diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 52f33928ba3c3d9f22899efe482956e5738b9029..7d926bfaa7eb4545bbe789a712f9dbe685d10247 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": "20260511T180035Z", - "generated_at": "2026-05-11T18:08:15Z", + "snapshot_id": "20260512T000156Z", + "generated_at": "2026-05-12T00:10:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,7 +1437,8 @@ 43842 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -2004,7 +2005,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a219695548da0ceb07178fb5a96227d96a17c5bb..fe42aacf7b4c8c02fe6b5642f92ae9316c6ef26d 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": "20260511T180035Z", - "generated_at": "2026-05-11T18:08:15Z", + "snapshot_id": "20260512T000156Z", + "generated_at": "2026-05-12T00:10:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7d84f1fbd8936e94fa9a48cec974049e4b6fa203f37cfeb08274c64d8e2ab352", + "prepared_review_unit_hash": "0247d225baa8ae2f900d28338e3ef4363fbeb0a3a9116e002b07433cdd9e21d5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is not a duplicate cluster: the three issues concern different problems (Tapas tokenization mismatch, private-model auth/error messaging, and inability to load bert-base-uncased). The soft similarities are too broad to justify merging.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These three issues are not true duplicates; the only overlap is loose model/loading vocabulary. #16618 is the broadest model-loading report, while #13244 is about Tapas tokenization and #15980 is about an authentication/download error message.", + "confidence": 0.88, + "canonical_issue_reason": "#16618 is the best representative only by breadth: it is the most general model-loading complaint in the set. The other two concern different problems (tokenization behavior and a private-model download error).", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the broadest and most user-visible model-loading failure and has the most discussion, so it is the best representative only if a single issue must be kept; however, it is not the same bug as the other two.", + "best_issue_reason": "#16618 is the most central issue to this small cluster because its title is the broadest and closest to the shared model-loading theme, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization discrepancy in Tapas vs TensorFlow code is a different bug from a generic bert-base-uncased loading failure." + "reason": "Tapas tokenization mismatch is a different bug from failing to load bert-base-uncased; they involve different code paths and symptoms." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/error-message handling is an auth/download UX issue, not the same underlying model-loading defect." + "reason": "A bad private-model download/auth error is unrelated to a generic inability to load bert-base-uncased; same general area, but not the same underlying issue." } ] }, @@ -81,13 +81,13 @@ "component_index": 2, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:24643", "issue:30277", @@ -102,7 +102,6 @@ "issue:41762", "issue:42915", "issue:43039", - "issue:43404", "issue:43425", "issue:43531", "issue:43541", @@ -130,13 +129,13 @@ "issue:45081", "issue:45161", "issue:45237", - "issue:45362", "issue:45464", "issue:45507", "issue:45685", "issue:45800", "issue:45823", - "issue:45874" + "issue:45874", + "issue:45901" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -169,8 +168,8 @@ "issue:43716|issue:45507", "issue:39290|issue:45081", "issue:45823|issue:45874", - "issue:43425|issue:44292", "issue:43828|issue:45161", + "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:44918|issue:45161", "issue:43541|issue:43716", @@ -192,444 +191,432 @@ "issue:41762|issue:43596", "issue:43901|issue:44512", "issue:39290|issue:41720", + "issue:45237|issue:45901", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43866|issue:44863", "issue:43854|issue:43866", "issue:39290|issue:43531", + "issue:43792|issue:45901", "issue:41093|issue:43638", "issue:43425|issue:45070", - "issue:43596|issue:45800", - "issue:43792|issue:45070", - "issue:45362|issue:45464", - "issue:43404|issue:43866", - "issue:39290|issue:45823", - "issue:45464|issue:45685", - "issue:43541|issue:45685", - "issue:43541|issue:43828", - "issue:36010|issue:39290" + "issue:43596|issue:45800" ], - "prepared_review_unit_hash": "4ab8da4548c6136e03f3ed25fd5a0e0cd7e1c4e28c106da0be296d3549df85dc", + "prepared_review_unit_hash": "2ecaa8227c51b7f47704676efc4c8fd222de2f807ceba903a08693bd121ba6f1", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 69, - "serialized_chars": 48321, - "estimated_input_tokens": 12081, - "estimated_eval_tokens": 24418 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 63, + "serialized_chars": 45922, + "estimated_input_tokens": 11481, + "estimated_eval_tokens": 23218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. The only clear duplicate pair is issue:43596 \u2194 issue:43638, both describing the same DeepSpeed ZeRO-3/BERT zero-size index-out-of-bounds failure. The other soft links are surface-similar but do not have enough evidence to merge as true duplicates, especially the mask-shape mismatch reports.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the best canonical issue because it states the narrow ZeRO-3/BERT index-out-of-bounds bug most clearly and matches issue:43638 on the same concrete failure mode.", + "summary": "Mostly unrelated issues are mixed together here: model-specific runtime errors, docs cleanup, and a small DeepSpeed ZeRO-3 duplicate cluster. The only clear duplicate set is the repeated \"index 0 is out of bounds for dimension 0 with size 0\" failure during ZeRO-3 init/load on Bert/Gemma3 variants.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3 empty-tensor index-out-of-bounds bug; it states the core failure plainly and matches the duplicate cluster around the same error signature.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest representative of the cluster because it is the clearest anchor for the one confirmed duplicate pair and is more specific than the broader neighