 +21012,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch expert-parallel loading, but they fix different concrete failure modes: one addresses EP + DeepSpeed ZeRO-3 serialization/loading via accelerate launch, while the other fixes EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. They share a subsystem and one file, but not the same underlying bug or mergeable change set.", - "confidence": 0.93, + "summary": "These PRs are related by expert-parallel loading, but they fix different bugs: one preserves distributed config metadata during serialization/loading, while the other prevents expert parameters from being overwritten during post-shard wrapping under FSDP2. They should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more substantial and specific bug fix: it targets the expert parameter overwrite path in distributed loading, with coordinated changes across loading, MoE, tensor-parallel, and trainer code.", + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a concrete runtime corruption path in the model-loading flow, with explicit code changes around sharding/wrapping and expert parameters.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best representative of a concrete EP loading defect because it fixes a clearly described runtime corruption issue, rather than a narrower serialization/launch compatibility tweak.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific EP/FSDP2 overwrite bug in the loading path and includes the most direct code-path correction.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different bugs and code paths: #45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization of distributed_config and has_ep detection, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Shared EP context is not enough to treat them as duplicates." + "reason": "Different underlying failures: #45548 is about serializing distributed_config / exposing has_ep for EP + ZeRO-3 loading, while #45662 fixes experts being overwritten by rank-0 broadcast during FSDP2 post-shard handling. They touch overlapping EP machinery but not the same bug." } ] }, @@ -21074,7 +21036,7 @@ }, { "label": "pull_request", - "component_index": 25, + "component_index": 24, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -21091,7 +21053,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "092746bcfa4ad75a0afb8b1f476443c020cab640bfa16a1f8d92e6ced7eb92b2", + "prepared_review_unit_hash": "2d56df83a7d29e0d3675e780ceb8a6f9c3c62a02c13153d45dff7a11b1e4092c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21113,18 +21075,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision problem in testing logs; PR 45645 appears to be the broader, more complete fix and can subsume 45639.", - "confidence": 0.86, + "summary": "Both PRs address the same xdist collision problem for captured_info artifacts; 45645 appears to extend the same core fix with CI-side log collection changes.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical representative because it fixes the xdist collision in the main code path and also updates CI log collection to handle the new per-worker files.", + "canonical_pr_reason": "45645 is the more complete change set: it includes the worker-safe captured_info file handling in testing_utils/tests and also updates CI to collect multiple captured_info*.txt files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest standalone change: it contains the core testing_utils fix from 45639 plus the workflow changes needed to preserve and aggregate the debug artifacts.", + "best_pr_reason": "45645 is the strongest representative of the cluster because it fixes the underlying artifact collision and the downstream log-consumption path in one place.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs target the same underlying captured_info/xdist collision bug and the narrower fix in 45639 is plausibly part of the broader end-to-end fix in 45645." + "reason": "Same underlying xdist captured_info collision bug; 45645 looks like a broader version of the same fix and could plausibly be merged together with 45639." } ] }, @@ -21137,7 +21099,7 @@ }, { "label": "pull_request", - "component_index": 26, + "component_index": 25, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -21154,7 +21116,7 @@ "soft_pairs": [ "pull_request:45670|pull_request:46320" ], - "prepared_review_unit_hash": "14e34ec4b9f86bba3f7d7eb837e62926dd16c64fb8a0203acf3b459f14e3c1de", + "prepared_review_unit_hash": "0bbd9cd5617a087f15c694ff193eb762bc60110be487d720af172c2b36c0591a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21176,18 +21138,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated PRs: one is a small AutoModel registry tweak for speech/multimodal model classes, while the other adds attention-implementation dispatch and related conversion/docs/test work for RecurrentGemma.", - "confidence": 0.96, + "summary": "These two PRs are unrelated: one is a small AutoModel registry/nit change for GLM ASR/Dia, while the other adds RecurrentGemma attention-dispatch support across model code, conversion, docs, and tests.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46320 is the stronger standalone change: it fixes a concrete model implementation path for RecurrentGemma and includes code, conversion mapping, docs, and tests.", + "canonical_pr_reason": "PR 46320 is the more substantial and self-contained code change, centered on a concrete RecurrentGemma implementation update rather than a minor model registry tweak.", "best_issue_reason": null, - "best_pr_reason": "PR #46320 is the best representative of the cluster because it is the more substantial, self-contained feature/fix. PR #45670 is only a narrow registry adjustment and does not overlap with RecurrentGemma.", + "best_pr_reason": "PR 46320 is the best representative of the cluster because it contains the broader, functional model-path change and associated validation work; PR 45670 is a narrow auto-mapping adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different models and code paths: AutoModel registry entries for GLM ASR/Dia versus RecurrentGemma attention dispatch and conversion logic. They are not the same underlying bug or change." + "reason": "Different models and different purposes: 45670 updates AutoModel mappings for GLM ASR/Dia, while 46320 adds attn_implementation dispatch for RecurrentGemma. They do not fix the same bug or change the same code path." } ] }, @@ -21200,7 +21162,7 @@ }, { "label": "pull_request", - "component_index": 27, + "component_index": 26, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -21217,7 +21179,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "80f66c1b02bc653febae903ac2aa5ec21386dce4489d6e16e0dff95be92a6a6b", + "prepared_review_unit_hash": "457c4514bbf3620f648b9b2a603927a698e6ad7aba69b4f295ad2e1b61af10ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -21239,18 +21201,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/modeling PRs: 45720 updates multiple model forwards for TRF003, while 46259 adds a separate TRF018 rule for do_* preprocessing flags in image/video processors. They share some touched files by subsystem, but not the same underlying change.", - "confidence": 0.98, + "summary": "These are two unrelated modeling/linter PRs that only overlap superficially in repository area. PR #45720 implements TRF003 for tuple-return handling in several model forwards, while PR #46259 adds TRF018 for validating dead do_* flags in image/video processors.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "46259 is the clearer standalone representative: it introduces a new documented rule and applies matching fixes across the affected processors.", + "canonical_pr_reason": "No single canonical PR: the two PRs target different rules and different code paths, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "46259 is the stronger self-contained PR to keep if one representative is needed, because its scope is explicit and internally consistent.", + "best_pr_reason": "Neither PR is a good cluster representative for deduplication because they solve different underlying problems; if forced to pick one, #45720 is the more code-path-specific change, but it should not be treated as a duplicate of #46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different rule targets and code paths: one addresses return_dict/can_return_tuple behavior in model forwards, the other enforces consumption of do_* flags in image/video preprocessors. Shared framework files are not enough to make these duplicates." + "reason": "Different changes: TRF003 updates model forward return behavior across text/audio models, while TRF018 adds a rule about unused do_* preprocessing flags in image/video processors. Shared framework files do not indicate the same underlying bug or mergeable PR." } ] }, @@ -21263,7 +21225,7 @@ }, { "label": "pull_request", - "component_index": 28, + "component_index": 27, "component_count": 32, "review_unit_index": 1, "review_unit_count": 1, @@ -21327,6 +21289,69 @@ "error_kind": null, "error_message": null }, + { + "label": "pull_request", + "component_index": 28, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "d1c70742712534dae0604d31b46191cea192e5bb9cd834b9228554bfd619eaaa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a broad, likely internal testing/Grafana-related change touching CI and several model files, while the other is a small test file edit with intentional failing assertions for migration/testing. They do not appear to fix the same concrete bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the better canonical PR if one must be chosen because it contains the substantive code/config changes and broader implementation scope; PR 46100 is just a narrow test-only change with no sign of the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best representative of the cluster because it is the more substantial change and has clearer code-path impact; PR 46100 is too trivial and unrelated in purpose to serve as the cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs target different work. 45932 changes CI secrets and multiple model/config files, while 46100 only edits a ViT test with deliberate failing assertions. They do not appear to address the same underlying bug or 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": 29, @@ -21349,12 +21374,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "4e1e0eb97f1e29b15900f2b7786220bb5bff90a312b5b34c618d5b652e086619", + "prepared_review_unit_hash": "8383942c95e80f2182f3d155285faf4fcbaf8fe640593a0ec3b380d8a31b543e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21362,7 +21387,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21371,30 +21396,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for adding SDPA dispatch support, but they target different model families and code paths, so they are not duplicates.", - "confidence": 0.92, + "summary": "These PRs are related by the same SDPA-dispatch theme, but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate PR: each change is model-specific (CTRL, T5, or wav2vec2/SeamlessM4T variants) and would not be merged into one concrete fix.", + "canonical_pr_reason": "No single canonical PR: each change is model-specific (CTRL, T5, wav2vec2/SeamlessM4T) and fixes a different attention implementation path.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the broadest and most representative of the shared SDPA-dispatch theme, covering multiple audio/seq2seq models and including corresponding tests, but it is still not a duplicate of the others.", + "best_pr_reason": "46154 is the cleanest representative of the pattern: it is a focused T5 SDPA dispatch implementation with targeted tests, unlike the broader multi-model PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA support, but for different models (CTRL vs T5) with separate modeling files and implementation paths; they are related, not the same underlying change." + "reason": "Same high-level SDPA theme, but CTRL and T5 use different architectures and attention code paths; not the same underlying change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL dispatch support and wav2vec2/SeamlessM4T dispatch support affect different code paths and model families, so they cannot be treated as one PR." + "reason": "CTRL vs wav2vec2/SeamlessM4T are distinct model families with separate dispatch implementations; not mergeable into one fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a distinct model-specific implementation from the audio/seq2seq models in 46196; shared theme is not enough for duplication." + "reason": "Both add SDPA dispatch, but for different models and different concrete paths; they are related work, not duplicates." } ] }, @@ -21424,12 +21449,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8210f80d3ed4719adfa8d5ecade01249467b072f6bf5fbdef18468b57042b030", + "prepared_review_unit_hash": "4dcee48d5b99e151fdfd8806bbd77880d0bab31b89802084c7f087fb947b2b52", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21437,7 +21462,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21446,18 +21471,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs share distributed-module filenames, but they target different scopes: one is a focused EP/Trainer integration, the other is a broad distributed branch base with many unrelated distributed and CI changes. They are not duplicates.", - "confidence": 0.94, + "summary": "Two open PRs overlap in distributed code, but they are not the same change set: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base touching many subsystems. The shared files alone are not enough to treat them as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46269 is the broader umbrella change and a better cluster anchor; the overlap with #46126 is mostly from shared distributed files rather than the same concrete fix.", + "canonical_pr_reason": "#46126 is the more concrete, narrowly scoped change: it targets EP routing plus Trainer integration and has a clear feature intent.", "best_issue_reason": null, - "best_pr_reason": "PR #46269 is the best representative of the cluster because it spans the wider distributed foundation work; #46126 is a narrower feature PR built on top of that area.", + "best_pr_reason": "#46126 is the best representative of the cluster because it has a specific end-user feature scope, whereas #46269 is an umbrella distributed base PR rather than a single concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here. #46126 is specifically about EP + Trainer integration and RouterParallel behavior, while #46269 is a large distributed branch base touching FSDP, CI, generation, and multiple integration files. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Reject: the PRs overlap in distributed modules, but #46126 is a targeted EP/Trainer integration change and #46269 is a much broader distributed-base umbrella PR. They do not appear to fix the same concrete code-path problem and would not plausibly merge into one PR." } ] }, @@ -21487,7 +21512,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "30dd0d8cd6a698b255d2a58e4666b1080350416cb972175d3905977deee966c5", + "prepared_review_unit_hash": "d9cd07de62e923d00034a376afa8e750edd6fa0738b87e91c2879fb9d6faa5bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -21509,18 +21534,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is only loosely related by a shared theme of replacing file-open source inspection, but the PRs fix different code paths in different modules and are not duplicates.", - "confidence": 0.94, + "summary": "The two PRs share a high-level theme of replacing direct file-open source inspection, but they address different code paths and different bugs: one in import utilities/resource resolution, the other in attention-implementation detection. They should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the more self-contained representative of the cluster: it updates _can_set_attn_implementation in modeling_utils and includes a test, with a clear concrete behavioral change.", + "canonical_pr_reason": "PR #46207 is the cleaner representative: it targets one concrete heuristic in `modeling_utils.py`, includes tests, and has a narrowly defined behavior change.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone PR in this cluster because it has a focused code-path fix plus test coverage, whereas PR #46152 is a separate import_utils refactor with a different purpose.", + "best_pr_reason": "PR #46207 is the best representative for the cluster because it is specific, self-contained, and has the clearest user-visible behavior and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both touch source-reading heuristics, but they modify different modules and different behaviors: one avoids open() for self-source access in import_utils, the other changes attention-implementation detection in modeling_utils. They are not the same underlying bug or mergeable into one PR." + "reason": "Same broad motif (avoid `open()` on source files), but they modify different subsystems and solve different problems; they would not plausibly be merged into one PR." } ] }, @@ -21555,12 +21580,12 @@ "pull_request:46362|pull_request:46368", "pull_request:46362|pull_request:46366" ], - "prepared_review_unit_hash": "72371583df6acd6ce04731525dc9c48b82f5272d56c0be50af74f1290eb0bd37", + "prepared_review_unit_hash": "9e36a3d27efe80e57c4b448578a09ee7f4d60914cfeec372135f3de1c22dbde5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 8225, + "serialized_chars": 8226, "estimated_input_tokens": 2057, "estimated_eval_tokens": 4370 }, @@ -21568,7 +21593,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 8225, + "serialized_chars": 8226, "estimated_input_tokens": 2057, "estimated_eval_tokens": 4370 }, @@ -21577,36 +21602,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-test maintenance PRs. Two of them only look similar because they both skip a `quant_cache` test, but they target different models and different incompatibilities, so they should not be deduplicated. The DeepSeek XPU backend change is also unrelated to the skip-only PRs.", - "confidence": 0.87, + "summary": "These PRs only share superficial test-maintenance similarity. They touch different model test files and fix different concrete problems; none are true duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46362 is the cleanest representative: it makes a narrowly scoped DeepSeek V4 test skip with a clear incompatibility rationale. The others are either a different model, a backend portability tweak, or a broader test-environment adjustment.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46362 is the best single representative of the cluster because it is the most self-contained, explicitly explained test skip. It is not a duplicate of the others, but it is the closest fit as a canonical example of the cluster's maintenance-style changes.", + "best_pr_reason": "46362 is the most self-contained and concrete fix in the set, and it is the closest match to the only overlapping theme (a model-specific quant-cache test skip).", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Both touch model test scaffolding, but they are for different models and different fixes: Cohere2 MoE adjusts test parameters for accelerate/offload behavior, while NemotronH skips an incompatible quant-cache test. Not the same underlying change." + "reason": "Different models and different fixes: Cohere2 MoE test threshold tuning versus NemotronH quant-cache test skipping." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Different models and different problems. 46337 changes Cohere2 MoE test configuration to avoid invalid cases; 46362 skips a DeepSeek V4 quant-cache test due to cache incompatibility." + "reason": "Unrelated changes: Cohere2 MoE accelerate/test-setup adjustments versus DeepSeek V4 skipping a quant-cache test." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Superficially similar because both skip `test_generate_with_quant_cache`, but they apply to different model families with different cache implementations. They are not the same concrete bug/change and would not be merged as one PR." + "reason": "Both skip quant-cache tests, but they are model-specific incompatibilities in different architectures, not the same underlying bug or mergeable change." }, { "left": "pull_request:46362", "right": "pull_request:46366", "accept": false, - "reason": "DeepSeek V4 quant-cache skipping is unrelated to DeepSeek V4 distributed-worker XPU support. One is a test skip for cache incompatibility; the other is backend selection/error handling for distributed execution." + "reason": "Same file, but different concrete fixes: one skips a test, the other changes distributed worker backend selection for CUDA/XPU." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 5d7e507f30a4d00dbb276f5e3c8d6d5c3429ec5a..9e134508955bd204b78509f7351db76155d658dd 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260603t120101z", + "analysis_id": "hybrid-model-20260603t180028z", "archived_artifacts": { - "hybrid": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260603T120101Z/analysis-runs/hybrid-model-20260603t120101z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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a/snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..4e7cad1621bd890116a92a6380d8ff861b332487 --- /dev/null +++ b/snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,21646 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260603T180028Z", + "generated_at": "2026-06-03T18:43:18Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:43901|issue:44512", + "issue:45237|issue:45901" + ], + "prepared_review_unit_hash": "68d47e4436ea24818a6f29af9bf7c9d0ed64ee887781089e9c9e3e4f613d8b9d", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 67, + "serialized_chars": 47832, + "estimated_input_tokens": 11958, + "estimated_eval_tokens": 24172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated bug reports, with one clear duplicate pair around DeepSpeed ZeRO-3 loading failures for BERT models. No PRs were present.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43638 is the cleanest representative of the ZeRO-3/BERT loading failure and has the strongest true-duplicate partner (issue:43596) with the same concrete out-of-bounds index0 error path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43638 best anchors the only obvious duplicate set in this group and is specific enough to represent the shared bug without overgeneralizing to other ZeRO-3 issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions inference issue." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention GPU/runtime problems, but they are different code paths: AMD GPU failure vs MPS histogram op unsupported for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs AMD GPU runtime incompatibility." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device related broadly, but the concrete failures and model paths differ." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different issue types: AMD GPU inference failure vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Distinct models and errors; NVFP4 runtime failure is not the same as AMD GPU incompatibility." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Completely different subsystems: DeepSpeed collective mismatch vs ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated model/export bugs; no shared concrete code path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 auto device mapping assert are unrelated failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "One is a task crash, the other is outdated RAG documentation; not the same bug/change." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs, but they cover different removed topics (pipeline tasks vs run command)." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: ModernBERT ONNX export vs GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRl SFT embedding unpacking failure is unrelated to resume-training with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch during indexing is not the same bug as Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different errors and code paths; one is ZeRO-3/BERT initialization, the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "No substantive overlap: ZeRO-3 BERT init error vs model resume/trust_remote_code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor/indexing failures, but one is specifically ZeRO-3 BERT model init and the other is a mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and failure modes: generic mask shape mismatch vs Qwen3.5 video chat-template token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime failures; no shared underlying bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video apply_chat_template StopIteration is unrelated to training resume with local model and remote code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BERT init failure and training-resume issue are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to resume-training behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but one is collective mismatch in Jamba-v01 while the other is BERT ZeRO-3 init/indexing." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/BERT loading bug with the same out-of-bounds index0 failure signature; these look like true duplicates." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy call and GPT-OSS TP-only issue are different failures." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different model-specific tokenization/save-load issue vs LoRA merge/save consistency problem." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to LoRA merge/save inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as a mask shape indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed-related errors: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name, but different concrete bugs: CPU offload incompatibility vs uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init bug and GPT-OSS tensor-parallel bug are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to CustomTrainer compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and code paths; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 preprocessor vs invalid method call in GraniteMoEHybrid are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Gemma/Qwen multimodal paths, but one is reverse embedding lookup and the other is video feature/token mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 forward is different from the expensive reverse embedding lookup bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing tensor recompute issue is unrelated to Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch/transformers compatibility issue is unrelated to Qwen-3 NVFP4 runtime errors." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; no shared concrete code path." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to MPS histogram support failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 SFT unpacking error is unrelated to GPT-OSS TP-only failure." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS Int histogram error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different bug signatures and different model paths." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy routing issue is unrelated to Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3-related, but Gemma3 loading index error and BERT zero3 init failure are different concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed APIs and commands." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal issues: dtype mismatch vs video template StopIteration." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to USE_DISTRIBUTED=0 compatibility." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen3.5 video token/feature mismatch are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and removed run-command docs are separate documentation issues." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU support bug is unrelated to outdated RAG examples." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it conservatively identifies one clear duplicate pair (issue:43596 and issue:43638) and describes the rest of the cluster as heterogeneous without overreaching. The soft-edge verdicts are appropriately cautious, and the note that there were no PRs is consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 2, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:45020|issue:46304", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "e8d82e56b221099ee5e70eb7947decd8811f8209cb302544cd0ea0892dae9aa9", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39565, + "estimated_input_tokens": 9892, + "estimated_eval_tokens": 20040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated model/regression reports across different subsystems. I only see two likely true duplicates: the broad AutoTokenizer token-ID regression pair and the Qwen3.5 video-input regression pair.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest canonical report here: it describes the v5 AutoTokenizer token-ID regression across multiple model families, so it best serves as the umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest single issue to keep as the representative umbrella for the tokenizer-regression subset of this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: Voxtral processor load failure vs Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated subsystems: Liger-kernel cross_entropy call vs Qwen3.5 video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization bug vs documentation/example cleanup; not the same change." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer token-ID regression reported on different model families; 45920 is the broader umbrella." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs outdated RAG examples; unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but the reported root causes are different (corrupted Ovis2 checkpoint vs NemotronH loading support)." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage vs USE_DISTRIBUTED=0/PyTorch support regression; different compatibility problems." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch vs PyTorch distributed-off compatibility; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "init_empty_weights TypeError vs documentation issue; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but Gemma3/vLLM config attr failure and Qwen3-MoE behavior are different bugs." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash loading failure vs Ovis2 checkpoint corruption; not the same underlying issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different zero-3 failures: mask/tensor shape mismatch vs index-out-of-bounds during Bert loading." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model runtime failure vs table-question-answering task crash; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility vs a pydantic PretrainedConfig regression; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/Bert index error vs torch 2.4.1 and transformers 5.8 incompatibility; different problems." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug vs table-QA crash; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure vs pydantic model regression; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures and stacks: chat crash vs streaming chat/completions API failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "init_empty_weights TypeError vs table-QA crash; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM issue vs Gemma4 PLE device mismatch; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weights bug in Mistral3 vs corrupted Ovis2 checkpoint loading; unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure vs MPS histogram_mps unsupported-for-Int error; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure vs MPS histogram error; different subsystems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing error vs autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor load failure vs non-template-node compile error; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error vs Gemma3 sliding_window_pattern/vLLM issue; unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are zero-3-related IndexErrors, but the exact failures and model contexts differ." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure vs GGUF gpt-oss support request; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig regression; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM regression vs tied-weights translation-model issue; different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError vs Qwen3.5 embedding unpacking with trl SFT trainer; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure vs GPT-OSS TP-only issue; different problems." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi MoE autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError vs pydantic PretrainedConfig field regression; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support vs Qwen3.5 streaming inference failure; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs pydantic PretrainedConfig regression; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video token mismatch; different model paths." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage vs torch 2.4.1/transformers 5.8 incompatibility; different compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen VL video-input regression where video features and video tokens mismatch in v5.3.0." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch IndexError vs zero-3 Bert out-of-bounds IndexError; different failure modes and fixes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are supported by the packet, the umbrella choice of issue:45920 is reasonable, and the remaining rejections do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 3, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "f8086dc5f2b95424f9298be277b65ba578f44dad2687b46fc22de50d7042ec4b", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37143, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed Transformers-v5 bug cluster. The only strong duplicate chain is the non-persistent buffer corruption regression; most other pairs are related only at a broad subsystem/model level and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "43950 is the clearest umbrella report: it describes the non-persistent-buffer corruption regression directly and has the strongest duplicate-style overlap with nearby reports about junk-filled buffers.", + "canonical_pr_reason": null, + "best_issue_reason": "Best representative for triage because it anchors the most convincing duplicate chain and states the underlying failure mode in the most general way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing broken outputs on the same model family; one manifests as poor text embeddings, the other as nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5-related loading behavior, but one is a config-unwrapping issue and the other is uninitialized memory in rotary embeddings; different bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different problems: missing TensorFlow backend handling vs a torch/transformers version incompatibility." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape loading failure and Qwen3.5 embedding unpacking with TRL are unrelated code paths." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and model paths: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures; perplexity regression on GPT-OSS is not the same as a GLM5 model issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-model loading, but one is a local cache-path collision and the other is wrong module restoration after save/load." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: notebook custom-model initialization regression vs flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights regression family: 43404 is a specific Mistral3 manifestation of the broader v5 tied-weight handling problem described in 45005." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different bug class from tied weights." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure in NemotronH is not the same as tied-weight regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/component failures; Qwen3.5 embedding unpacking vs GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation/cosmetic issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different problems: detokenization regression vs an NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures with no clear shared underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical non-persistent-buffer regression reports; both say v5 fills or corrupts register_buffer(..., persistent=False) values with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and quantization failure while the other is a model-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: non-persistent buffers are being populated with junk/corrupted values in Transformers v5." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention dtype problems, but one is autocast mismatch in Phi-tiny-MoE and the other is Qwen3.5 RLHF instability from 3D position_ids/SDPA behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and ZeRO-3 Gemma3 loading IndexError are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage compatibility failures; no shared concrete bug path." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same underlying non-persistent-buffer/materialization problem: uninitialized or junk values after meta/to_empty-style loading." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy load warnings are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both are model/tokenization related in a broad sense, but there is no concrete shared failure mode." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported symptoms differ too much to be confidently the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3.5 rotary-buffer corruption are different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5, but one is flash-attention position_ids handling and the other is CPU-offload compatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different memory/training regressions: LoRA checkpointing ineffectiveness vs int4 CUDA reserved-memory growth." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet, and the accepted soft-edge pairs are stated conservatively enough. The non-persistent-buffer chain is well supported by issue titles and descriptions, and the tied-weights and SigLIP2 pairs are framed as related regressions rather than overclaimed duplicates. No mergeability issues apply here since these are issue pairs, not PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 4, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "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:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45923", + "issue:46315" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45715|issue:46315", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:42947|issue:45923" + ], + "prepared_review_unit_hash": "63986c59a7ba4ffded2a1efba3674e9dacc4aec1fdb9037df5b92165c2cfd262", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37210, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer/doc regressions, model-loading failures, memory/checkpointing issues, and a few model-specific bugs. Only two soft pairs look like true duplicates; the rest are merely same-subsystem or same-release noise.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative of the largest overlapping subgroup here (recent transformers / remote_code loading regressions). The cluster does not collapse into one duplicate bug, so this is an umbrella choice rather than a strict duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best standalone representative of this mixed cluster, but it should not be treated as a sink for the unrelated reports. It captures the most general, recurring regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different problems: SigLIP2 text-embedding quality vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic noisy logging vs a specific model loading failure; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading errors, but for different models and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression vs an AMD GPU runtime compatibility issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is about load-time noise, the other is a concrete model loading failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig output while the other is broader remote_code breakage." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Related training area, but gradient checkpointing ineffective and memory usage are not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and distinct failure signatures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model-specific load error vs a separate GLM5 report." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation vs Gemma4 device-map mismatch; not the same issue." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load regression vs flash-attn fallback gating; same release era, different bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export naming issue vs bitsandbytes constructor regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different Qwen LoRA-related warnings/failures with different underlying causes." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Separate model-loading bugs in different model classes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code breakage is unrelated to Gemma4 forward device placement." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping bug in add-new-model-like is a different code path from remote_code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device mismatch are different execution-path failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion APIs and are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash vs flash-attn fallback checks; distinct failures." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code/model loading regressions vs tokenizer codec handling and warning behavior." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "KeyError loading a specific model vs flash-attn fallback blocking; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug vs non-persistent buffer corruption; different subsystems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: v5 removed pipeline tasks, and both issues complain that docs still reference them." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE loading/deepspeed issue vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying _is_hf_initialized argument incompatibility in newer transformers/init-empty-weights/bitsandbytes loading paths." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different Qwen MoE/fp8 vs bitsandbytes incompatibility bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and an fbank feature-extraction issue are not clearly the same defect." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed training problems: weight conversion vs gradient averaging." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but the models and symptoms differ enough that this is not a clear duplicate." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different runtime errors: loss kwargs mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mixed rather than collapsing it into one bug, and the two accepted soft pairs are well-supported by the issue titles and descriptions. The remaining pair rejections are appropriately cautious and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 5, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44991", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692" + ], + "prepared_review_unit_hash": "a02aadc11414bc46ad72cbd2354f163739e501877a4242327692b6d14c0315b1", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of Transformers 5.x regressions around loading/init plus a few model-specific multimodal bugs. Only a small number of soft edges look like true duplicates; most are just same subsystem or same model family.", + "confidence": 0.68, + "canonical_issue_reason": "43957 is the broadest, most representative issue in the set: a cross-model loading regression tied to Transformers 5+ and meta-device initialization, which matches the dominant theme of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43957 is the best single anchor for the cluster because it has a clear, reproducible failure mode and generalizes across multiple model-loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they concern different architectures and different failure modes; not the same bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different Qwen3.5 attention-path problems: gradient/SDPA collapse versus a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for unrelated models and different symptoms." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-identical IndexError about mask/tensor shape mismatch; same failure signature." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0; 44560 is a model-specific StopIteration symptom." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer error vs a separate model-loading failure for a different model." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems entirely: DeepSpeed training weight shape error versus image-processor void-mask handling." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: Qwen2.5-VL rope indexing versus Qwen3.5-MoE rotary embedding initialization/memory issues." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is FSDP2 training state rebuild and the other is device-map inference mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-MoE issues: architecture support versus sliding-window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched embedding leak and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption versus Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video regression and an MPS histogram dtype limitation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class and meta-device loading failures are different problems." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA failure on Bamba and Qwen3.5 flash-attention position-id misinterpretation are different code paths." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook case is just a narrower presentation." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8/Qwen3MoE failure is a different loading/configuration issue from meta-device model loading." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different failure classes: GGUF architecture support versus missing Float8 storage type." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding and TRL SFT embedding unpacking are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution issue and GGUF gpt-oss support are different topics." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping edge case and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BERT index error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video StopIteration and a generic mask-shape IndexError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR indexing are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model producing wrong/empty outputs across different entry points; likely the same preprocessing/model mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention stricter config validation, but they involve different models and are not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/BERT index error and tokenizer-mapping failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and mmap OOM avoidance on Strix Halo are different concerns." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 family, but 39692 is a documentation-example issue with additional quantization failure; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The anchor choice and cluster summary are grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted pairs all share a plausible common failure signature or clearly related model/regression context, and the rejected pairs avoid overclaiming duplicates across different models or subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 6, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45704", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:44402|issue:44488", + "issue:36010|issue:39404", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "93dae5bf66a1e1d6f57d1ac3f14f4078789a37ed2c12f085c749f3089226bcd0", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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 heterogeneous, but it supports two real duplicate subclusters rather than just one: 43644\u219444534 for the non-persistent buffer junk regression, and 45276\u219445335 for resize_token_embeddings not propagating to downstream embeddings/output heads. The rest are at most theme-level similarities, not the same concrete bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43644 is still the best canonical anchor because it has the clearest direct-duplicate evidence and a well-scoped Transformers 5.0 regression; the resize_token_embeddings pair is a separate duplicate subcluster, not a reason to replace it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue to keep as the cluster representative: specific, clearly scoped, and directly duplicated by issue:44534, while the other accepted pair is a separate but narrower duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: Transformers v5 filling non-persistent buffers with junk / non-deterministic buffer init." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/quantization regressions, but they affect different models and code paths (Qwen3 MoE LoRA vs BitNet packed weights)." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs Qwen3 MoE FineGrainedFP8Config load failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated models and symptoms; GLM5 issue is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 loading of language_model weights and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints for different BERT models, but there is no clear evidence they share the same root cause." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different problems: FP8/Qwen3 MoE vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different bugs; LoRA compatibility regression is not the same as resize_token_embeddings not updating Gemma4 embedding layers." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint resume step math and SGD argument handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: unit-test load issue for GLM-4.7-Flash vs shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer initialization regression vs notebook custom-model initialization breakage; related to v5, but not the same concrete bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they concern different models and likely different causes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a docs/example mismatch and quantization issue while the other is bad outputs in AutoModel/pipeline." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different subsystems and models: Qwen3 MoE loading/offload vs GLM-4.7-Flash test loading." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and different model families." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory usage vs quantization offloading behavior are not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but one is training efficiency and the other is int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different failures; LoRA compatibility vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated issues: GLM5 general issue vs sinq quantized save/load failure." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and code paths: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are model lifecycle/loading problems, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized compatibility." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention-related, but one is a packed-sequence/position_ids crash and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same concrete regression: resize_token_embeddings fails to update downstream embedding/output modules; the model wrappers differ, but the bug pattern is the same." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are different model families with distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Completely unrelated: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 token/embedding leakage across tracks." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are different regressions." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "No substantive overlap beyond both being model-specific issues." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different areas entirely: gradient checkpointing with PEFT LoRA vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve BERT model loading/tokenizer problems, but the reported failures are different and not clearly the same root cause." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage for GenerationMixin and Whisper pipeline return_language are unrelated failures." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory complaints, but one is offloading not working and the other is an int4 reserved-memory/OOM regression." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, and the 43644\u219444534 duplicate looks well supported. However, the summary is a bit too categorical in saying there is \"only one clear duplicate pair\": 45276\u219445335 is a very close resize_token_embeddings regression pair with highly similar symptoms, so the packet does not support dismissing the cluster as having just one duplicate pair with that level of certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 7, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44898", + "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:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45812|issue:46315", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898" + ], + "prepared_review_unit_hash": "701d457aa311fdf66267f43588fbaa60cfc9c086129f902d1d257b6f4958071f", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38047, + "estimated_input_tokens": 9512, + "estimated_eval_tokens": 19280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports across different models and regressions. The only clear duplicate-like family is the resize_token_embeddings bug affecting output/decoder embeddings across Gemma4, generic output_embeddings, and T5Gemma variants.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45292 is the broadest, most generic formulation of the resize_token_embeddings regression, and it cleanly covers the more specific Gemma4 and T5Gemma manifestations.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best cluster representative because it states the core bug succinctly without being over-specialized to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different failures: Gemma4 FSDP shared_kv_states KeyError vs multimodal Qwen config unwrapping in from_config." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths and symptoms: Gemma4 attention state rebuild vs Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leak is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 CUDA reserved-memory growth is a quantization memory regression, not the mmap/OOM-on-Strix-Halo bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are model-loading/quantization issues, but they affect different models and different failure modes (NVFP4 run error vs MXFP4 fallback to bf16)." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP attention-state handling." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression is a separate loading path from disabling mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA checkpointing and the other about eval-mode prohibition." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression; 45276 is a Gemma4-specific manifestation of the broader output_embeddings issue in 45292." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model loading test failure for GLM-4.7-Flash is unrelated to the Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is a serialization bug, not an mmap/OOM memory issue." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN/SDPA fallback problem." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to strict Granite speech config loading." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is about read-only file permissions during save_pretrained; the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less s_aux=None crash is a different attention-path bug from the Gemma4 FSDP KeyError." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model initialization is not the same bug as save/from_pretrained extra_state handling." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "One is a correctness regression in token IDs, the other is a performance regression in convert_tokens_to_ids." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings family of bug; 45335 is the T5Gemma decoder.embed_tokens manifestation of the broader output_embeddings regression." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device loading failures." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is not the same underlying issue as failing to load ScandiBERT." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and not the same concrete dtype-mismatch failure as Phi-tiny-MoE autocast." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different checkpoint-loading bug from NemotronH checkpoint loading." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM regression." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a tokenizer-version behavior change." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a different runtime failure from Gemma4 PLE device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5.0 and custom models, but one is about base_model_prefix loading and the other about notebook-defined model initialization." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention group-type crash is unrelated to the non-template-node compilation TypeError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of issue 38071 does not clearly match the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is a different export path from Perceiver non-default-resolution image classification." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft-edge family, resize_token_embeddings across 45276/45292/45335, is strongly supported by the titles and similarity scores. The other pair rejections are appropriately cautious and do not overclaim duplication from 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": 19, + "review_unit_index": 8, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:44479|issue:44805", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "d11ed3da89adc4c0e34132488fb1daa4ce178baab33ea77df31f044be30ec821", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions, many centered on v5 loading/tokenizer/runtime issues but not the same underlying bug. I would reject every soft edge pair; they are too model-specific or hit different code paths. If one issue must represent the cluster, the broadest concrete regression is the v5 model-loading failure around `base_model_prefix` handling.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43611 is the clearest broad, concrete regression in the set: it describes a Transformers 5.0.0 model-loading breakage that can plausibly represent the common v5 loading theme better than the more specialized reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most representative and actionable issue here because it is a clear, reproducible loading regression with a general API impact, whereas many others are narrower model- or feature-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: video-input regression in Qwen/VL models vs a generic mask-shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "One is an isolated reproduction of another external issue; the other is a mistral_common tokenizer `continue_final_message` bug. No shared code path." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption is unrelated to tokenizer message-finalization behavior." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-compilation errors are unrelated runtime/compiler issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different API/task deprecations and are not the same change." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the Qwen3.5 embedding unpacking failure in TRL SFT training." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a dev-version/model-family regression and the other is a specific weight-shape mismatch; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A bad model/pipeline output quality report does not match a `ModelOutput` key-assignment bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` handling in save/from_pretrained is a different path from `text_config` unwrapping in `from_config`." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf loading breakage are separate loading failures." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT MLM predictions and tokenizer loading failure for a different model are not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to compiled flex_attention compatibility with newer torch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is Mistral regex patching and the other is a different model's tokenizer load failure; different causes and fixes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "General training memory inefficiency vs Strix Halo mmap OOM are different resource problems." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return behavior is unrelated to CamemBERT masked-LM prediction quality." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load `extra_state` handling and a video-input regression are different subsystems." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device placement, but one is XLNet CPU arithmetic and the other is Qwen3.5 MoE CPU-offload compatibility; not the same code path." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup type error is unrelated to the `_is_hf_initialized` regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loading failures with different models and failure mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "`add-new-model-like` mapping logic and flex_attention compilation on torch>=2.9 are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading failures, but they affect different models and appear to stem from different loader paths." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast of `NoneType` and Whisper return_language failure are unrelated bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is a model-loading breakage around `base_model_prefix` and the other is a non-persistent buffer initialization bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity degradation on one model has nothing to do with tokenizer post-processor updates at runtime." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to template-node compilation errors." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict and FineGrainedFP8Config failure are different classes of bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig field loss with `trust_remote_code=True` is unrelated to PagedAttentionCache crashing on `linear_attention` groups." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multi-image iterable-dataset finetuning are different issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to mistral_common tokenizer message handling." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both Whisper-related, but one is `batch_decode` option handling and the other is empty-transcription generation after align_special_tokens; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure is unrelated to non-template node compilation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 9, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178", + "issue:46304", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:44451|issue:44987", + "issue:42175|issue:46178", + "issue:44530|issue:46304", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43089|issue:45987", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "d9f8dadf162dbec14259df27040474039dda4e2c2b43dba6270a9778855869df", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38038, + "estimated_input_tokens": 9510, + "estimated_eval_tokens": 19276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated v5 regressions across loading, init, audio, and generation paths. Only one clear duplicate family shows up strongly: the GGUF/from_pretrained loading failure pair.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43452 is the clearest, broadest loading-path regression in the set (`gguf_file` + `from_pretrained`) and has the strongest duplicate-like match to issue:43482.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best single representative of the only clearly matching duplicate family in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-load regressions; same broad theme, but not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend install metadata vs backend registry error; distinct issues." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated subsystems: Qwen3.5 paged-attention cache vs distributed PyTorch build support." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 init regressions, but one is buffer corruption and the other is generic custom-model initialization." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both audio-related, but one is a feature-extractor arg regression and the other is a low-level fbank helper issue." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading regression in v5; Qwen2.5-GGUF is a concrete instance of the broader bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is not the same bug as a cache length return-type contract issue." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with different symptoms and code paths." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict vs notebook custom-model init regression are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized offload loading failure is unrelated to GGUF loading." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs invalid method call in GraniteMoEHybrid; different defects." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs: hidden-states output vs rope-index scaling." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same general area, but different models and different load failures." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading bug is unrelated to mistral_common continue_final_message handling." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate issue vs MIMI batching/padding-mask mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init regression is not the same concrete bug as non-persistent buffer junk." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Generic custom-model init and buffer junk are related, but not clearly the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight-tying bug vs serialization inconsistency; same theme, different failure mode." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache length type contract are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise issue vs Mistral regex patch crash are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures for different models and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure and template compilation failure are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video-processing ValueError are not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 inference quality issue vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug vs DAC from_latents/STE mismatch are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model load failure vs tokenizer regex patch crash." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export check failure and processor size mismatch are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and convert_tokens_to_ids slowdown are different regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure and Mistral tokenizer regex patch crash are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure vs init_empty_weights argument error are distinct regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Same model family and API, but one is a broad save_pretrained regression and the other is a narrower visual-encoder-key follow-up; not clearly the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank helper issue vs compiled flex_attention failure are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg duplication vs a model-specific tokenizer loading failure are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43452 and issue:43482, is a plausible GGUF/from_pretrained duplicate family based on the titles alone, while the other pairs are appropriately rejected as distinct or not clearly the same bug. The overall characterization of the cluster as mostly unrelated regressions is supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 10, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:43632|issue:44756", + "issue:46209|issue:46326", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:42175|issue:45542", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "b4e0b4cc3f73d767b8875cb5880d0060f2de2adfdb64008cd4f87f6678b329b6", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36698, + "estimated_input_tokens": 9175, + "estimated_eval_tokens": 18606 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports that only share broad subsystem or version-regression themes. None of the soft candidate pairs look like the same underlying bug, so no pair should be merged. The strongest standalone issue is the broad Granite tokenizer regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45812 is the best representative issue: it describes a concrete, silent regression affecting all Granite models, has multiple inbound references, and points to a clear tokenizer-loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is also the best global issue candidate because it is the most broadly impactful and well-scoped user-facing regression in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: HF initialization flag handling vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference on B200 and tokenizer continue_final_message are unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video-temporal logic, but one is a broad video-input regression and the other is a still-image rope/position-id scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8, but one is a model/config failure and the other is a missing storage object type error." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Mistral3 lm_head tying and LoRA vocabulary merge collapse are different defects." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict vs Qwen3 auto device-mapping cuda assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are separate issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but training with multiple images per prompt is not the same as still-image temporal position-id scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading and non-persistent buffer initialization are different transformer v5 regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy loading logs are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag handling is unrelated to non-persistent buffer junk values." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment with None and Gemma4 FSDP2 shared_kv_states rebuilding are different layers of the stack." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup are unrelated failures." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are not the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise and AutoTokenizer ignoring tokenizer.json are different tokenizer/loading issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and mdeberta add_special_tokens behavior are separate tokenizer bugs." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code model loading regressions are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and a missing supports_gradient_checkpointing flag are different problems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different v5 failures." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration and single-label-classification num_labels=1 zero-loss are different training bugs." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token-ID corruption are related only at a high level; the concrete failure modes differ." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length default are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading and Qwen3 MoE memory use are distinct memory-related issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are unrelated model-specific bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are different visual-model issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging, but one is missing TF in the torch extra and the other is tensorboard-only causing backend errors; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer initialization corruption 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": 19, + "review_unit_index": 11, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43296|issue:45800", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "e26d7dc6dc94c598595e7862388d9728ec60dfa07d238150fbd73a2d3c724093", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster, not a true duplicate set: the items span many unrelated model-loading, tokenizer, multimodal, and device-mapping regressions. The strongest common thread is a newer transformers v5 tokenizer/regression subgroup, but most soft pairs are not the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report in the set, covering a transformers v5 tokenizer regression across multiple models rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the cluster\u2019s main recurring theme: a generalized tokenizer regression affecting several models, with broader applicability than the other issue reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and failures: tokenizer loading/error messaging vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading, but one is a Qwen3 device-mapping assert and the other is a Mistral regex patch AttributeError." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights/_is_hf_initialized loading error are distinct bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but they affect different models and different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and video position-id regression are different multimodal bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failure via torch_compilable_check is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling do not share the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage is separate from dtype mismatch issues in inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch qwen2.5-vl position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue and vLLM model loading failure are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 bad outputs and Perceiver resize failures are separate vision-model issues." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a rope-index scaling bug and the other is an OCR long-input index error." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tying lm_head weights and serialization inconsistency are related in theme, but not the same concrete failure." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are distinct model-format problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen2.5-vl rope index scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both mention multimodal/device regressions, but the affected models and failure modes differ." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init argument and strict config loading are different load-time failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark and torch.export failures for other models are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are distinct bugs." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are different compatibility issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are separate bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation cache handling and Qwen3 auto device-map asserts do not match." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS on a specific tokenizer while the other is broad wrong-token-ID behavior across models." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crashes are unrelated to torch.export/exportability." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 cuda assert and Gemma4 PLE device mismatch are different device-placement failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch and DAC.from_latents/STE mismatch are different audio-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": 19, + "review_unit_index": 12, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:46305|issue:46315", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:43881|issue:44991", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991" + ], + "prepared_review_unit_hash": "5aa10f7de0ac0f45c843fe94101e0791bc8a30e91aad6f8c1728481ccfd55523", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37525, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs share broad Transformers/model-loading themes, but they do not look like the same underlying bug or change. I would not deduplicate any of the proposed soft edges. I\u2019d anchor the cluster on the broad offloading/quantization regression (#43873).", + "confidence": 0.84, + "canonical_issue_reason": "#43873 is the broadest and most central regression in this set: it covers offloading/quantization behavior, has strong discussion/inbound-reference activity, and is a plausible umbrella for nearby loading/offload reports better than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the best standalone issue to represent the cluster because it is broad, active, and closer to a cross-cutting runtime regression than the other narrowly scoped model- or tokenizer-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying is a different bug from Bamba-9B-v2 torch.compile/SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning failures." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking and tokenizer conversion slowdown are unrelated regressions." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V-9B loading failure and cjvt/sleng-bert tokenizer loading are separate model-loading issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is not the same as OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and AutoModel text_config unwrapping are different config-loading bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized model loading failure and the other is a broader quantized offloading regression." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask output mismatch is unrelated to Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same bug as PEFT LoRA gradient checkpointing being ineffective." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq save/load breakage are different model-loading failures." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Llava Next segfault are distinct loading/runtime crashes." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different regression reports." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and visual-encoder key serialization are separate save_pretrained issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map crash and Qwen3.5 flash-attention generation bug are not the same failure." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug and Molmo all_tied_weights_keys attribute error do not share the same code path." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on a specific model is unrelated to a generic tokenization-version change." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization OOM and T5 apex RMSNorm memory leak are different memory regressions." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM loading failure and tokenizer loading failure are separate problems." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to 3d_parallel.py failing to run." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer resume/max_steps recalculation are different trainer/runtime bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different Gemma-family bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 visual encoder key serialization are unrelated model-serialization issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer kwarg signature error and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenization-version change are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and tokenizer loading regression are separate config/tokenizer 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": 19, + "review_unit_index": 13, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:46291" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43525|issue:46291", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", + "issue:30064|issue:34634" + ], + "prepared_review_unit_hash": "3eab3acfc8fc2b19a246bbb2aaa302da87bdeb3b206d69235871acc3a54b6f49", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36346, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the suggested soft pairs share broad subsystem themes, but they do not look like the same underlying bug/change. I would reject all soft edges; the closest matches are still different concrete failure modes, models, or code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-style report here because it describes a version-dependent tokenization regression and has the most cross-references, but it still does not subsume the other reports in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the best representative issue for the cluster as a whole, mainly because it is broad and central to the tokenization-regression theme; however, the cluster is too mixed to treat it as a true duplicate anchor for most other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: quantization/offloading behavior vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated bugs: torch.compile/SDPA failure in Bamba vs unpacking packed weights during accelerate loading in BitNet." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend install issue vs kernels dependency/version requirement; not the same code path." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to not being able to run 3d_parallel.py." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit transformers serve, but one is a 'str' .to() crash and the other is a missing _tokenizer attribute; different paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different model-specific issues: torch.compile with SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizing, but they are different models with different preprocessing/model-expectation mismatches." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and task failures; only broad 'tokenizer crash' similarity." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are separate filesystem bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Specific processor.tokenizer/images regression vs a broader tokenization-change report; not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config load failure is unrelated to dequantized model offload with device_map=auto." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and a script execution problem are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels version/revision requirements are different dependency issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different distributed/model-loading problems: CUDA assert on auto device mapping vs TP not working for GPT-OSS MoE." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3_5 cache-state reset are unrelated bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels dependency import failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: Mistral regex patch crash vs Granite token-ID mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx missing are separate config/model issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression affect different config fields." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure and Qwen3VL weight_only load error are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FP8 loading failure is not the same as a segmentation fault while loading Llava Next." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/task failures with no evidence of a shared underlying defect." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor update problem and Granite tokenization regression are distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Qwen3 device-mapping CUDA asserts." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same bug as T5Tokenizer's add_special_tokens conflict." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation and SAM3 text/box behavior are different issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading and progressive generation with embeds/past_key_values are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset failure are different processors and failure modes." + } + ] + }, + "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": 19, + "review_unit_index": 14, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:45406|issue:45464", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:34634|issue:41720", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43782|issue:45381", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050" + ], + "prepared_review_unit_hash": "1e2d560b40a7a2497f7634c1569a3c358a5dbff0bb4d909dd431d04622c17984", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated closed issues across different models/subsystems. Only one soft pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crashes.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the cleanest canonical for the only true duplicate pair: it was opened first and describes the batched-input/padding=False crash in Qwen2_5_VLProcessor.apply_chat_template clearly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best representative issue overall because it is the earliest and most complete report for the one confirmed duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different failures and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both involve model internals, but one is quantization/offload behavior and the other is a T5/apex RMSNorm memory leak; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: Bamba SDPA/torch.compile failure vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are accelerate/loading-related, but they affect different models with different root causes and symptoms." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different processors and failure modes: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache on Qwen3.5 is unrelated to the kernels import/version requirement issue." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific runtime special-token/post-processor sync bug; the other is a broad tokenization regression report." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen3-related bugs: sliding_window handling in MoE models vs config unwrapping for multimodal from_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch CPU-offload bug vs tokenizer mask-token registration bug; not the same underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to the multimodal token counting video-branch undefined-variable bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A documentation typo is unrelated to removed pipeline-task docs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counters not updating is unrelated to generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention classification config, but one is Qwen3.5 config propagation and the other is a cross-model zero-loss regression with num_labels=1." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash in Qwen2_5_VLProcessor.apply_chat_template on batched input when padding=False; same code path and symptom." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading regressions, but they concern different models and are not clearly the same root cause." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Unwrapping text_config for multimodal configs is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token/post-processor runtime update bug is different from DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size interpolation failure and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to config unwrapping for Qwen multimodal models." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings and a regression in saving visual encoder keys are different issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model and PIL backend requiring torchvision are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict and ScandiBERT loading failure are different tokenizer issues with no clear shared root cause." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL video vision_position_ids bug are different multimodal problems." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/example mismatches, but they affect different models and different failure modes." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures with different APIs and symptoms." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading and sinq quantized save/load breakage are unrelated model-loading problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the lone accepted duplicate pair (issue:44514 / issue:44545) is well supported by the identical title and matching failure description. The other soft-edge rejections are appropriately conservative given the different model names, symptoms, and subsystems in the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 15, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294" + ], + "soft_pairs": [ + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:42915|issue:43746", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "f83766eb9d788e8ab4615c8273f0210a13d28093d00c98ab2dba1e46ff785c93", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, quantization/offload, model-loading, and model-specific regression reports. The soft-similarity links are mostly topical rather than true duplicates, so none should be merged as the same underlying bug/change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the strongest cluster anchor by activity and breadth (open, many discussion/inbound refs) and is the most generally framed problem in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue here because it has the highest apparent demand signal and the broadest scope among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different failures: T5/apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Both are Gemma/Nemotron-related model bugs only at a broad theme level; the concrete code paths and symptoms are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special-token handling, but one is runtime post-processor updates while the other is BigBird mask-token registration and decode output." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime behaviors: eval-mode gradient checkpointing guard vs gradient inflation under ZeRO-3." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but one is cache loading failure and the other is a specific mistral regex patch making a network call." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm memory leak and Qwen3_5Moe CPU-offload incompatibility are separate defects." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 auto device-map CUDA assert vs T5/apex norm leak." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model/tokenizer regressions, but one is SigLIP2 inference misbehavior and the other is add-new-model-like mapping logic." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to notebook custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both concern mistral-regex/tokenizer behavior, but one is a crash on backend_tokenizer access and the other is codec handling plus a misleading warning." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation example errors and quantization/offloading are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal video-processing failures for different Qwen models; not the same concrete defect." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and GraniteSpeech PEFT checkpoint loading involve different mechanisms and errors." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer regression and list_repo_files not forwarding revision are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel initialization error versus an audio feature extraction issue." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet accelerate loading are unrelated defects." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like/tokenizer mapping logic do not share the same failure mode." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe and a Gemma3n variable-name collision are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype/compile-related in broad terms, but Bamba SDPA torch.compile failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Custom-model processor/tokenizer regression and Kosmos2.5 OCR long-input index error are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output divergence in v5 are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Both affect model behavior, but torch.compile/SDPA vs DAC latent conversion are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision and inability to load a specific model are different tokenizer/model-loading problems." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "XOR validation messaging across models and single-label classification zero-loss are separate issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering/truncation in the last batch is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crash and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MoE MPS histogram Int support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 16, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43531|issue:43643", + "issue:43716|issue:44008", + "issue:43653|issue:43819", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43540|issue:45381", + "issue:43421|issue:44811", + "issue:41720|issue:44991", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43577|issue:43582", + "issue:44479|issue:45834", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:44805|issue:44936", + "issue:44485|issue:44509" + ], + "prepared_review_unit_hash": "517e864268991e21a241f80c8c7ae57e3744ee2625a4c48423b4987d8c69904e", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35696, + "estimated_input_tokens": 8924, + "estimated_eval_tokens": 18104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the pairwise similarities are driven by shared subsystems or API names, not the same concrete bug. I would not merge any of the soft-edge pairs, and there are no PRs to evaluate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone issue in the set: it describes a clear, broad 5.x regression in `from_pretrained()` buffer handling with direct impact and a well-scoped failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different bugs: SwitchTransformers sparse-layer config vs Smollm3 RoPE layer count." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding window behavior vs AutoConfig missing fields with `trust_remote_code=True`." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different code paths and symptoms: image preprocessor dtype mismatch vs Gemma3n audio variable name collision." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve state/cache semantics, but one is a loading regression and the other is a `get_seq_length()` return-type contract issue." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function name, but distinct concrete bugs: offline model-info call vs missing `backend_tokenizer` attribute." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields from remote config and the other is strict validation rejecting `granite_speech`." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation map processing and trainer loss signature mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and different inference paths." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal video bugs with different failure modes and model families." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token/post-processor update issue is unrelated to Whisper batch decode skipping special tokens." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL `weight_only=True` load failure is separate from Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long-OCR index error are not the same underlying problem." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR input errors are different failure cases." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch and dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression across Qwen models and Kosmos2.5 OCR index error are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task deprecation messaging and SigLIP2 output quality issues do not share the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer evaluate-after-train failure are different code paths." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs still mentioning removed pipeline tasks 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": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 17, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44561", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:45372|issue:46326", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43650|issue:43906", + "issue:43329|issue:45600", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "53336f22552f76ca132f6bec9c5b9255ac7334f152974966ac3770b211bda172", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35137, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "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 keywords but usually describe different bugs, regressions, or model-specific failures rather than the same underlying change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative regression report in the set, centered on recent-version breakage for remote_code models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best umbrella issue here because it is user-facing, high-signal, and broad enough to represent the closest matching compatibility regressions in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/v5 breakage, but 44561 is a specific missing-helper removal while 45020 is a broader compatibility report; not the same concrete bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different code paths: StaticCache return type vs. text_kwargs ignoring return_tensors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a slow-vs-fast tokenizer inconsistency; too vague to be the same defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different failures and models: OmDet-Turbo image size mismatch vs. SwitchTransformers/TimmWrapper dtype issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM predictions and generic tokenization changes are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading during accelerate is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL regressions: weight_only loading error vs. rope index scaling bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message about pipeline support, the other is documentation still referencing pipeline; related fallout, but not the same artifact or bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate mechanisms and failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as an FP8 inference failure on B200." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are distinct tokenizer/processor load failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging backend dependency issue vs. tokenizer regex patch crash; no shared underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common-adjacent loading, but one is an import/dependency break and the other is continue_final_message behavior." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are separate regressions." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss are entirely different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3 warnings, but one is a mistaken tied-weights mapping and the other is a LoRA warning about tie_word_embeddings; not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and RTDetrV2 output differences are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error while loading is not the same as broad remote_code breakage." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different model families and failure modes: label reduction bug vs. MPS attention correctness issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "\u201cADD THE DATA\u201d is not the same as an isolated reproduction issue; no shared bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch variables in multimodal token counting and removed auto-mapping config references are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL-backend torchvision dependency regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 18, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:36010|issue:43645", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:45459|issue:45803", + "issue:43257|issue:43696", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "644db3f35c4d6d77d6abfdb84ebf39f9f021319e7e2316b3c561294536743a67", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate. Most are adjacent subsystem regressions, but they affect different code paths, models, or failure modes. I picked one high-signal issue as the best representative overall.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44387 is a clear, broadly scoped regression report with strong discussion activity and an explicit, reproducible failure mode under int4 quantization in Transformers 5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44387 is the strongest standalone issue here: well-scoped, broadly relevant, and likely to be easy to triage or search against.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different domains: PEFT/local checkpoint loading vs Whisper batch decoding and skip_special_tokens handling." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but for different mechanisms and targets: gguf_file loading vs a specific tokenizer regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures and different triggers: DeepSpeed ZeRO-3 index error vs evaluate-after-train behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated issues: torch.compile/SDPA failure in Bamba vs MXFP4 loading fallback in git-oss-20b." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bug classes: DAC forward mismatch from missing STE vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-counting video branch bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both concern import/model initialization regressions, but they affect different APIs and failure paths." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-loading/generation issues, but one is a GLM-4.7-Flash test loading problem and the other is a flash-attention generation regression for Qwen3.5." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors are not the same as a quantization-loading fallback bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to an image processor/model input size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and a custom trainer loss-signature TypeError are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying causing garbage generation is a different defect than dtype propagation staying float32 in BLIP2." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different code paths and different failure surfaces." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/weight conversion is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model path warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults are unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and missing text_config unwrapping in AutoModelForCausalLM are different config-loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is a specific undefined-variable bug in multimodal token counting while the other is a broader video-input regression across Qwen models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "A token-counting video-branch bug is not the same as batched video processor shape handling." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to GPT-oss-20b perplexity on WikiText-2." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory issues, but one is FSDP CPU RAM efficient loading and the other is a Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate+deepspeed and Qwen3-VL weight-shape mismatch are different load failures." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion regression and Kimi-K2.5 codec/warning regression are distinct tokenizer bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency issues are unrelated to TrainerState input-token accounting." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and a key error loading MobileLLM-125M are different model-loading 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": 19, + "review_unit_index": 19, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45907" + ], + "soft_pairs": [ + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:44849|issue:45701", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:43577|issue:45072", + "issue:43742|issue:44291", + "issue:44987|issue:45907", + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:43257|issue:43756", + "issue:43582|issue:43782", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "dda1b2c4c060e2552790ef72f7a3b240b13a719280b76428e8422c01c4bf7a2a", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports spanning tokenization, vision/video, loading, dtype, and distributed-training bugs. Only one soft pair looks like the same underlying bug: the Qwen video-input regression/position-id problem.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue exists because the set is heterogeneous; if forced, issue 44479 is the best representative of the only clear subcluster since it describes the broad Qwen video regression that also covers 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest standalone representative: it is a broad, user-facing regression report, and it overlaps the only near-duplicate issue in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: empty-weights loading arg mismatch vs torchvision dependency in PIL image processors." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Both are loading-related, but one is FineGrainedFP8/Qwen3Moe and the other is AutoImageProcessor URL handling." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID bug and MXFP4 quantization fallback are separate model/config issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization behavior, but one is a Qwen hidden-states bug and the other is a generic version-dependent tokenization change." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mismatch are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 loading vs CLIPTokenizer max_length misconfiguration." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens BOS/EOS handling and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen runtime failures: auto device-mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP MacOS bus error and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in 5.3.0, centered on wrong video position-id handling." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging omission for TensorFlow is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload dequantization failure and tokenizer max-length bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but the model families and failure modes differ; not the same concrete bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument error and tokenizer loading failure for est-roberta are different issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision model-loading regression are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is Qwen3OmniMoe input processing and the other is Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype, but the affected models and the underlying mismatch differ." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected argument are distinct loading bugs." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model load failure and list_repo_files revision forwarding are different hub-related problems." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure and LayoutLMv3 box-content error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different distributed/quantization issues." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and Smollm3 RoPE-layer mismatch are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon TypeError in warmup and Qwen3VL weight_only loading error are different failures." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: zero probabilities in SigLIP2 vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue and a model loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-device inefficiency and flash_attention crash on sink-less models are separate code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:44479 with issue:45381, is well-supported by the titles and both point to the same Qwen video-input / position-id regression. The other verdicts are phrased cautiously and do not overclaim overlap. The representative-issue rationale is also consistent with the mostly heterogeneous set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 20, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:43906|issue:45381", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45357|issue:45920", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43643|issue:45375", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "c043df886d02f1eddecaf96b0c5ae11cb92fbd783aea6c52c9066d103de42503", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers issues. The only well-grounded duplicate pair in the packet is the v5 tied-weights/lm_head serialization regression. The SigLIP2 pair is only title-level similar and lacks enough body evidence to call it a duplicate, so it should remain a tentative similarity rather than an accepted merge candidate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44466 is the best canonical issue because it describes a concrete, broad v5 tied-weights/lm_head serialization regression and can subsume the more specific translation-model report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the strongest global issue representative: it has the clearest underlying defect, broadest scope among the plausible duplicates, and the best evidence for a real duplicate relationship.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "The titles are similar, but the packet does not show enough issue-body evidence that they share the same root cause; this is better treated as tentative similarity, not a duplicate." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different subsystems and symptoms: Mistral weight tying versus a TrainerState token counter not updating." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state bookkeeping bug versus a custom trainer signature incompatibility; not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image label reduction bug is unrelated to the zero-loss single-label classification issue." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and failures: init_empty_weights argument handling versus loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but they affect different models and different computations; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Too little evidence that the isolated reproduction of #38071 is the same as the Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken special-argument error and Mistral regex patch crash are distinct tokenizer-loading issues." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both are rope/config related, but one is silent config reload loss and the other is a TypeError in rope validation conversion." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failure modes; not the same underlying issue." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor dependency handling is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading failures, but the titles do not indicate the same root cause or code path." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError on MobileLLM loading and missing Float8 storage object are different loading failures." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 checkpoint serialization and AutoTokenizer token-ID regression are different problems." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to loading an AutoImageProcessor from a URL." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and auto_mappings CI breakage are unrelated maintenance issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "General remote-code AutoConfig field loss and a specific Qwen config field being dropped by @strict are not clearly the same defect." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict loading blocking granite_speech are different config-loading issues." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-validation message quality are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are different model-specific regressions." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate-loading/unpacked-weight bug is unrelated to Perceiver non-default-resolution failure." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading crash and trainer.evaluate() after train() are different workflows and failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys during loading and sinq quantization save/load breakage do not look like the same issue." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video position-id computation." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype preservation are unrelated issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights/lm_head serialization regression in v5, with 45005 being a broader manifestation on translation models." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The tied-weights duplicate (44466 \u2194 45005) is well grounded, but the accepted SigLIP2 pair (43493 \u2194 43994) is too strong for the evidence in the packet. We only have title-level similarity and no issue-body evidence showing the same root cause, so it should be treated as a tentative similarity rather than an accepted duplicate. Overall the summary is mostly conservative, but this one soft-edge accept overstates the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 21, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44484", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43906|issue:46202", + "issue:43688|issue:43749", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:30064|issue:33666", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:28282|issue:33357", + "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:28282|issue:35141", + "issue:44484|issue:44704", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44464|issue:44743", + "issue:44514|issue:45290", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45704", + "issue:43531|issue:43742", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43688|issue:45701", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "eff42a47b59f77fcdfc6a2dfb1e144ba900f416b3ee0720ab8ba5fa511e23645", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37083, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers issues, mostly around tokenization/loading regressions but with several unrelated model/trainer/runtime bugs. I do not see any soft pair that confidently describes the same underlying bug or change, so the edges should be rejected.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45701 is the broadest tokenizer-regression report in the set and has the most downstream references, making it the best umbrella representative for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the most general and discussion-heavy issue here, so it is the best single issue to keep as the representative triage target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both involve tokenization/roundtrip behavior, but one is an isolated reproduction of an older issue and the other is a Gemma pipeline-specific failure; not clearly the same root bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: aux-loss normalization in MoE models versus broken FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading paths, but one is gguf-based AutoTokenizer/AutoModel loading and the other is an offline model_info call in a Mistral regex patch." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes and platforms: Gemma processor import error versus Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-missing import error and Trainer NoneType broadcast error are distinct failures." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are different code paths and bugs." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer post-train evaluate failure and Gemma4 PLE device mismatch are separate runtime issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import error and MacOS bus error in CLIP are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they target different model families and different breakages." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token decoding and MLuke task AttributeError are unrelated tokenizer issues." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Import-time PyTorch absence and embedding reinit after resize are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save_pretrained shard-size behavior and AutoProcessor kwargs propagation are different API concerns." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing on FastSpeech2ConformerTokenizer are separate tokenizer-loading problems." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor/tokenizer regression are different symptoms and code paths." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but tensorboard-without-TensorFlow and tensorflow_text backend mapping are distinct issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent-state reset under cache are different generation bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batching/padding=False and the other is assistant tool-call content handling; not clearly one bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Mixed-precision dtype loading for Blip2 and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but BigBird mask registration and mdeberta BOS/EOS omission are different failures." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and MacOS bus error with CLIP are not the same underlying bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in AutoTokenizer and tokenizer loading failure for EMBEDDIA/est-roberta are different breakages." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP loading breakage are separate regression reports." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-specific bugs." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "OLMoE/GPT Oss aux-loss normalization and DeepseekV3MoE divergence are different MoE issues with different causes." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom token IDs after save/load are different tokenizer/config bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but Gemma3 sliding-window all-padding windows and classification-head init/checkpoint NaNs are not the same failure." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "OLMoE/GPT Oss aux-loss normalization is unrelated to the broad tokenization regression theme of 45701." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Qwen3.5 flash-attention generation issues are distinct model/runtime bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and DiaConfig token-ID loss 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": 19, + "review_unit_index": 22, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:43550|issue:44361", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:33666|issue:36010", + "issue:43504|issue:44610", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "640cad28ab32a26c6dc82c8918247d304242d6c84cd568dbfa99632722e3fe90", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose mix of unrelated Transformers bugs/regressions; none of the soft-similarity pairs look like the same underlying defect strongly enough to merge. I\u2019d use a generic loading/regression report as the cluster representative, but not as a duplicate match.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 43504 is the best representative of the cluster\u2019s broadest recurring theme: model-loading/preset breakage from a concrete regression, and it sits near several other soft-similarity loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the clearest general representative among these mostly unrelated bug reports; it is concrete, regression-oriented, and closer to the cluster\u2019s repeated load/config failure pattern than the more niche entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation; different code paths and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "One is a Qwen3 device-map cuda assert, the other is chunked generation mismatch under compiled forward; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba SDPA compile failure and MLukeTokenizer task AttributeError are unrelated subsystems and symptoms." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 regression from removing is_torch_fx_available; different defects." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug for Qwen3.5 is unrelated to FP8 inference failure on B200 hardware." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype handling and flash_attention.py crashing on s_aux=None are separate code paths and distinct bugs." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer NoneType broadcast error and num_input_tokens_seen not updating are different Trainer issues with no shared failure mechanism." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype persistence and an MPS attention correctness issue are not the same underlying problem." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both touch training, but one is a Trainer broadcast TypeError and the other is a Qwen2-VL multi-GPU training question; not duplicates." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied weights depending on device and quantized-model save/load breakage are different save/load bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure in BeitForSemanticSegmentation and BitNet packed-weight unpacking during accelerate loading are separate loading regressions." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading failure and Bamba SDPA torch.compile failure affect different models and different execution paths." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading failure and processor image-size mismatch for OmDet-Turbo are different bugs in different components." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM load key error and AutoImageProcessor-from-URL failure are different loading paths and error classes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and sinq quantization save/load corruption are unrelated defects." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and processor.tokenizer/image-passing regression are different processor bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig losing custom token IDs after save/load are both load-related but not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and failure to load a specific model are too broad to treat as the same concrete defect." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and DiaConfig field loss after save/load are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored with text_kwargs are different API bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference failure on B200 are distinct model/runtime issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are separate Trainer-related problems." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drifting during eval and auxiliary-loss normalization in OLMoE/GPT Oss are different training behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id vs missing pad_token_idx are similar at a naming level, but they reference different configs and likely different fixes." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads after init/checkout are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading with accelerate and MLukeTokenizer task AttributeError are not the same code path." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy and GPTNeoXConfig rotary_pct reload defaulting are both rotary-related, but one is an implementation mismatch and the other is config persistence." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and pipeline translation-task error message regression are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing and a MacOS bus error with a CLIP model are entirely different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc example errors and SigLIP2 implementation mismatch overlap on model name only; one is documentation/example breakage, the other is core numerical behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 23, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:43278|issue:43701", + "issue:44464|issue:45584", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "e28b7974dbe2bd147f1406fa7ce5b70f40313f6192d24ce8df9a674847511067", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36003, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated bugs across different models, tokenizers, configs, training/inference paths, and CI regressions. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", + "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": "Model loading failure for Phi-4-multimodal-instruct vs an unreleased PEFT version bump; unrelated causes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug vs incorrect visual encoder keys on save_pretrained; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mDeBERTa special-token handling vs Granite token ID regression; same broad tokenizer area but different failures." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Qwen3.5 flash-attention generation issue; not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting vs multi-GPU CUDA OOM; distinct Gemma4 issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs DeepSpeed ZeRO-3 gradient growth; different symptoms and root causes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model fails vs unconditional model_info() call breaking offline mode; separate tokenizer/load issues." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluation vs gradient explosion under ZeRO-3; unrelated behavior." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc example errors vs processor.tokenizer / image-to-tokenizer regression; different problems." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings vs CLIP text-model structure change; not the same code-path bug." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs lm_head.weight serialization inconsistency; different failures." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL vs missing pad_token_idx in StableLmConfig; similar theme but not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs Qwen3VL MoE loading in dev; related family, different concrete issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; unrelated models and failures." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "pad_token_id missing in Qwen3-VL vs AutoModelForCausalLM not unwrapping composite multimodal text_config; different configuration bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM vs device mismatch with device_map='auto'; both on Gemma4 but different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error vs flash_attn import KeyError on Python 3.13; unrelated compatibility issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss vs MLukeTokenizer task AttributeError; different model/tokenizer problems." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure vs float8 storage TypeError; no shared underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading issue vs bark-small CPU offload device mismatch; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change on evaluate vs resume_from_checkpoint key mismatch; different regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty transcription after align_special_tokens; unrelated models and paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx issue vs unexpected _is_hf_initialized argument with init_empty_weights; different compatibility bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B vs PEFT version availability; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "janus test failure vs PEFT release-version issue; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field load failure vs BigBirdTokenizer mask-token special-token bug; different components." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs stale GraniteSpeech CI test; same general area but not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline vs position-id key warnings; 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": 19, + "review_unit_index": 24, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:43065|issue:46369", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:45406|issue:46121", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:44521|issue:45290", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:45381|issue:46209", + "issue:43295|issue:43450", + "issue:44554|issue:46365", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "b97f131d992b25019fe157cb83e1ae95e056f03a91fbcc4ef4fa47b31e3625a9", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35792, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks heterogeneous: the soft pairs span unrelated tokenizer, serving, model-loading, training, and backend issues. None of the candidate pairs appears to be the same underlying bug/change, so no soft duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest anchor in this set: it is open, well-scoped, has multiple inbound references, and its multimodal apply_chat_template bug is clearly described.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best standalone issue here because it has the clearest reproduction path and the most evidence of active external impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization/offloading, but one is an offloading behavior report and the other is a save/load failure for a quantized model; different code paths and symptoms." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family (SAM3) but different problems: a dummy Conv2d implementation vs a memory overflow during inference." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention integration crash on s_aux=None; the other is a quantized-model serialization regression. Not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but one is a multimodal model AttributeError and the other is a KV-cache continuation indexing bug; different failure modes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated subsystems and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and a rope-parameter TypeError are separate issues with no shared code path indicated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading regressions are different training/loading bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer consistency problems and a Trainer broadcast TypeError do not describe the same bug." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "An added-token spacing issue is unrelated to TrainerState's num_input_tokens_seen not updating." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation issues are different backend/model bugs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to an AuxRequest PyTorch version check." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation and flash_attn import-key lookup are different import/compile failures." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failing on GeneratorExp is unrelated to SigLIP2 producing unexpected zero probabilities." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaults are separate multimodal issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is incorrect assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and a device_map='auto' PLE device mismatch are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same underlying issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_attention_utils symbol and meta-device model loading breakage are separate loading/import regressions." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/batched padding and return_tensors being ignored are different tokenizer API bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated generation issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "A Gemma4 device placement mismatch and silently ignored return_tensors are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer access regression and batched video processor shape errors are different multimodal bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and importing Trainer failing unless datasets is uninstalled are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo processor output size mismatch are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 25, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44554", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:44987", + "issue:43295|issue:43873", + "issue:43572|issue:43957", + "issue:43950|issue:46285", + "issue:45520|issue:46178", + "issue:44466|issue:45127", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:42490|issue:43493", + "issue:41720|issue:46209", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43526|issue:46192", + "issue:43653|issue:44112", + "issue:45290|issue:46326", + "issue:43975|issue:45520", + "issue:44442|issue:45198" + ], + "prepared_review_unit_hash": "09d431bedc8cf73b2f504e84c9abfb8e170e4c79c18f75a6423353136113d812", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36484, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated tokenizer, model-loading, quantization, vision, and CI regressions. I don\u2019t see any pair that shares the same underlying bug, so no soft merge should be accepted.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the set is too diverse, spanning unrelated bugs like tokenizer spacing, config attribute errors, quantization/offload failures, vision processor shape issues, and CI regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster because there is no shared underlying defect across the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Different problems: SigLIP2 documentation/example errors vs a processor/text_kwargs handling regression." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Unrelated model/runtime bugs: MPS attention correctness vs Kimi-K2.5 tokenizer codec handling." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/configuration, but one is a missing pad_token_idx attribute and the other is a transformers>=5.1 model load failure; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different loading failures: missing pad_token_idx vs meta-device loading breaks some models." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structure changes." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backends issues: flash_attn on Python 3.13 vs tensorflow_text missing from BACKENDS_MAPPING." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both concern serialization/tied weights, but one is device-dependent lm_head.weight saving and the other is LoRA merge collapse after vocab extension; not the same code-path." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols/models and likely different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to gradient blow-up with DeepSpeed ZeRO-3." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver positional encoding failure and RT-DETR memory release issue are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma mm_token_type_ids defaults vs Qwen2.5-VL rope position scaling are unrelated multimodal issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id-related load failures, but for different models/config classes (Qwen3-VL vs Llama4) and likely different fixes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed janus image-generation test is not the same as a stale generate() warning about num_return_sequences." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Qwen2_5_VL import errors." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class is not the same as DeepSeek-Coder detokenization regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-processing bugs, but one is gather_for_metrics dropping tuple elements and the other is BeitImageProcessorFast reduce_labels returning only one label; different code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and JAX/HF implementation discrepancy are related by model family but not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs in different layers: BeitImageProcessorFast label reduction vs return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI-related, but one is BigBirdTokenizer special-token registration and the other is a GraniteSpeech stale device override test." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "apply_chat_template crashing on tool-call assistant messages is a different tokenizer path from continue_final_message behavior." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to flash_attn import-key handling on Python 3.13." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are different tokenizer 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": 19, + "review_unit_index": 26, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:43262", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:44514|issue:44521", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:45290|issue:45381", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090" + ], + "prepared_review_unit_hash": "088934eeaa7e57ebd11286e6ddc051490cc6018c3b3da4258b87fc5680cbab38", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated issues across chat templates, import utilities, vision/audio processors, model loading, and CI/runtime regressions. I don\u2019t see any soft edge that clearly represents the same underlying bug/change, so all candidate links are rejected.", + "confidence": 0.24, + "canonical_issue_reason": "No strong canonical issue: the cluster is too mixed to represent one duplicate bug. If a representative must be chosen, issue 44521 is the broadest open item in the chat_template/multimodal subtheme and has the most incoming references among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative only by breadth and activity: it is open, has multiple inbound references, and centers on a widely used multimodal chat_template path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different processors and different failure modes: audio chat-template sampling-rate default vs batched video shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated problems: SigLIP2 zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different areas and symptoms: composite Qwen multimodal config unwrapping vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime issues, but they concern different missing dependencies and platforms, not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both hit apply_chat_template, but one is a batching crash and the other is assistant_mask generation; too different to be the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and code paths: processor output size mismatch vs AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import_utils availability helpers, but the removed/missing symbols and affected models are different." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: DAC latent reconstruction mismatch vs a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline APIs and behaviors." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: feature extractor argument handling vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/model behavior: DAC latent mismatch vs qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different failures in different models: AMP crash vs auxiliary losses omitted when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing flash-attention helper import, the other is broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different models and issues: Bark CPU-offload device mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are model behavior regressions, but they affect different architectures and code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated: LoRA merge collapse with tied embeddings vs category-count runtime limit." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different functionality: token-type defaults for Gemma4 fine-tuning vs flash_attention sink-less crash." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but one is a base_model_prefix compatibility break and the other is a specific Qwen3-VL shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and root causes: sparse-layer config bug vs tokenizer special-token registration/decode issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different errors: DAC latent mismatch vs unexpected position-id keys across models." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/import issue is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different regressions: Bamba torch.compile/SDPA vs GraniteSpeech stale CI device override." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is an audio feature-extractor regression and the other is a Gemma4 PLE device_map mismatch." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal problems: chat_template tool-call crash vs wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different fixes needed: flash_attention s_aux=None handling vs Qwen3_5Moe rotary embedding CPU-offload compatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Completely different issues: clearer LayoutLMV3 error messaging vs Trainer broadcast TypeError." + } + ] + }, + "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": 19, + "review_unit_index": 27, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43825", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:44360|issue:44561", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:28218|issue:32090", + "issue:44448|issue:44977", + "issue:43746|issue:46209", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:43873|issue:45229", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "e7bc074d6bf585333f51936d6344e662d6d77124027aafbb32e190f2331faa95", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37043, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated issues across different Transformers subsystems. I found one clear duplicate pair: the two Qwen3.5 Moe from_pretrained reports. All other soft matches look like broad thematic similarity rather than the same bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45310 is the better canonical for the Qwen3.5 Moe from_pretrained failure: it is the earlier report with more discussion and the same concrete failure mode as 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest issue to keep overall because it is the clearest exact-duplicate target among the cluster and has the most complete original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: one is a training/evaluate dtype mismatch, the other is a pipeline error-message regression about translation tasks." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import/availability handling, but they are unrelated code paths: tokenizer protobuf error masking vs a missing utility symbol." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different models and failures: SigLIP2 documentation example errors vs BEiTImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: both report transformers>=5.4.0 causing Qwen3.5 Moe from_pretrained loading failures, with matching titles and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Both are model/config helper bugs, but one is SwitchTransformers sparse-layer creation and the other is qwen3_omni_moe feature-length calculation." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "The first is a SigLIP2 docs/model-processing issue; the second is a position-id key warning across many models." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both touch CI/accelerate loading, but one is about unpacking packed weights and the other is a stale GraniteSpeech device override test." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 behavior regressions, but they affect different models and different code paths: Pegasus generation vs DeepSeek tokenization." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse layer construction is unrelated to GraniteSpeech CI device override failures." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different issues: sparse encoder layer creation vs D-FINE auxiliary loss behavior when denoising is disabled." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both concern loading/import behavior, but one is a local-path slash warning and the other is a model-loading failure for GLM-4.7-Flash." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures in different settings: CPU offload device mismatch for bark-small vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Distinct model-loading problems: Llama 3.2 Vision load breakage vs embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "The DSA indexer discussion is unrelated to the v5 removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong token IDs across models is a tokenizer regression; the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "One is unexpected zero probabilities in SigLIP2; the other is unexpected key warnings with position ids." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are numeric-precision issues, but they are different models and code paths: LwDetrImageLoss AMP crash vs dtype mismatches in inference." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different model families and symptoms: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer-added-space issue is not the same as Trainer/_gpu_broadcast_one failing on NoneType." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift between v4 and v5 is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT-adapter local checkpoint loading and FP8 inference on B200 are separate problems with no shared concrete failure mode." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal iterable dataset finetuning failure is unrelated to BEiTImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization after resize are different defects." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to the MacOS bus error with community CLIP loading." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 does not match qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading problems are not the same bug as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig custom token ID persistence and wrong custom-module loading after save_pretrained are different save/load bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "These are unrelated historical issues: German DistilBertModel error vs GeneratorExp unsupported by torch.jit.script." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to the multimodal token-count helper video branch bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different model/runtime failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and stays conservative overall. The only accepted pair, issue:45310 vs issue:45478, is well supported by identical titles plus closely matching Qwen3.5 Moe from_pretrained failure reports, and choosing the earlier issue as canonical is reasonable. The remaining soft matches are appropriately rejected as same-theme but different bug/path cases. No mergeability issues apply here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 28, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46285" + ], + "soft_pairs": [ + "issue:37428|issue:44987", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43278|issue:43381", + "issue:43412|issue:45588", + "issue:43611|issue:46285", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:32090|issue:33290", + "issue:45459|issue:45712", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:44361|issue:45198", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "8909718c591854269f34ca2c53e82d208a8e9095ab7287be00efac0ec8cee389", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose semantic cluster rather than true duplicates: the issues cover unrelated models, tokenizers, quantization, serving, and eval/training regressions. I found no soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43873 is the broadest and most active item in the set (open, 12 discussions, 5 inbound refs) and best fits as the representative issue for the cluster, even though the surrounding issues are largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best global issue candidate because it is the most broadly scoped and most externally referenced item here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: a flash-attention import error vs a model loading failure for physical-intelligence/fast." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation regression and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import/dependency failure is not the same as the flash-attention s_aux=None crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Both involve eval-mode behavior, but one is a dtype change and the other is gradient checkpointing support." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures for Gemma3n are unrelated to the flash_attention.py AttributeError." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model-loading structure, but one is a base_model_prefix regression and the other is a CLIP class layout inconsistency." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 device-map mismatch are different forward-path bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "They both mention Gemma4, but one is a missing import from mistral_common and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "A generation output regression and a tied-weights serialization inconsistency are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same as Fuyu's bare except swallowing errors." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and stale warning emission are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen recurrent-state reset are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Loading break with base_model_prefix and rope-validation TypeError are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "A LasrFeatureExtractor argument crash and a Qwen video-input regression are different model/input bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and deepspeed Adafactor OOM are not the same underlying issue." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are separate maintenance bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path slash warning and quantization/offloading malfunction are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma3 EOS-token config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in SAM3 and SigLIP2 nonsense outputs are different issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete root cause." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a config/runtime failure for Qwen3Moe and the other is a quantized-model saving 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": 19, + "review_unit_index": 29, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44625", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46369" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:29127|issue:35141", + "issue:43526|issue:44186", + "issue:44625|issue:45584", + "issue:43761|issue:45859", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:44464|issue:45491", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "8635b74dfce5ec0df88243042b3ce66050c1a1dd3b4e0a21fc9c70c667ea089b", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose issue cluster of mostly unrelated Transformers regressions and model-specific bugs. None of the soft edges look like true duplicates; the closest subtheme is tokenizer/loading behavior, with issue 44462 as the best representative.", + "confidence": 0.71, + "canonical_issue_reason": "No strong duplicate cluster emerges. issue:44462 is the cleanest, most broadly applicable loader regression in the set (AutoTokenizer ignoring tokenizer.json), so it is the best issue representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is user-visible, reproducible, and broader than the model-specific edge cases here, making it the most suitable standalone issue to keep as the representative of the cluster's closest theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated failures: Flash Attention tests vs image processor handling of void segmentation maps." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/processor loading problems with different causes: missing ReasoningEffort import vs protobuf error masking." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different bug classes: dtype change in eval vs tensor-parallel load OOM." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizer loading, but one is decoder-type regression and the other is AutoTokenizer source selection; not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is cleanup on deletion and the other is overflow during model use; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different model/runtime issues: nonsensical outputs vs memory release on deletion." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to save_pretrained/tokenization failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different divergence symptoms; not mergeable as one fix." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor update bug is unrelated to NaN embeddings in mixed-length GPU batching." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration bug is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a missing model class is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Failing Flash Attention tests and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and models: SigLIP2 bad outputs vs sam3-litetext memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "ImageProcessor label reduction and LayoutLMv2 tokenizer crashes are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation failures." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload compatibility." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch do not share a concrete code path." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL shape mismatch are different model-loading bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to gradient checkpointing eval-mode behavior." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is tp loading and the other is int4 reserved-memory growth; too different to merge." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the categories > 2^24 runtime limit." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label-array reduction bug and float16 AMP crash are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to mixed-length NaN embeddings." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Default 16kHz sample-rate handling is unrelated to the unsupported center argument crash." + } + ] + }, + "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": 19, + "review_unit_index": 30, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:33290|issue:34567", + "issue:44062|issue:45907", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:42175|issue:46234", + "issue:43232|issue:43388", + "issue:43720|issue:44442", + "issue:43761|issue:44188", + "issue:43931|issue:45216", + "issue:34689|issue:36010", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:33290|issue:36331", + "issue:44987|issue:46178", + "issue:44479|issue:45290", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43873|issue:44871", + "issue:43749|issue:43931" + ], + "prepared_review_unit_hash": "3c56b08f1e14adeed3d53a9bedd52ed194b7f7757fc6a6bd6f71b3629a787d6b", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36305, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly mixes unrelated Transformers regressions across loading, generation, tokenization, and model-output behavior. None of the soft pairs look like the same underlying bug/change closely enough to merge or dedupe.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45698 is the best representative anchor: it is an active, broad from_pretrained/save_pretrained custom-module loading regression with clear user impact and good centrality among the loading-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone issue in the set because it is open, specific, actionable, and closest to the common loading/saving regression theme that appears repeatedly in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: recurrent-state reset in modular Qwen vs Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "One is tokenizer/model loading via gguf, the other is a flash_attention crash on s_aux=None; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Broad v5 custom model init regression vs patchtsmixer post_init policy change; related area but not one concrete defect." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer memory issue and TrainerState token counter bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication vs list_repo_files not forwarding revision are separate APIs and failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during training is not the same as output embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and quantization offloading are different subsystems and failure modes." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image classification with interpolate_pos_encoding are not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are distinct issues." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss sequence classification are unrelated bug classes." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path slash warning is unrelated to recurrent-state reset with cache." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Llama4Config pad_token_id missing are different config-model mismatches." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve model loading, but they are different concrete regressions: Llama 3.2 Vision loading vs base_model_prefix handling." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow backend in extras install is not the same as a missing import_utils helper symbol." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and last-batch label truncation are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression are separate model-loading/saving bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama model loading breakage is not the same as the GenerationMixin import error." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init allowance in patchtsmixer and video-input regression in Qwen VL models are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and CustomTrainer.compute_loss signature mismatch are unrelated training bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading physical-intelligence/fast on v5.1.0 and tensorflow_text backend mapping are different installation/loading problems." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models and chat-template crashes on tool-call assistant messages are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and FuyuBatchFeature bare-except error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and wrong custom-module loading after save_pretrained are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma eos_token_id inconsistency are distinct issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are different loading 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": 19, + "review_unit_index": 31, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:45803|issue:46365", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43065|issue:44617", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44610|issue:46369", + "issue:43295|issue:44871", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:44077|issue:44534", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:43388|issue:43688", + "issue:43761|issue:44479", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "81725582b4d17bbe39a2aef7c9546fad89a63623ed9ab7b6b33b32acc9c7cda2", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35892, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is dominated by unrelated transformer bugs and regressions with only superficial topical overlap. None of the soft pairs look like the same concrete bug or change, so all pair candidates are rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:41950 is the strongest standalone bug report here: it is open, has active discussion and inbound references, and describes a concrete, reproducible pipeline regression. It is the best canonical anchor among these items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41950 is the most suitable global issue anchor because it is specific, current, and has the most external signal among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config round-trip problems, but one is about trust_remote_code loading and missing fields while the other is a GPTNeoX rotary_pct reload regression; different code paths and failures." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal/text_config API handling, but one is a Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen 3.5/3.6; not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Completely different failures: local dataset loading in an example script versus an unrecognized model/config error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated issues: Python 3.13 torch.jit parsing/IndentationError versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap: a placeholder issue title versus a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different subsystems and symptoms: exception handling in Fuyu batch conversion versus Trainer import failure caused by datasets." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different areas entirely: pipeline top_k output shape versus missing PyTorch dependency for AutoModel." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regressions in v5-era processor/pipeline behavior, but they affect different APIs and different failures; not one concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: a script execution failure versus loading a large Qwen model with tensor-parallel OOM." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA failure in Bamba versus checkpoint key mismatch on resume." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same model family name, but one is a dummy Conv2d concern in Sam3PixelDecoder and the other is a CUDA OOM in Sam3Video; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "No shared underlying issue: CPU offload device mismatch versus resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "A tensor-parallel OOM and a key error while loading MobileLLM are distinct failures." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Completely unrelated: model_max_length behavior versus missing transformers.onnx module." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal processing bugs, but one is a video-input ValueError in Qwen3OmniMoe and the other is batched apply_chat_template padding behavior in Qwen2_5_VL; different code paths." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different model-specific problems: Gemma3TextConfig API inconsistency versus Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and defects: Gemma eos_token_id mismatch versus Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Unrelated issues: OmDet-Turbo image-size mismatch versus SAM3 LiteText memory overflow." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both involve processor/model config regressions, but the concrete bugs are different and not mergeable as one fix." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different scope: ESM2 model breakage versus a janus test failure." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about optional post_init being disallowed for patchtsmixer; the other is about non-persistent buffers being filled with junk. Different issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Related model family, but one is lm_head weight tying and the other is FlashAttention failure; distinct concrete bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different concerns: Fuyu exception swallowing versus Windows/ROCm import dependency issues." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "No direct relation: Gemma token ID inconsistency versus quantized model save/load breakage." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both touch training/metrics behavior, but one is gather_for_metrics label truncation and the other is auxiliary-loss normalization; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: CLIPVisionModel hidden_states handling versus Qwen video input regression." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different SAM/video-related failures: pipeline processor selection versus missing fpn_position_embeddings on a vision encoder output." + } + ] + }, + "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": 19, + "review_unit_index": 32, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46178", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:32090|issue:35141", + "issue:43572|issue:46178", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:43525|issue:43531", + "issue:45563|issue:45584", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:44464|issue:45563", + "issue:35141|issue:42490", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:44617|issue:46369", + "issue:41720|issue:45245", + "issue:44521|issue:45381", + "issue:43065|issue:44610" + ], + "prepared_review_unit_hash": "af901f971abb35a457eb89802116dd18f3eb26c6bd1d969d65fb903756acedb6", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35645, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of Transformers issues around v5 regressions, loading/configuration edge cases, and model-specific bugs. I don\u2019t see any true duplicate pairs among the soft edges; the titles point to different code paths, models, or failure modes.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set: \"Transformers 5.0.0 breaks custom model initialization.\" It best captures the cluster\u2019s general v5 regression theme, even though the cluster itself is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative issue because it is high-level and spans the widest portion of the shared theme (v5 initialization/loading regressions) without being tied to one narrow model or API surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 initialization regression vs a GPTNeoXConfig reload defaulting bug; different failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading path breakage in tokenizer/model loaders vs generic unrecognized model_type/config loading failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab collapse vs Gemma 4 token-type defaulting for text-only fine-tuning; unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill vs recurrent states resetting in modular_qwen3_5 with seq_len>1; different internals." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs embedding reinitialization after resize; not the same underlying defect." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs backend registry missing tensorflow_text; unrelated configuration/import issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video memory/OOM issue vs Whisper empty transcription failure after align_special_tokens; different models and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field breaking Beit semantic segmentation model preset loading vs custom module selection after save/load; different loaders." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve vs Gemma4Processor missing _tokenizer in serve; different crashes." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend detection issue from tensorboard-only install vs missing is_falcon_mamba_ssm_available helper; unrelated import-utils bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs Qwen3-MoE sliding_window behavior; not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning cleanup vs Whisper alignment failure on empty transcription; different generation paths." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation bug; different models/code paths." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs load-balancing loss omission when router logits are off; unrelated behavior." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs Sam3-LiteText memory overflow; not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch on load vs incorrect tied-weights warning in Qwen3-Next; different model-loading problems." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers filled with junk vs GPTNeoX rotary_pct reload defaulting; separate v5 regressions." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure vs stale auto_mappings references to removed Sam3LiteText configs; unrelated issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script vs loading a specific multimodal model with latest transformers; different scopes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs stale num_return_sequences warning; not the same bug." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit after resize vs trailing-slash local model import warning; distinct loading/initialization concerns." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline() vs SigLIP2 model producing nonsensical outputs with AutoModel/pipeline; documentation vs model behavior." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression across several models vs serve KV-cache continuation indexing crash; separate regressions." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/parsing failure in DebertaV2Model vs flash_attention sink-less-model AttributeError; different subsystems." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Sam3Video CUDA OOM vs Sam3-LiteText memory overflow; same family but different models and failure characteristics, not clearly one bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 vs category-count limit RuntimeError; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates vs incorrect video vision_position_ids; both multimodal, but different defects." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor producing the wrong image size; different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 33, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43335|issue:44855", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:46082|issue:46121", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43650|issue:44220", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "284c11e41b56ba24e96147214f1433afe6dad03398c37a92a3f5964babf41233", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a heterogeneous mix of unrelated Transformers bugs, with a few loose subthemes around import/export regressions, config loading, and model-specific runtime failures. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41628 is the clearest broad representative of the import/export regression subset: it is a user-facing import failure in the top-level Transformers API, with a concise title and likely high impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the best issue to anchor this cluster because it is explicit, well-scoped, and more representative than the narrower model-specific import errors nearby.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Both are model-related failures, but one is an image_utils import error and the other is a Qwen3.5 chat crash; different code paths and fixes." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is about corrupted non-persistent buffers in 5.0.0, the other is GPTNeoXConfig losing rotary_pct on reload; distinct serialization/config bugs." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "These are separate Python-version compatibility problems with different symptoms and root causes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA on Bamba-9B-v2 and local dataset loading in an image-classification example are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A cache-path collision for trust_remote_code is unrelated to a missing import-utils helper function." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config behavior, but one is patchtsmixer post_init validation and the other is granite_speech config strictness; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a DebertaV2Model import parse error are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "These are both Qwen-related, but one is LoRA/vocab weight collapse and the other is incorrect visual encoder keys on save_pretrained; different defects." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and transformers serve KV-cache continuation indexing are different code paths." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repo-access behaviors." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement and FuyuBatchFeature exception handling are separate bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI, but they come from different stale references in different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config construction and a local dataset loading script issue do not share an underlying cause." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "A multi-label classification example bug and a local dataset loading bug are separate example-script failures." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-params dict conversion with JSON-loaded lists are different config-validation issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to pip extras are unrelated compatibility/dependency issues." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resizing and Whisper empty-transcription generation failure are different model behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "A regression in processor/tokenizer access is unrelated to Gemma4 resize_token_embeddings not propagating." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and modules, so they likely need separate fixes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 checkpoint save_pretrained correctness are different model-specific regressions." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is not the same as a feature-extraction bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access are related to importing, but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install and a generic dependency issue are not the same underlying problem." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding failure and transformers serve KV-cache indexing are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two different missing imports from different modules; same broad symptom, but not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and an incorrect PyTorch version check for AuxRequest are separate flex_attention 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": 19, + "review_unit_index": 34, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:38175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45103", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46123", + "issue:46209", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:43479|issue:45375", + "issue:43643|issue:44496", + "issue:38175|issue:43065", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44016|issue:44220", + "issue:44112|issue:44964", + "issue:46123|issue:46369", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:43295|issue:45335", + "issue:45372|issue:46234", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:43577|issue:45216" + ], + "prepared_review_unit_hash": "64e8522151837e8148b73b2dc2457f1ab5fbf2354463d3a2cddb959bc1fabbba", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37074, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated model-loading, config, generation, attention, notebook, CI, and docs issues. 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Most pairs share only a subsystem keyword (deepspeed, Qwen, apply_chat_template, config loading, etc.) but differ in concrete failure mode, model, or code path.", + "confidence": 0.93, + "canonical_issue_reason": "None of the candidate pairs is a convincing duplicate merge target, so there is no canonical issue to collapse onto.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no single issue that cleanly represents the whole set; the items are heterogeneous across unrelated bugs, regressions, docs, and packaging problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizers, but one is Adafactor OOM and the other is double optimizer stepping; different bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated failures: MLukeTokenizer AttributeError vs D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and code paths: MLA layernorm epsilon precision issue vs torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are model regressions, but CamemBERT masked LM and DeepSeek tokenizer issues are separate." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward crash are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention bugs on different models/torch versions; not the same concrete code path." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline parameter vs incorrect SigLIP2 model outputs; distinct issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging dependency omission vs Python version compatibility failure; not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Same API area, but audio sample-rate default bug and multimodal assistant_mask bug are different behaviors." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in v5 chunked_prefill and CLIPVision hidden_states regression are separate code paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for Qwen2.5-VL model class vs Python 3.9+ incompatibility; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model/config issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma4 zero3 from_pretrained failure; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs issue vs intermittent slow import; no shared underlying defect." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-loading related, but missing pad_token_id and missing fields from trust_remote_code are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and undefined tf backend from tensorboard-only install are different dependency/import failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python version support are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct problems." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Parallel test race on captured_info.txt and stale num_return_sequences warning are different issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import intermittency and unrecognized model/config are different failure modes." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE/version regressions, but they affect different models and loading paths." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error vs Gemma4 zero3 from_pretrained crash are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are separate model-training bugs." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are different issues." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access in modeling_utils 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": 19, + "review_unit_index": 37, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44466", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46369" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:45292|issue:45584", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:45987|issue:46082", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44466|issue:45335" + ], + "prepared_review_unit_hash": "246226257d5e5b6548fb4dff2fca2e9ba73ec6428b091f1e2b6cd23fbd21d628", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs are only superficially similar (same subsystem, same error class, or same model family) but do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out because the set spans unrelated areas (imports, config loading, generation/cache, pipelines, deepspeed, and model-specific bugs). If a cluster anchor is needed, issue 45701 is the broadest user-facing regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45701 is the best global representative because it is broad, user-facing, open, and has multiple inbound references; it is still not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: offline cache loading vs AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both are pipeline-related, but one is video-classification image-processor lookup and the other is audio feature extraction." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated: import performance vs a Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color output in loading_report is unrelated to GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different modules; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is a different code-path issue from pytest-xdist file races in testing utils." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs embedding resize not propagating to output embeddings." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM video-model failures: missing output attribute vs memory overflow." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss logic is unrelated to a float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error is not the same as a reported slowdown after version upgrade." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is a generic Flash Attention feature issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling during chunked prefill is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for Qwen2.5 VL image processor is not the same as a Zero3 BertModel index error." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access safety." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: ESM2 broken vs Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is a different issue from unsafe module lookup." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve deepspeed, but one is MoE weight conversion and the other is a Zero3 deque/indexing crash." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to import latency." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal config handling, but they concern different fields and different code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are distinct bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release/lifecycle behavior is unrelated to MaskGenerationPipeline's final-batch flag bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior is not the same as a tokenizer regression across versions." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config/schema issues, but for different models and different missing-field behavior." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure under v5.1.0 is unrelated to protobuf decode error masking." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache API return-type mismatch and LlamaConfig validation are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs sync bug is unrelated to terminal ANSI leakage." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-pass cache crash is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as resize_token_embeddings failing to update decoder embeddings." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 38, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45356", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:44483|issue:46202", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:45584|issue:46170", + "issue:43673|issue:44734", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:44038|issue:44623" + ], + "prepared_review_unit_hash": "43931810a47a44c5b78b749cbe0484ddd7d2c5961a6d66e135c0e148dc2ddfe0", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs/regressions across tokenizers, generation, serving, model families, and training/deepspeed paths. The soft-similarity pairs mostly share broad keywords, not the same concrete bug or fix.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the issues do not form one duplicate family, so any choice would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a model-type warning; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows/ROCm import dependency failure are different code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 loading and double optimizer stepping with deepspeed are not the same problem." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure and Sam3LiteText auto_mappings references are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder attribute error and Qwen3OmniMoe video-processing ValueError are different issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request handling and Gemma pipeline roundtrip on a special character are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward and flash_attention aux-None crash are distinct failures." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 tied-embeddings warning and paged-generate stale warning are different issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile kernel divergence and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows/ROCm torch.distributed dependency are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-embeddings warning are different model-loading problems." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription generation and Windows/ROCm import error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both mention cache, but chunked_prefill GenerationMixin cache missing and /v1/responses KV indexing crash are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder placeholder conv and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained class mismatch and processor.save_pretrained missing files are different save paths." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer codec regression are not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a training slowdown regression are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5 custom model init breakage and ESM2 breakage are too broad and not the same defect." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Inference slowdown and optimizer being stepped twice are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are different generation bugs." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token configuration inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and a data-processing slowdown are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Missing generation cache and stale pipeline docs are not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and Gemma-4 Zero3 loading issue are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different directions and formats." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 output and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files 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": 19, + "review_unit_index": 39, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:45406|issue:46202", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:46077|issue:46123", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43673|issue:44188", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "83ebfa9e9ad4bc8d62319d0b76edbf2c7a10f5a843c48e78a19ec53754535ffc", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly separate bug reports, but there are two true duplicate signals in the packet: the Qwen3ForCausalLM VRAM-leak pair (42673/43704) and the exact-title duplicate pair 45310/45478 for the Qwen3.5 MoE from_pretrained error. The remaining soft pairs are theme-similar but not the same concrete defect.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45310 is the best canonical anchor: it is concrete, sits in the Qwen3.5 MoE from_pretrained regression cluster, and has an exact duplicate in 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest single representative because it has the clearest duplicate signal in 45478 and captures the specific Qwen3.5 MoE from_pretrained failure more directly than the other nearby Qwen/MoE reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are load-related, but one is a missing PyTorch dependency error and the other is a Sentence Transformers hang." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failures: SAM3 attribute error vs qwen2.5-vl video position-id bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute crash and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import issues, but they involve different missing symbols and unrelated root causes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated defects." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but a missing config field is not the same as a from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and missing pad_token_id are unrelated bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression vs continue_final_message behavior are different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5/MoE area, but from_pretrained failure and dropped config field are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and final partial-batch handling are not the same defect." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and symptom: Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and torch.compile attention divergence are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image loop are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/FP8, but save_pretrained failure and from_pretrained error are distinct code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen/MoE family, but Qwen3-VL-Moe and Qwen3.5 MoE from_pretrained failures are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different objects and different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is not the same as FP8 save_pretrained failure." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a janus test failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and torch.compile attention divergence are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and xdist capture-file race are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit preset loading and xdist file race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug and MoE load-balancing loss omission are different defects." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and image_utils import failure are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup-space behavior change and BOS/EOS insertion bug are distinct regressions." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The result is not fully grounded because the packet contains another exact-duplicate signal the summary omits: issues 45310 and 45478 have the same title (\u201c[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error\u201d). Saying that only the Qwen3ForCausalLM VRAM-leak pair looks like a true duplicate overstates the evidence. The conservative verdicts on the listed soft pairs are mostly fine, but the overall summary needs to acknowledge the 45310/45478 duplicate as well." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 40, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:43278|issue:45137", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:30333|issue:33290", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44190|issue:46082" + ], + "prepared_review_unit_hash": "7f36155e5cea7b9c92bc4409b092c14c67fc9572d403c7d3741d5453c1d6ee51", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38007, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The soft links mostly point to broad Transformers v5/tokenizer/model-loading regressions, but they do not describe the same concrete bug, so I would not merge these pairs as duplicates. No PRs were provided.", + "confidence": 0.41, + "canonical_issue_reason": "issue:42898 is the best representative because it is a clear, high-signal v5 tokenizer-behavior regression and it has the broadest soft connectivity to other tokenizer-related items in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest global representative for the cluster\u2019s recurring v5/tokenization regression theme, even though the overall set is not truly one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: dtype drift in evaluation vs a DeepSpeed ZeRO3 deque/indexing error." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated symptoms: Python version support regression vs a missing/nonexistent import from image_utils." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and embedding reinitialization are different code paths and bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 token-type defaults are unrelated multimodal issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file handling and Qwen3.5 Moe from_pretrained failure are different problems." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization bug vs Whisper timestamp decode crash; no shared underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to an Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different object types and failure modes: multimodal config defaults vs ModelOutput key assignment." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers with missing nn and missing Qwen2.5-VL class are unrelated import failures." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue vs special-token insertion regression; related subsystem but not the same defect." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is DeepSeek token IDs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regression: Kimi-K2.5 codec/regex handling is not the same as clean_up_tokenization_spaces changes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are not duplicates." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image processor patch-count method bug and meta-initialization incompatibility are different multimodal issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect weight-tying warning and missing tensor-parallel plan are separate Qwen3 issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer read failure and double optimizer-step behavior are distinct runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenization behavior regression and Pegasus output drift are not the same underlying issue." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD argument handling and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unsupported PEFT version bump and leftover dummy PT classes are separate repository hygiene/release issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output change is unrelated to AttentionInterface.register altering registered-function behavior." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained handling and tokenizer save_pretrained metadata mismatch are different save-path bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing import from image_utils is not the same as dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch and DeepSpeed double-step behavior are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and junk-filled non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLflow reporting and Llama 3.2 vision model loading are unrelated issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different save/export problems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and missing processor files do not share the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs and CustomTrainer.compute_loss signature breakage are different trainer issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting and embedding reinitialization are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-import error and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation 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": 19, + "review_unit_index": 41, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:22355|issue:28282", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:43723|issue:44871", + "issue:44279|issue:46328", + "issue:43723|issue:44991", + "issue:44514|issue:45103", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:44263|issue:44360", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:44261|issue:45092", + "issue:43479|issue:44913" + ], + "prepared_review_unit_hash": "fac06f7ec641d9b297a018c82936db047d03c184ba182ec777d003c442a58c14", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36136, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated closed issues across many different Transformers subsystems. The shared wording is superficial; none of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43723 is the broadest, most general v5 loading regression in the set and the best single anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most representative issue here because it describes a clear, broadly applicable tokenizer-loading regression rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Different config/type-checking bug vs. Llama head_dim validation bug; same area, but not the same failure mode." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "One is a missing transformers.onnx module import; the other is an AutoModel PyTorch dependency error." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior regression and FP8 inference failure are unrelated bugs." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video attribute error and MoonshineStreaming mask off-by-one are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs. Qwen3.5 from_pretrained failure; not the same underlying issue." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import problem and huggingface_hub is_offline_mode import problem are separate dependency/import bugs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer loading regression and Qwen3.5 flash-attention generation bug are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision position_ids bug and MoonshineStreaming window mask bug are not the same fix." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug and shard-size question are different topics." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue and InternVL2 meta-init incompatibility are distinct problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error and processor.save_pretrained missing files are different save/load bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIP hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions API rejection and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer load regression and Gemma-3 eos_token_id mismatch are not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency issue and SequenceFeatureExtractor.pad performance regression are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the specific failure reports and models differ." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failure and sinq save/load breakage are different quantization-related bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang in sentence-transformers and zero probabilities in siglip2-base are unrelated symptoms." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys on save_pretrained are different issues." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but one is a torch.split bug and the other is a missing ReLU; not the same underlying change." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk and MoonshineStreaming mask off-by-one are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs after checkout/init are different failure modes." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 from_pretrained error are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-init incompatibility are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and GPTNeoXConfig rotary_pct reload bug are separate config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 42, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44464", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44671", + "issue:44704", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46326", + "issue:46369" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:43408|issue:46369", + "issue:44368|issue:46305", + "issue:42757|issue:45278", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:43232|issue:45593", + "issue:44464|issue:46082", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:44671|issue:46132", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:43122|issue:46326", + "issue:44704|issue:45290", + "issue:39401|issue:44488", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "1594b9ff86746f36e64b23dc84c7667ea0e8496dae8acdba0eaa929b184eb72e", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35704, + "estimated_input_tokens": 8926, + "estimated_eval_tokens": 18108 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set is mostly broad semantic similarity across different v5 regressions (tokenization, imports, generation, model-specific bugs). I would use issue 43122 as the closest representative because it is the broadest tokenizer-regression report and overlaps the largest related subgroup, but it is not a real duplicate target for the others.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43122 is the best umbrella among these for version-related tokenizer behavior regressions; it is the broadest and most reusable representative of the tokenizer-heavy subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most useful stand-in for triage because it captures a general cross-version tokenization regression pattern, even though the cluster itself is not duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols/models and do not share the same concrete failure path." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "One is a FineGrainedFP8 accuracy issue; the other is a Qwen3-VL-Moe bug. Similar area, different bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: torch.split return handling vs a docstring mistake for position_ids." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized-model saving failure are different code paths and symptoms." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "One is cache loading in offline mode; the other is an incorrect tokenizer decoder type in v5." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3 model issues with different symptoms; not the same underlying bug." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to a sliding-window mask off-by-one error." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but this pair does not point to the same concrete missing import or root cause." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Completely different bugs: FP8 accuracy vs an infinite-loop multimodal generation issue." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure and tokenizer spacing behavior are unrelated bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg/update logic and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation inconsistency under compile and LlamaConfig validation are different problems." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific issues: RoPE layer dropping vs a tied-weights warning." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI/env command is not the same as a NameError during sentence-transformers import." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are distinct failures." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "Masked LM prediction quality and AttentionInterface.register behavior are separate issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor kwargs forwarding are different call sites and bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor and saving the wrong tokenizer_class are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Stuck loading Sentence Transformers and a MacOS bus error on a CLIP model do not share the same root cause." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenizer-related APIs, but one is general tokenization drift and the other is assistant-mask generation for multimodal chat templates." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return values are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile-dependent attention-kernel divergence is not the same as a docstring typo." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized model saving and pipeline-parallel output correctness are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but they affect different mechanisms: general tokenization drift vs continue_final_message logic for mistral_common." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs not reaching cached_file is different from apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config issue in MLA q_a_layernorm is unrelated to a docstring error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 43, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:42907|issue:44964", + "issue:43116|issue:45200", + "issue:43122|issue:44514", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:44038|issue:44297", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:42673|issue:45072", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "73aaf723eaf9de91017f237de43e5832db39117744d366f52a28f82e67d1a416", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35938, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, import errors, model-specific bugs, and generation/runtime issues. I do not see any soft pair that clearly represents the same underlying bug, so all candidate duplicate links should be rejected.", + "confidence": 0.72, + "canonical_issue_reason": "No single true canonical duplicate emerges from the set; if one issue must anchor the import-error subcluster, issue 45278 is the broadest umbrella because it explicitly reports many import failures after upgrading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall issue candidate only for the import-error family, since it is the most general and could reasonably absorb related symbol/import failures; however, it still does not represent the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: save_pretrained/dequantization failure versus invalid GenerationConfig on GLM-5." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but they fail on different missing symbols and different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version load failure and incorrect pipeline-parallel output are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs after sync_gpus and recurrent-state reset with cache are distinct generation bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI break are different failures." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve Qwen3 tokenization/chat templating, but one is offset mapping and the other assistant masks in multimodal input." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different failure modes: dequantized save versus model load error." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids propagation." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both touch tokenization/chat templates, but one is a version-to-version tokenization change and the other is a batched template crash." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 Video area, but a config/model-type warning is not the same bug as a missing output attribute." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated topics." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different Qwen3/MoE-related symptoms: model bug versus position_ids buffer access." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug and Sentence Transformers loading hang are different problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file load breakage are separate serialization/loading issues." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained moe bug are different model/features and code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 from_pretrained error are related only loosely; they are not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VL export/import symbol and missing HybridCache export are different import errors." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example script empty multi-label results are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are different issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing names and likely need separate fixes." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate and incorrect pipeline-parallel output are different defects." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging omission for torch install and Python 3.14 load failure are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal bugs in different models; no shared concrete code path." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer v5 regressions, but they are model-specific and not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 44, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:44188|issue:46328", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:45357|issue:45478", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "b9fa2d7c7530aa1d0773d6cc5a379e72f00a6ba452017957be47bdf296cbc4a8", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36210, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with a few lexical near-matches; the soft pairs generally point to different models, APIs, or bug classes rather than true duplicates. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here: a cross-version upgrade report about many import errors, which is the closest thing to a cluster-level regression theme among otherwise narrow reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative because it is broad, regression-oriented, and could plausibly subsume related import/loading breakages better than the model-specific or doc-only issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different failures: missing `transformers.onnx` module vs a LayoutLMv3 validation/error-message issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: UMT5 weight loading vs AutoProcessor/cached_file kwargs forwarding." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "A runtime error in compiled Python files is unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade report; not clearly the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-5 problems: invalid GenerationConfig vs RoPE implementation discussion." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading `base_model_prefix` breakage is unrelated to NaNs in classification heads." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a padding performance issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script output bug is unrelated to SigLIP2 implementation drift." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose import breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling is not the same as `trainer.evaluate()` failing after training." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not enough to treat as one bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support breakage is unrelated to a flex_attention import-version check." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different failure modes; too broad to merge." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label behavior is unrelated to a pipeline() error-message regression." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe helper behavior is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption and generation cache absence are separate training vs inference bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but invalid GenerationConfig and stale warning text are different defects." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping are different tokenizer bugs." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but GPT2 backend scaling and Gemma4 bidirectional masking are distinct problems." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumptions and flash_attention sinkless-model crash are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms; 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"issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state under FSDP2/PEFT is unrelated to Liger Kernel not applying with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different modules and symbols with different root causes." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer-mapping None are unrelated tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different defects." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen models, but one is a Transformers v5/Qwen3-VL-Moe failure and the other is missing layer projections." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed and a noisy logging message are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still causing API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." + } + ] + }, + "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": 19, + "review_unit_index": 47, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44380|issue:46132", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44936|issue:46365", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:45600|issue:46298", + "issue:45698|issue:46172" + ], + "prepared_review_unit_hash": "aad3c03151cb4a1d7bfb5977fb7eac7e280b3f5569c74cbe9dd63f8b18996a63", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37372, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly unrelated and should not be merged; they span different import failures, model-specific bugs, save/load issues, and warnings. I\u2019d treat issue 43873 as the closest canonical issue because it is open, broadly scoped, and has the strongest discussion/inbound-reference signal among the set.", + "confidence": 0.36, + "canonical_issue_reason": "issue:43873 is the most broadly framed and actionable item here, and it has the highest apparent activity/inbound references, making it the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is still open, user-facing, and general enough to anchor a cluster more naturally than the highly specific bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they target different missing symbols and likely different dependency/version breakages." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 API removal complaint; the other is an offloading/quantization behavior bug. Different code paths." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and an auto-docstring annotations crash are unrelated problems." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor failure without torchvision and tokenizer mapping None-handling are different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Qwen2_5_VL import failure and torchvision-missing processor crash are distinct issues." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The reproduction issue does not clearly match the tokenizer-decoder-type bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed token weights on load and max shard size behavior on save_pretrained are different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile is not the same as a model failure with torch.compile and SDPA." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging and saving Pipeline objects are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different models and different causes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy PT classes leaking into dir() and a noisy logging message are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model saving and Pipeline save_pretrained failures affect different objects and paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save failure and an infinite-loop inference bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for NemotronH and GPT2 attention scaling being ignored are different issues." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API-removal behavior and noisy logging are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 being broken and a DeepSeek tensor operation bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model and a Python-version compatibility problem are different." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-backend config loss and a degenerate classification loss bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and GPT2 attention scaling are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling ignored and AttentionInterface.register changing behavior are not the same underlying bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is save_pretrained FP8 behavior and the other is a from_pretrained error." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection and batched apply_chat_template padding handling are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are different subsystems." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "A Gemma config AttributeError and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train() and import failure caused by datasets are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning on bfloat16 compile is not the same as flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model loading warnings and bfloat16 compile precision warnings are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode and missing Qwen2_5_VLForConditionalGeneration are different import errors." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing a removed configuration helper and unwanted API requests despite local_files_only=True are different problems." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and noisy logging message do not match the same underlying bug." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loading after save_pretrained and a DeepSeek tensor operation bug 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": 19, + "review_unit_index": 48, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44242", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45584", + "issue:45593", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:45584|issue:46365", + "issue:42175|issue:46365", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44077|issue:46365", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:44075|issue:46365", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:46202" + ], + "prepared_review_unit_hash": "43e13ca2656a29efd0070ab0900fd5dbbec773b44cbd3240ca66cc543e297280", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37427, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues; several are broad v5 regressions, but the soft pairs do not look like the same underlying bug or change.", + "confidence": 0.52, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set, covering multiple import breakages after upgrading to Transformers 5.5.0, so it is the best single issue to represent the cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the clearest global representative because it is a wide regression report rather than a narrow model-specific symptom, and it can subsume the general import-error theme better than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different failures: CLIP attentions missing vs GPT-2 attention scaling ignored." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a general Qwen3-VL-Moe regression, the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they affect different outputs and appear to be separate code paths." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request acceptance and chat template tokenization crashes are different issues." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different RoPE-related concerns; not one concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but the titles point to distinct failure modes and models." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Unrelated attribute errors in different model families." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type issue and FP8 inference failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Model quantization save failure and pipeline save_pretrained failure are different save paths." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both involve Gemma4, but one is embedding resize behavior and the other is attention mask construction." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to pipeline serialization." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different model behavior: patchtsmixer init rules vs GPT-2 attention scaling." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different models and unrelated attribute/configuration bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and pipeline saving are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 generation config validation." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen config propagation vs attention-mask behavior." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict ordering load error and Qwen3.5 save_pretrained regression are different serialization problems." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Llama/Gemma config validation and attention behavior issues." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation failure and Trainer import conflict are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend installation packaging issue and Trainer import conflict are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility issues, but for different versions and failure causes." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support and missing auxiliary losses are unrelated model behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes on different models; not the same underlying bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different CLIP output regression versus Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Patchtsmixer post_init policy and Trainer import conflict are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 vocab_size and MoE load-balancing loss are distinct issues." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Nemotron FlashAttention support and Qwen3-VL weight-shape mismatch are different failures." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import conflict are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen3.5 loading, but one misses a weight and the other has a from_pretrained error; not enough to merge." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No-no_grad decorator for cache updates and broad import failures are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Generic compiled-file errors and a specific Python 3.13 TorchScript parsing failure are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Load-model error with sorted state_dict and Gemma pipeline roundtrip 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": 19, + "review_unit_index": 49, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44625", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:44625|issue:46365", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232" + ], + "prepared_review_unit_hash": "52cf60d236d51c33887e033f30e661bda370fc6a89c28aedc544c1e26e9bcd61", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose Transformers v5 regression cluster centered on import/export breakages, with a separate import-time slowdown pair and many unrelated model/config/test issues. The Qwen3.5 MoE pair should not be merged; it looks like two different bugs in the same family, not one fixable change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 42548 is the clearest representative of the cluster\u2019s main theme: a concrete top-level transformers import/export breakage, and it has a close duplicate-like sibling in 44351.", + "canonical_pr_reason": null, + "best_issue_reason": "42548 is the best anchor because it is specific, user-facing, and matches the strongest duplicate signal in the set: missing public names from the transformers package.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: state_dict/model loading failure vs missing Qwen3.5 vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe import-time slowdown in transformers, with wildcard imports and large import surface as the likely shared cause." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated failures: Gemma3 config attribute error vs FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python-version load failure and config type-checking breakage are different failure modes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different CI/test problems: seed flakiness vs xdist captured_info.txt race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache/generation API behavior vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different areas entirely: Qwen3.5 num_labels propagation vs Trainer import depending on datasets." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are model loading/saving issues, but the concrete failure paths are different." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen-ish loading problems, but one is missing weights in from_pretrained and the other is a generic Qwen3.5 MoE load error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/generation behavior change vs Python compatibility issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Different tensor-parallel bugs: a training bug vs OOM while loading a specific large model." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different model-specific API changes, not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both CLIP-related, but one is missing attentions assignment while the other is a structural class inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated CLIP output issue vs an AMP/CUDA crash in a different model loss." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage vs AddedToken argument duplication are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness vs Phi-4 multimodal load failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test failures with different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/test failures; one is about seeding, the other about stale auto_mappings references." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading and checkpoint reload are both from_pretrained-related, but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory regression vs checkpoint reload regression are different issues." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan are different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache-update decoration issue vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command is unrelated to AttentionInterface.register behavior change." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network requests vs GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": true, + "reason": "Both are top-level 'cannot import name ... from transformers' regressions and look like the same export-surface breakage." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing _tp_plan tensor-parallel issue and the other is a generic from_pretrained error; too different to treat as one bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs a performance regression after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting failure is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both Qwen3.5-related, but one is tensor-parallel planning and the other is missing vision-config metadata." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both generation-related, but they concern different methods and failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45125 vs issue:45478 only clearly share the Qwen3.5 MoE family, while one is a missing `_tp_plan` tensor-parallel problem and the other is a generic `from_pretrained` error. That is not conservative enough to count as the same bugfix PR. The import/export pair at issue:42548 vs issue:44351 is plausible, but the Qwen3.5 pair makes the overall verdict too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 50, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:44485|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:44556" + ], + "prepared_review_unit_hash": "eecfb4ebeb0fc31a2e62a3a23c0efa71d12faed719aac2c75f65173fd8211382", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37324, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed set of mostly unrelated Transformers regressions, import errors, and docs issues. The soft pairs share only broad surface similarity (often \"v5 broke X\" or \"loading failed\") and do not look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45850 is the broadest umbrella complaint about widespread v5 regressions, so it is the closest representative of this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative of the common theme, but it is still too vague to serve as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: a loading hang vs confusing forward-argument docs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different code paths: offline-network behavior vs FP8 save_pretrained support." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-regression loading reports, but for different models and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: network requests despite local_files_only vs a dummy/nonspecific issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different bugs: FP8 accuracy regression vs missing processor method causing an AttributeError." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to the second issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained pipeline issues are separate failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated subsystems." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both involve loading, but one is a tokenizer regression and the other is a specific model-loading breakage." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode and the transformers env command are different failures." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI breakage is unrelated to the missing Qwen2.5-VL import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError are not the same bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful relation: a nonspecific issue vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Same FP8 theme, but one is save/export behavior and the other is inference support." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env CLI is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the other issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different fixes." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are about RoFormer, but one is kwargs forwarding and the other is attention implementation design." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the nonspecific issue." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast label handling." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same issue." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "The former is a specific Qwen3.5 chat crash; the latter is only a broad meta-report about many breakages." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files and a generic bug report are not the same underlying problem." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and the tensorboard-without-TF backend error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-Moe/v5, but they describe different missing functionality and should not be merged." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe sys.modules access are different code-path issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box errors are unrelated to type-checking breakage." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to DeepSeek weight-conversion guidance." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI and checkpoint reload regressions are separate 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": 19, + "review_unit_index": 51, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:44704|issue:44908", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485" + ], + "prepared_review_unit_hash": "7b4c2fcb21c5538a61282ef8586b03b932efbc21f51051e0e9f594c44d312067", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39856, + "estimated_input_tokens": 9964, + "estimated_eval_tokens": 20184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly false positives: they share broad Transformers/v5/model-loading language, but each points to a different concrete bug or model-specific regression. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45850 is the broadest representative of the recurring v5 regression theme, but it is still only an umbrella report rather than an exact duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 best captures the widest shared complaint surface across the cluster (general v5 breakage), making it the most useful canonical issue placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen vision/model issues, but one is bounding-box output hallucination and the other is an infinite-loop case on a specific image; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a specific config regression, not the same bug as the broad 'many models break since 5.0' report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from wildcard imports is unrelated to the GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint-loading regressions after v5, but they involve different model families and different root causes (general reload failure vs remote-code/meta-init incompatibility)." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a model config field regression, not the same as the generic v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/API is unrelated to broad model loading regressions." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior API migration and a cache-strategy typo are different documentation/API issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are broader, but this is still a different failure class than the specific 'many models break' report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Wildcard-import startup overhead is unrelated to the missing Qwen3_5ForCausalLM import error." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test due to missing set_seed has nothing to do with inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type mismatch warnings for sam3_video/sam3_tracker are unrelated to Liger Kernel application via model_init." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowness and lazy loading not working are related at a high level, but not clearly the same underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is a concrete tokenizer serialization bug; 'Bug report' provides no basis for the same root cause." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for Nemotron is unrelated to Qwen3-VL 2D box output behavior." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and scheduler kwargs propagation are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, not a match for an unspecified bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken 'transformers env' command is unrelated to scheduler configuration handling." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility breakage is not the same as a Qwen3-VL bounding-box issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated regressions." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression is unrelated to the HybridCache import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo and a SequenceFeatureExtractor.pad performance issue are different problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown from wildcard imports is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9+ compatibility breakage is a separate release-compatibility issue from generic v5 model-loading failures." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different symptoms: Qwen3-VL box output vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and _get_tied_weight_keys crashing on list input are distinct implementation issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs forwarding." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "A documentation confusion issue and a tokenizer-loading regression are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not being applied with model_init and degenerate training under flash_attention_3 are different training-path issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "A broken env command and lazy loading not working are different release-v5 problems, not the same concrete bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weights key handling are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion has nothing to do with Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "An unspecified bug report cannot be treated as the same issue as a concrete Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different failures." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a tensor transpose/dtype bug are not the same underlying model defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time wildcard-import slowdown is unrelated to VRAM leakage in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward args is unrelated to model loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward-pass documentation confusion are different topics." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are distinct architecture bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated 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": 19, + "review_unit_index": 52, + "review_unit_count": 52, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-445", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "055364d7052097054e621f9838228dbcc712dc215668f83d837d3108b6d1aee9", + "component_budget": { + "node_count": 445, + "item_count": 445, + "soft_pair_count": 1647, + "serialized_chars": 852354, + "estimated_input_tokens": 213089, + "estimated_eval_tokens": 426434 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 39, + "serialized_chars": 35172, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "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-specific bugs, tokenizer/config regressions, or infra issues. None of the soft pairs look like the same underlying defect/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated subsystems, so there is no reliable duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must serve as a loose umbrella, issue 45850 is the broadest version-regression complaint and is the closest thing to a cluster anchor, though it is still not a true duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support vs DeepSeek-V4 weight-conversion question; unrelated topics." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs a specific Qwen3_5 import error; different problems and code paths." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak vs Qwen3VL timestamp bug; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API complaint vs VRAM leak in Qwen3ForCausalLM; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; different failure modes." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp math vs multi-thread VRAM leak; distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs Gemma-4 audio positional encoding; unrelated models." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling vs Gemma-4 audio positional encoding; different code paths." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Layernorm epsilon precision issue vs Gemma-4 audio encoding bug; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure vs Qwen3_5 model import failure; different symbols and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating vs import error; unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is a v4\u2192v5 behavior change and the other is a wrong decoder type; not the same defect." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated spam issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo vs unrelated issue; no overlap." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated spam." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unemployment vs broad model-breakage complaint; no technical relation." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights utility crash vs chat-template tool-call crash; unrelated." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression vs unrelated spam; different domains." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config vs _get_tied_weight_keys crash; unrelated bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs tied-weights utility crash; different issues." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs import error for layer_type_validation; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request vs processor.save_pretrained missing files; not the same change." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request vs Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but one is slow checkpoint loading and the other is tokenizer loading regression; different fixes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs fp8 support request; both feature asks, but not the same feature or code path." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior vs RoFormer attention interface usage; unrelated models." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value regression vs DeepSeek-V4 shared-expert gating bug; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT norm_eps type hint vs tokenizer regex warning regression; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "ignore_value not used in Mask2former vs kwargs not passed to loss function; different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation bug vs RoFormer attention interface issue; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug vs tokenizer regex warning; no overlap." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former loss parameter bug vs RoFormer attention implementation; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value bug vs quantization-operation typo; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation vs ModernBERT type hint issue; different layers and symptoms." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint problem vs typo in quantization label; unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm question for Llama4TextL2Norm vs ModernBERT norm_eps type hint; both norm-related but not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value regression vs ModernBERT norm_eps type hint; unrelated." + } + ] + }, + "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": 19, + "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": "0dca315a8b74eb5c0b1a996d5ddc6326937cacf3c06eebf554372cf3110b20c3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates of one another: one is about truncation behavior, one asks for ReduceLROnPlateau-like functionality, and one asks for Wav2Vec2 word boundary offsets. They appear to be unrelated feature requests/questions rather than one underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the topics are unrelated and do not describe the same underlying problem or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication: none of the three is representative of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: text truncation behavior vs Wav2Vec2 time offsets. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated features: truncation-from-beginning option vs scheduler-style ReduceLROnPlateau behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different functionality entirely: learning-rate scheduling request vs extracting word start/end offsets from audio model outputs." + } + ] + }, + "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": 19, + "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": "7b7af35de1ebded84a1e7b53743583188d8cda6c7e70dd021d91b46201b6fd58", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates of one another: one is about TAPAS tokenization mismatching TensorFlow, one is about an auth/error-message problem when downloading private models, and one is a generic failure loading bert-base-uncased.", + "confidence": 0.95, + "canonical_issue_reason": "issue #16618 is the broadest and most central-looking model-loading report in the set, but it is still not the same underlying bug as the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best cluster anchor only in the sense that it is the most general and appears most representative of a model-loading failure; the other issues are clearly about different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization mismatch versus a bert-base-uncased loading failure; different subsystem and root cause." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/auth error-message issue versus generic model loading failure; not the same bug or fix path." + } + ] + }, + "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": 19, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "8386e9d4dd57e448f98db38291f026dfc48484ea9537121c896ec3d13dd2b3f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature-tracking issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share the \u201ccommunity contribution\u201d framing but not the same underlying change or code path.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 26350 is the more active and discussion-heavy thread, so it is the better representative issue for this loose cluster, though it is not a duplicate of 33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the strongest standalone anchor because it has substantially higher discussion activity and clearer community traction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and different integration targets: Flash Attention 2 support versus GGUF support. They are both architecture-support requests, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 19, + "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-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "cc7da97faa3980c438273e532264c94764789ce47abd47ed34ef155fec2c4150", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are superficially similar training-start failures, but they do not clearly describe the same underlying bug. The first is a specific `resume_from_checkpoint`/`epoch_iterator` failure; the second is a broader FineWeb SLM training startup problem with no concrete shared failure mode shown.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 26413 is the more specific and diagnostic report, with an explicit error message and a concrete failure path (`resume_from_checkpoint` / `epoch_iterator`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26413 is the best representative because it names the exact exception and likely root cause, making it the most actionable reference point for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both concern training not starting, but the shared evidence is only broad similarity. The first is a checkpoint-resume iterator error; the second is an unspecific FineWeb startup issue, so they do not clearly look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "c8bda664f16ab0bff926145eb6fd83d9f2542ab7d5af9d96b911b639ca0acd09", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13521, + "estimated_input_tokens": 3381, + "estimated_eval_tokens": 7018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a mixed cluster, not one true duplicate set: Turkish/Spanish/Romanian translation issues are separate language requests, while the placeholder-title issues form a near-duplicate subcluster, and the two Thai-titled issues look like an exact duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43834 is the best anchor for the placeholder-template subcluster because it is the most central generic translation issue and has the broadest exact-title similarity to the other placeholder entries.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most representative single issue in the duplicate-like placeholder group, but it should not be used to represent the language-specific translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/content; these are separate translation requests, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/content; only the template matches, not the underlying task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder issue; not the same underlying item." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian), so these are distinct translation issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish); similar template, but not the same request." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific translation request vs generic placeholder title; not a true duplicate." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request and generic placeholder issue are not the same underlying task." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; shared template text is not enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder issue; not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request and placeholder issue are not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic placeholder title; different underlying work." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder translation issue with near-identical content and title." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder-title translation issue; looks like a duplicate entry." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Very similar template text, but the Thai-titled issue appears to be a different underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Very similar template text, but the Thai-titled issue appears to be a different underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical placeholder translation issue; strong duplicate signal." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation issue vs Thai-titled issue; not enough evidence of same underlying task." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation issue vs Thai-titled issue; not enough evidence of same underlying task." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation issue vs Thai-titled issue; different underlying content." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation issue vs Thai-titled issue; different underlying content." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These two are text-identical and appear to be the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: the Turkish/Spanish/Romanian items are clearly language-specific by title, the placeholder-title issues are tightly similar, and 46222/46226 have identical titles and perfect similarity. I don\u2019t see any soft-edge verdicts that overclaim beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "b40fef4bdfdcacb48f2dc627f5211e83ee37b9409cd28c88331b47fdb2a74ac4", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21661, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose title-similarity group of unrelated model-addition requests across text, vision, audio, and OCR. No soft edge looks like the same underlying issue/change, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the items span distinct model requests and modalities, so there is no single duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the closest thematic hub among the speech/audio requests, but it is still only an umbrella anchor, not a real duplicate representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert vs DEIMv2; same broad \u201cadd model\u201d pattern only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config request vs Qwen3-TTS support; unrelated model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are separate architectures with no shared code-path." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model request vs LFM2.5 Audio request; different subsystem." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and sparse transformer are unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; different task and implementation path." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated vision vs speech requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model types and changes." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs sparse transformer request; no shared underlying bug or fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not the same addition." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different models and modalities." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request is unrelated to the sparse-transformer model request." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; different code paths and model types." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated vision and speech requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; not the same underlying model support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request, while BERT-like models with RoPE is a broad architectural discussion." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE discussion and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by vendor name but are different tasks and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Speech/TTS support request vs DeepSeek-OCR2; different modality and code path." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and sparse transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "TTS support and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are not the same model or fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support request vs EUPE encoder request; different model classes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse transformer are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText; different domains and implementations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request and EUPE encoder request are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and likely separate work." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR2 support are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different research model requests; same broad request style only." + } + ] + }, + "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": 19, + "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": "b53779adef30cd236b7090d583916ec94b3e28e2691e21ad386f83ed006c9e8b", + "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 are not duplicates: one is about block decoding, the other about DeepSeek v3.2 model support. There is no shared concrete bug or change target.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different problem domains with no shared code-path or explicit link; similarity is only superficial." + } + ] + }, + "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": 19, + "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": "f102506a1f35bf71a61b1f4d627a48bbdf3d0e1dbec54caf15f83364c18b41b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a high level (both mention Trainer customization), but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems and likely different fixes: customizability of `remove_unused_column` vs FLOPS estimation for custom trainers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 19, + "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": "9a5ccf354199a754155fd04096b8ac7b9c5b6bd350c52af974376e144fb901b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Qwen3-Omni auto-class registration, while the other requests AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. They target different model families and different auto-model behaviors.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader, more central registration request and is the better representative issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the clearest standalone representative because it focuses on the general auto-class registration gap rather than a task-specific extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Same broad ecosystem, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 19, + "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": "e55c39a0a74cb989afa137a7264a0cbf251c08d72a6b608f74d7909651131930", + "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 titled \"huggingface\" look like duplicates of the same report; the \"Fett\" issue appears unrelated. Among the huggingface issues, the earliest one is the best canonical anchor, while the one with discussion activity is the strongest representative for triage context.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports, making it a reasonable stable anchor for the duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43859 has the same title as the other huggingface reports and at least some discussion activity, so it is the most informative representative of that duplicate group.", + "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 issue as \"huggingface\"." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles; no evidence these concern the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared concrete details beyond vague similarity." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title and nearly simultaneous creation strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and close topic with no differentiating evidence; likely the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent report pattern; fits a duplicate issue cluster." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The analyst correctly excludes issue 43835 as unrelated, and the three \"huggingface\" issues are reasonably grouped based on matching titles, close creation times, and the soft-similarity signal. The choice of 43859 as the representative is also supported by its discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 19, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "d2c988db67b9eb0993d682ed42ff57ae69d470cd9d6d8685a2da0239d3d1f80e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates of one another; they look like unrelated spam or placeholder issues, with one generic documentation suggestion mixed in.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate exists. If one issue must represent the cluster, #44418 is the most substantive title, but it does not describe the same underlying problem as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the only non-obvious spam entry and is the closest to a real issue title, so it is the best representative among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders; no evidence of the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; they do not point to the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated 'Google LLC' text; no shared bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs. spam placeholder; unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they describe the same concrete issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated company-name text; no shared underlying bug." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated company-name text; no shared 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": 13, + "component_count": 19, + "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": "f3798b08c4dee45d1296b21a5405541a54e97b5cfc9009c26f3221e789c28aee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and likely duplicates, but the packet does not provide enough hard linkage to treat them as confirmed duplicates. #45145 remains the best canonical issue because it was opened first and already has an inbound reference.", + "confidence": 0.83, + "canonical_issue_reason": "#45145 is the better canonical issue because it predates #45151 and already has an inbound reference, making it the stronger anchor record.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster due to being earlier and slightly more established in the discussion graph.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Reject as a confirmed duplicate edge: the titles are identical and the bodies are very similar, but the packet only shows soft similarity with no explicit links, no shared targets, and deterministic_accept is false. This supports likely-duplicate or closely-related status, not a definitive merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the evidence available. The packet only shows a soft-similarity signal (jaccard 0.63) with no explicit links or shared targets, and `deterministic_accept` is false. Saying the issues are \u201cnear-certain duplicates\u201d and accepting the edge goes beyond what the packet supports; a more conservative assessment would be that they are likely duplicates or closely related, not confirmed duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 19, + "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": 15, + "component_count": 19, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "7d3946f739f1c5b2eec1522a82e55cd2eca362287ab34d643cc4006e98f809e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one is a Gemma4/audio-module uint8 `torch.finfo()` TypeError, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They share only broad quantization/inference context, not the same code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the clearer canonical bug report for triage within this pair: it has a specific config regression, a concrete failure mode, and a direct path to reproducing/fixing the default exclusion behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying failures and code paths: one is a dtype/finfo TypeError in Gemma4 audio modules, the other is a BitsAndBytesConfig skip-module regression causing an AssertionError. They are related only by 4-bit inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 19, + "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": "3e00336d81045f73485476da1d729f3c94314659de905e4b5a8a36603f7486ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both empty, unrelated personal-name/date titles and do not appear to describe the same underlying bug or request. Treat them as separate low-signal issues, not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #45762 is marginally better only because it was created first; neither issue contains any actual problem description or actionable content.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45762 is the best available issue by tie-breaker only; both are equally poor candidates for canonicalization due to missing context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different people and different dates, and both bodies are empty. There is no evidence they report the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 19, + "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": "41b6617d5d1e318bf36a5140053e0f5370ed8cd3e68844be2dd54915ced9c2bc", + "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 are empty and have unrelated personal-name titles with no technical content, so they do not look like duplicates or the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical candidate; both are content-free and unrelated, so there is no clear duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, no body, no shared technical details, and no indication they describe the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 19, + "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": "e9477da91bc0f626ffb98aee75f07fca427557ff7fc8df160784a772d5a9c7b3", + "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 model head for token classification, while the other asks for FP8 training support. They concern different features and different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model/classification head support vs training precision support. No shared code path or concrete bug match." + } + ] + }, + "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": 19, + "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": "7d84e2eccf287bda3769b847a79f1f8c9e45249a998d75f371626e209b6cb9f2", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two exact duplicate issue pairs and one unrelated marketing/dataset post. The two duplicate groups are 45870/45871 and 45872/45873; 45869 is separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because it splits into two distinct duplicate pairs with different requests; if a representative is needed, 45870 is the cleanest canonical for its pair because it is the earlier of the exact duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue to anchor deduping for one subgroup: it is an exact duplicate target for 45871 and appears earlier, but it should not be used as the sole representative for the entire cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different subjects: a dataset promotion versus a financial time-series example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different subjects: a dataset promotion versus a financial time-series example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title and matching body shape; same underlying example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related theme, but different request: prediction example versus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related theme, but different request: prediction example versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related theme, but different request: prediction example versus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related theme, but different request: prediction example versus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title and matching body shape; same underlying example issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet: 45870/45871 and 45872/45873 are the two clear duplicate pairs, while 45869 is separate from both example-request clusters. The canonical choice is conservative because no single issue cleanly represents all five items, and 45870 is a reasonable anchor for its duplicate pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 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-39895-16", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46344", + "pull_request:46367" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:46344", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46367", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46367", + "pull_request:44827|pull_request:46048", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "688022e355a25b3d0defb50090ed1fd7048d73d687d1f92d65216dbf18d9163e", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42945, + "estimated_input_tokens": 10737, + "estimated_eval_tokens": 21730 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 42945, + "estimated_input_tokens": 10737, + "estimated_eval_tokens": 21730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated PRs across new models, docs, export tests, and backend/integration tweaks. The only true duplicate pair is the two `fixed_cross_entropy` PRs for issue 43240.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate loss fix: it explicitly targets issue 43240, updates `fixed_cross_entropy` to forward supported kwargs, and includes tests. It is the clearest representative of the underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative in the cluster because it is issue-linked, narrowly scoped, and the duplicate-loss fix is the only clearly overlapping code-path change here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: VideoPrism model/docs addition vs executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: Mistral tokenizer API additions vs executorch export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different models and fixes: tokenizer methods vs adding MobileLLM." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas: processor loading robustness vs new MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwarg forwarding is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model infra, but they address different code paths and cannot be merged as one fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export tests and Mistral4 test/model fixes are separate changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs new model implementation; no shared bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config-resolution order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model output-capture work are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test/model fixes; different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46344", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to VitPose graph-break handling." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming; different underlying issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests are unrelated to chat parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46367", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to DeepGEMM availability changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model implementation is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and config-resolution-order fix are different issues." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46367", + "accept": false, + "reason": "TDT loss kernel integration and DeepGEMM/XPU availability are distinct integrations, not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model fixes do not overlap with TDT loss kernel work." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both modify `fixed_cross_entropy` in the same file to forward supported kwargs (`weight`/`label_smoothing`) for the same issue 43240; they are effectively duplicate fixes and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair (43251/43254) is the only clearly mergeable same-bugfix duplicate: both touch `src/transformers/loss/loss_utils.py`, both target issue 43240, and both forward `weight`/`label_smoothing` through `fixed_cross_entropy`. The other verdicts are conservative and do not overstate overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "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-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "7298cb89be78f730ec787c1b5f4ea318df98f10dcaa515493ccafd9f568ed8b4", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10379, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10379, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate pair is present here. PR 40546 is the core VibeVoice implementation, PR 42781 is a draft VibeVoice Realtime extension with extra tokenizer/runtime changes, and PR 46331 is a separate Parakeet-RNNT model addition that only overlaps in shared auto-registration plumbing.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present; among the PRs, 40546 is the most central and complete VibeVoice implementation, with broad model/docs/auto wiring and substantial review activity.", + "best_issue_reason": null, + "best_pr_reason": "40546 is the best representative PR in this cluster because it covers the base VibeVoice feature set and is the most developed non-draft implementation; the others are either a narrower realtime follow-up or an unrelated model PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Same broad model family, but not the same underlying change: 40546 adds core VibeVoice, while 42781 is a draft realtime variant with acoustic-tokenizer and generation changes. They are separate features, not duplicates." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different code paths. The overlap in auto files is incidental shared registration plumbing, not evidence of the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "2ed61f3a1a53bee2de403cb70f21bba7a794a4729c8a8c9fd3b18d27f2702340", + "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": "These pull requests are unrelated: one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They do not fix the same code path or represent the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the cleaner representative of this cluster because it is a narrower, more self-contained model capability addition with a smaller diff and clear scoped filenames.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different domains and code paths: TimesFM time-series covariates versus DINOv3 image classification. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "979585c798cef078dfdab0908eb41ada91c77d341199d0359365927eca2aaf20", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate new-model addition PRs, not duplicates: DeepSeek OCR, Isaac, and Kimi2-6 each introduce different model families with shared Hugging Face boilerplate and auto-registration plumbing only.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct model-onboarding changes for different architectures and cannot plausibly be merged as one duplicate PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 (Kimi2-6) is the strongest representative of the cluster because it has the broadest integration surface and the most review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families (DeepSeek OCR vs Isaac); overlap is limited to standard docs/auto-registry scaffolding, not the same code-path fix." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families (Isaac vs Kimi2-6); shared files are generic model-addition plumbing, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "f1603ad3494064960418d2da1b4286c5c2d35bf3924b3083974fc00524e7ba6f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests update GitHub Actions dependencies, but they are not the same underlying change: one is a broad Node 24 compatibility refresh across many workflow actions, while the other is a separate bump of docker/build-push-action and a few related workflow actions.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better representative because it has a clear, specific goal (\u201cNode 24 compatibility\u201d) and a broader coordinated workflow-action upgrade rather than a single-action version bump.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the strongest standalone representative in this cluster due to its explicit compatibility motive and wider workflow coverage; PR #42976 is a distinct dependency update path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are related only at the level of GitHub Actions maintenance. #42975 upgrades multiple workflow actions for Node 24 compatibility, while #42976 specifically bumps docker/build-push-action and a few other workflow dependencies. They do not appear to fix the same concrete problem or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "ea732f8aef889a98b78f174caa29a3cc4657048a546f36f68b5e5976fa554514", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14252, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14252, + "estimated_input_tokens": 3563, + "estimated_eval_tokens": 7382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition changes. They share boilerplate docs/auto-registration updates, but they target different model families and code paths, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs (ViT NEPA, Molmo, Molmo2, CTSM) with different model implementations and no shared underlying bug/change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good duplicate representative; 43451 has the broadest discussion, but it still addresses a different model addition than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo are different model families; overlap is only in generic model-registration/docs plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different implementations and files; shared auto/docs changes are boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Vision model addition vs time-series model addition; completely different subsystems and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related in name but are distinct model families with separate model, processor, and integration changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; shared files are generic registry/docs updates only." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM fix/add different models in different domains, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "c8007fb5f80012e61cd009df588765e2ebc66782347b05fb9eff172192fe3d24", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another: they target different models and different code paths (Whisper decoding, CLIP/ViT tests, FP8 dequant/loading, and generation config validation).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the clearest standalone bug fix: it addresses a concrete validation issue around dict-valued watermarking_config and includes related tests, making it more substantive than the test-only or broadly scoped alternatives.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest overall candidate because it fixes a specific runtime bug in generation config validation with an obvious code-path correction; the others are either unrelated or appear to be test scaffolding / broader refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decode logic vs CLIP/ViT test edits; different models, different behavior, and no shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding vs FP8 dequant/loading changes; unrelated subsystems and code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/modeling changes vs generation watermarking validation; these fix different bugs in different areas." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The first is a test-only CLIP/ViT change, while the second is a runtime FP8 dequant/loading fix; they are not the same change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test stubs in CLIP/ViT do not match the generation config and Whisper-related runtime fixes in the other PR." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/dequant loading fixes are unrelated to generation watermarking validation and Whisper model 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": 9, + "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-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "d69742e26c9f4b59944c0395b4ef4a1148c3f63955f0a2e2da2cc0bdb77ca003", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with only superficial overlap around a shared Vit test file; they address different changes and are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43488 is the more specific artifact: a small repo-bot/version-format test tweak with setup/dependency adjustments. PR #43532 is broader workflow/test plumbing and a different change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #43488 is the best representative PR in this cluster because it is narrower and centered on a single concrete behavior change, whereas PR #43532 spans CI workflow restructuring and unrelated utilities.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They do not fix the same underlying bug or implement the same change; one is a repo-bot/version-format test PR, the other rewrites CI/workflow behavior and test utilities. Shared Vit test filenames are incidental." + } + ] + }, + "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": 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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "971a1e0c6fd9853e0106f3b712d31de5af01a7a4bfb14ef543d1317dfd832c97", + "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 a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some scaffolding and docs, but they target different code paths, different model integrations, and different tests, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader and more representative of the shared segmentation-pipeline effort, but it still addresses a different feature than #43612, so it should not be treated as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: despite overlapping pipeline/doc scaffolding, these PRs implement different features (concept vs visual segmentation) with different model and test coverage, so they are not the same underlying 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": 11, + "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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "91873eb6eddc809561710bf915f6f7b6e8d0b93cb5d3a49ec36be5e36880ce14", + "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": "Two open Trainer enhancement PRs touch the same file but implement different extension hooks: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related by subsystem, not the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the two changes address different Trainer behaviors and should not be merged as one representative fix.", + "best_issue_reason": null, + "best_pr_reason": "43651 is the more concrete standalone trainer behavior change, but it is not a better duplicate representative because it targets a different code path than 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: both modify trainer.py, but one is about gradient-accumulation loss scaling and the other about model signature column filtering; they are separate features with 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": 12, + "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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "aa88bc6236bd66ff94dd0aef65399136852591fc86d90f9730bd95262596c631", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py`, but they fix different problems: one is a broader typing/`__future__` annotations cleanup, the other is a specific `TypeAdapter` import/forward-reference issue when `pydantic` is absent.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the clearer, more specific fix for the `TypeAdapter` runtime NameError and directly matches the stated bug.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it targets the concrete `TypeAdapter` failure mode, whereas PR #43656 is a separate annotations-related change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They are not the same underlying fix: #43656 changes typing behavior via `__future__ annotations` and annotation cleanup, while #43842 explicitly handles `TypeAdapter` when `pydantic` is not installed. Shared file alone 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": 13, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "122615ea5aa1672def08057fdf5946b0af1bebf64d7ad1e71c9b796b30f19e25", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75089, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by model-by-model refactors migrating output collection to the new capture_outputs/can_return_tuple pattern, all broadly tied to umbrella issue #43979. Most pairings are only thematically similar across different models; the only clear duplicate-like overlaps are within the GPT-Neo set and the GPT-J/CodeGen set.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #43979 is the umbrella tracker for the standardized output-tracing migration across many model implementations, which is the common thread connecting the cluster.", + "canonical_pr_reason": "PR #44066 is a strong representative of the cluster: it explicitly targets #43979 and makes the standardized output-tracing refactor in the GPT-J/CodeGen code paths concrete and easy to identify.", + "best_issue_reason": "#43979 best represents the shared underlying work because it is the coordination point for the entire output-tracing migration rather than a single model-specific instance.", + "best_pr_reason": "#44066 is the clearest cluster exemplar because it has an explicit issue link, a focused title, and a concrete cross-file GPT-J/CodeGen output-tracing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Both relate to output tracing, but they target different model families and code paths; shared issue #43979 is not enough to make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and different implementation paths; this is the same refactor theme, not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in modeling_gptj.py; 44066 is just a broader variant that also includes CodeGen." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families (ResNet/RegNet vs EfficientNet/other CNN refactor work); same umbrella issue does not make them the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "These are unrelated model-specific refactors in different architectures; they share a migration pattern, not the same code-path fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen output tracing versus EfficientNet output tracing are separate model changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated implementations; same standardized-output theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR are different code paths and different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families (GPT-J/CodeGen vs MPT); only the refactor pattern is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing decorator migrations touching the same model/test files, so they look like the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate models and separate code paths, despite similar output-tracing refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations; not the same concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor work is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model paths; only the standardized tracing mechanism is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J output tracing are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated architectures; this is a generic refactor similarity only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model families and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo output tracing and Flaubert output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model implementations; same migration theme only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen are different code paths, so these are not duplicates." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J output tracing and MGP-STR output tracing are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model families and different output-handling paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated code paths; same refactor style does not imply duplicate." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing is separate from GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are distinct model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model families; they only share the standardized tracing theme." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different model implementations; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are separate model-specific output-tracing migrations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are different models; shared issue target is not enough." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate code paths and separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are distinct code paths; same migration theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different code paths and different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families; same issue umbrella is too broad." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are separate models and separate fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models and different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are distinct model implementations; only the refactor motif overlaps." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different code paths and different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are separate model-specific output-tracing migrations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing change touching the same files; these look like duplicate variants of one refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both modify GPT-J output tracing in modeling_gptj.py; 44722 is a broader follow-up that still targets the same code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model paths; no shared concrete fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR ResNet are different model families; the shared issue only reflects the umbrella migration." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different code paths and different models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: #43979 is clearly the umbrella tracker, and #44066 is a reasonable canonical PR exemplar because it explicitly links that issue and covers the GPT-J/CodeGen refactor. The soft-edge decisions are mostly conservative and supported by the file/model overlap shown in the diffs. The true pairs also look mergeable as the same underlying bugfix within the same model family (GPT-Neo and GPT-J/CodeGen), not just thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "ab0e32c3c2ecbb68df72b61c2c873bce4af792d31f8f38f569caacaad567f359", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all related to a shared framework-wide effort to standardize output tracing/capture across different model implementations, but they touch different models and are not duplicates of one another.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a clear, representative example of the cluster: it updates one model to use the new capture_outputs/can_return_tuple pattern and includes the core output-tracing refactor elements seen throughout the group.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is a strong cluster representative because its title and diff directly reflect the standardized output-tracing migration, making it a good anchor for the broader family of similar refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different model code paths (FocalNet vs. ImageGPT) and are independent model-specific migrations, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with different forward/output signatures; this is the same general refactor theme, but not one mergeable PR for the same concrete bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct models with different output-recording setups; they share the migration pattern but not the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model-specific refactors in different files and do not fix the same concrete code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share a modernization pattern but are not duplicates or one combined fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 target different architectures and output paths; they are independent refactors despite both touching standardized output capture." + } + ] + }, + "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": 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-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "78447474720b1f2759306b32ec38dd23fc98970380abe73a0ee3a056955431de", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a false-positive similarity cluster: every PR is a separate model-specific output-tracing refactor, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: the items are separate model-specific output-tracing refactors, so there isn\u2019t one PR that represents the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplicate consolidation; the set is a broad template-similarity cluster rather than one mergeable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model files and code paths; only the refactor theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model implementations; same output-tracing wording is not enough for duplication." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model-specific refactors, not one concrete bug fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; these are not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; shared refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Mobilenet_v1 and univnet are unrelated code paths, so not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and filenames; same refactor theme but not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; these PRs could not plausibly be merged into one fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate model implementations; only the generic output-tracing refactor overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different code paths and model files; not the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and univnet are unrelated changes despite similar wording." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; not one shared bug or fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch different models and cannot be merged as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors; no shared concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Univnet and UperNet are different model implementations, so not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and files; only the refactor motif matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated model changes, so reject as duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and code paths; not a single fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba vs CodeGen are unrelated implementations; only title similarity matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and files; too broad to be the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated model code paths; not mergeable into one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and change sites; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; same refactor template only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are different code paths; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model families and files; reject as duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and implementations; only the generic refactor overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything-related refactor vs RWKV refactor; not the same bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; similar output-tracing cleanup only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers; not one concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations; shared refactor theme is insufficient." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "DPR and Speech Encoder-Decoder are separate changes, not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model files and code paths; no same underlying bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech Encoder-Decoder vs RWKV are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and code paths; not mergeable into one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different subsystems; reject as duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations; only the refactor pattern is shared." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated code paths, so they 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": 16, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "ffd9e3a3a9fa8d8064bd815f09816322e20f58afa49e0e09f2c9ab38bdef5f56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some boilerplate auto-registry/doc files, but they do not appear to fix the same code path or belong in one merged PR.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better representative because it is a focused model-specific addition with an explicit issue target and a clear, self-contained scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest standalone PR in the cluster: it has a direct issue reference, a narrower feature scope, and a coherent implementation for one model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different features: PenguinVL implementation vs. Voxtral TTS support. Shared registry/doc scaffolding is incidental, 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": 17, + "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-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "b0fab21f3968645b411e5b8d256d2958766ce02e68e52599e992cef43ae16c5e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9633, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9633, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three closely related PR iterations around KernelConfig-based n-to-1 fusion, plus one adjacent but broader Module Fusion API PR. The strongest canonical representative is the newest simplified KernelConfig fusion PR.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 is the latest refinement of the same KernelConfig n-to-1 fusion codepath, and it consolidates the shared core loading / hub kernel / modeling changes seen in the earlier PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the best representative of the cluster because it is the most recent and most consolidated implementation of the same feature family, with overlapping files and the same concrete fusion path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but 44979 is a generic Module Fusion API while 45363 is the specific KernelConfig n-to-1 kernel fusion implementation. They are adjacent abstractions rather than the same underlying change." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Both target the same KernelConfig n-to-1 fusion path and modify the same core loading / kernel integration areas; 46339 reads as a refinement of the earlier implementation rather than a separate change." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These appear to be the same concrete kernel-fusion feature evolving across iterations, with heavily overlapping files and identical KernelConfig fusion semantics in the same codepath." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three KernelConfig PRs share the same feature family by title and overlapping files, and 44979 is clearly the broader Module Fusion API PR. The soft-edge decisions are conservative enough, with the 44979\u219445363 rejection reasonably justified by the broader vs. specific scope." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "566210ec6fa078a0a92b8ec93540db3bbaf4132608ec586870f4aff360f17d86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in `tokenization_utils_tokenizers.py` and target the same issue. They differ mostly by completeness, with one adding tests, so they are duplicates for triage purposes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:45317` is the stronger canonical PR: it fixes the same `_patch_mistral_regex` AttributeError and also adds test coverage, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:45317` is the best representative because it contains the same code-path fix as `45086` plus validation, and is more likely to be the final merged form.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in the same file and same target issue; the second PR appears to be an expanded version of the first, not a separate 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": 19, + "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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "a34056b1bf970788c1c0ff21194e70c4c5b44ed35b39c3bbf2b30c6a171109c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6062, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6062, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related NemotronH pull requests, but they are not duplicates: one is a narrow checkpoint conversion-mapping update, the other is a broader architectural split into NemotronHDense/NemotronHSparse with docs, auto-mapping, and tests.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better representative of the cluster because it covers the larger, end-user-facing model refactor and the new dense/sparse model families, whereas 45115 is only a focused conversion-mapping helper.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR: it bundles the actual NemotronH split, configuration/model wiring, documentation, and tests. PR 45115 is narrower and more of an internal conversion-maintenance change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same underlying change. 45115 updates weight-conversion mappings and rename rules, while 45569 restructures NemotronH into separate dense/sparse model implementations with docs and tests. They touch related files but solve different problems and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "e0b18217db2687efc42ae8bf6d960a47e01491b728858f6a54710d687db7b7a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5273, + "estimated_input_tokens": 1319, + "estimated_eval_tokens": 2894 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5273, + "estimated_input_tokens": 1319, + "estimated_eval_tokens": 2894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct feature PRs: one adds heterogeneous per-layer config plumbing, the other extends that into modeling/cache behavior for heterogeneous models. They share infrastructure, but they do not look like the same concrete change and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the best cluster representative because it covers the broader end-to-end heterogeneous model support, including modeling and cache/masking changes, not just config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest standalone PR in the set: it is broader, more user-visible, and closer to the actual heterogeneous-model feature surface than the config-only follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change. 45333 is limited to per-layer config support, while 45332 adds downstream modeling/cache integration. They could be sequenced, but they are not one mergeable fix/PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "e759039006fbf1f67c587a852033118721be7fe08d18e5dafa36738e86dfb0b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different problems: one is a broad repo-wide type-checking cleanup, the other adds concrete typing protocol helpers and model-specific support. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained change: it adds typing aliases/protocols in `_typing.py` and updates a small set of call sites. PR 45415 is a broad mechanical type-checking sweep with config changes and many file edits, so it is less suitable as the canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the better representative of a distinct, focused typing improvement. 45415 is a wide-ranging type-checking pass rather than a single underlying bug or feature change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both touch typing, but they are not the same underlying change: 45415 is a broad type-checking cleanup across many files, while 45425 introduces specific typing protocols/aliases and associated model integration. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "466c1dae75259bda8c22968fdf5f46453ffd2ce93b52f82a6e2603d74d0ffb7f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both adjust cached forward paths for seq_len > 1, but they target different model families and different bugs: Qwen3.5/GDN linear attention vs Mamba2 CUDA kernel cache handling. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the better canonical representative because it has an explicit linked issue, a narrowly defined Mamba2 cache bug, and a concrete fix path in one model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative overall because it is more self-contained and specific; PR #45513 spans multiple model files and appears to be a broader cross-model fix rather than the clearest single bug instance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Reject: they involve different architectures and code paths. #45513 fixes multi-token cached forward in Qwen3.5/related models for GDN linear attention, while #46084 fixes Mamba2 use_cache behavior for seq_len > 1. Similar caching terminology is not enough to make them 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": 23, + "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-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "4a6ea75973abb215144199ea2a7112b783bcbe38758a5019c5540f591c3e8678", + "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 PRs are related by expert-parallel loading, but they fix different bugs: one preserves distributed config metadata during serialization/loading, while the other prevents expert parameters from being overwritten during post-shard wrapping under FSDP2. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative of the cluster because it targets a concrete runtime corruption path in the model-loading flow, with explicit code changes around sharding/wrapping and expert parameters.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific EP/FSDP2 overwrite bug in the loading path and includes the most direct code-path correction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying failures: #45548 is about serializing distributed_config / exposing has_ep for EP + ZeRO-3 loading, while #45662 fixes experts being overwritten by rank-0 broadcast during FSDP2 post-shard handling. They touch overlapping EP machinery but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "2d56df83a7d29e0d3675e780ceb8a6f9c3c62a02c13153d45dff7a11b1e4092c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision problem for captured_info artifacts; 45645 appears to extend the same core fix with CI-side log collection changes.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "45645 is the more complete change set: it includes the worker-safe captured_info file handling in testing_utils/tests and also updates CI to collect multiple captured_info*.txt files.", + "best_issue_reason": null, + "best_pr_reason": "45645 is the strongest representative of the cluster because it fixes the underlying artifact collision and the downstream log-consumption path in one place.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist captured_info collision bug; 45645 looks like a broader version of the same fix and could plausibly be merged together with 45639." + } + ] + }, + "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": 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-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "0bbd9cd5617a087f15c694ff193eb762bc60110be487d720af172c2b36c0591a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one is a small AutoModel registry/nit change for GLM ASR/Dia, while the other adds RecurrentGemma attention-dispatch support across model code, conversion, docs, and tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the more substantial and self-contained code change, centered on a concrete RecurrentGemma implementation update rather than a minor model registry tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the best representative of the cluster because it contains the broader, functional model-path change and associated validation work; PR 45670 is a narrow auto-mapping adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different models and different purposes: 45670 updates AutoModel mappings for GLM ASR/Dia, while 46320 adds attn_implementation dispatch for RecurrentGemma. They do not fix the same bug or change the same code path." + } + ] + }, + "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": 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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "457c4514bbf3620f648b9b2a603927a698e6ad7aba69b4f295ad2e1b61af10ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7188, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated modeling/linter PRs that only overlap superficially in repository area. PR #45720 implements TRF003 for tuple-return handling in several model forwards, while PR #46259 adds TRF018 for validating dead do_* flags in image/video processors.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two PRs target different rules and different code paths, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative for deduplication because they solve different underlying problems; if forced to pick one, #45720 is the more code-path-specific change, but it should not be treated as a duplicate of #46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different changes: TRF003 updates model forward return behavior across text/audio models, while TRF018 adds a rule about unused do_* preprocessing flags in image/video processors. Shared framework files do not indicate the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "d1c70742712534dae0604d31b46191cea192e5bb9cd834b9228554bfd619eaaa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a broad, likely internal testing/Grafana-related change touching CI and several model files, while the other is a small test file edit with intentional failing assertions for migration/testing. They do not appear to fix the same concrete bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the better canonical PR if one must be chosen because it contains the substantive code/config changes and broader implementation scope; PR 46100 is just a narrow test-only change with no sign of the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best representative of the cluster because it is the more substantial change and has clearer code-path impact; PR 46100 is too trivial and unrelated in purpose to serve as the cluster representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs target different work. 45932 changes CI secrets and multiple model/config files, while 46100 only edits a ViT test with deliberate failing assertions. They do not appear to address the same underlying bug or 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": 29, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "8383942c95e80f2182f3d155285faf4fcbaf8fe640593a0ec3b380d8a31b543e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the same SDPA-dispatch theme, but they target different model families and code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change is model-specific (CTRL, T5, wav2vec2/SeamlessM4T) and fixes a different attention implementation path.", + "best_issue_reason": null, + "best_pr_reason": "46154 is the cleanest representative of the pattern: it is a focused T5 SDPA dispatch implementation with targeted tests, unlike the broader multi-model PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same high-level SDPA theme, but CTRL and T5 use different architectures and attention code paths; not the same underlying change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL vs wav2vec2/SeamlessM4T are distinct model families with separate dispatch implementations; not mergeable into one fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both add SDPA dispatch, but for different models and different concrete paths; they are related work, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "4dcee48d5b99e151fdfd8806bbd77880d0bab31b89802084c7f087fb947b2b52", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs overlap in distributed code, but they are not the same change set: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed branch base touching many subsystems. The shared files alone are not enough to treat them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more concrete, narrowly scoped change: it targets EP routing plus Trainer integration and has a clear feature intent.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the cluster because it has a specific end-user feature scope, whereas #46269 is an umbrella distributed base PR rather than a single concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the PRs overlap in distributed modules, but #46126 is a targeted EP/Trainer integration change and #46269 is a much broader distributed-base umbrella PR. They do not appear to fix the same concrete code-path problem 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": 31, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "d9cd07de62e923d00034a376afa8e750edd6fa0738b87e91c2879fb9d6faa5bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs share a high-level theme of replacing direct file-open source inspection, but they address different code paths and different bugs: one in import utilities/resource resolution, the other in attention-implementation detection. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the cleaner representative: it targets one concrete heuristic in `modeling_utils.py`, includes tests, and has a narrowly defined behavior change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the best representative for the cluster because it is specific, self-contained, and has the clearest user-visible behavior and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Same broad motif (avoid `open()` on source files), but they modify different subsystems and solve different problems; they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 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-46337-4", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46366", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368", + "pull_request:46362|pull_request:46366" + ], + "prepared_review_unit_hash": "9e36a3d27efe80e57c4b448578a09ee7f4d60914cfeec372135f3de1c22dbde5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8226, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8226, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs only share superficial test-maintenance similarity. They touch different model test files and fix different concrete problems; none are true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "46362 is the most self-contained and concrete fix in the set, and it is the closest match to the only overlapping theme (a model-specific quant-cache test skip).", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different fixes: Cohere2 MoE test threshold tuning versus NemotronH quant-cache test skipping." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Unrelated changes: Cohere2 MoE accelerate/test-setup adjustments versus DeepSeek V4 skipping a quant-cache test." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip quant-cache tests, but they are model-specific incompatibilities in different architectures, not the same underlying bug or mergeable change." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46366", + "accept": false, + "reason": "Same file, but different concrete fixes: one skips a test, the other changes distributed worker backend selection for CUDA/XPU." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/manifest.json b/snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0410db069df3e4c0fa6cc43ca044cb04f4a0f1a0 --- /dev/null +++ b/snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260603t180028z", + "artifacts": { + "hybrid": "snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-03T18:43:19Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260603T180028Z", + "variant": "hybrid" +} diff --git a/snapshots/20260603T180028Z/manifest.json b/snapshots/20260603T180028Z/manifest.json index 6c1bc885b06aedd273285fa7ae3d50b193b1808c..8c2f9414f3e3103addb1dd8a5ccb01cdb6a8652c 100644 --- a/snapshots/20260603T180028Z/manifest.json +++ b/snapshots/20260603T180028Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 737 }, "extracted_at": "2026-06-03T18:00:28Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260603t180028z", + "runs": { + "hybrid-model-20260603t180028z": { + "analysis_id": "hybrid-model-20260603t180028z", + "artifacts": { + "hybrid": "snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260603T180028Z/analysis-runs/hybrid-model-20260603t180028z/manifest.json", + "model": null, + "published_at": "2026-06-03T18:43:19Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260603T180028Z", "watermark": {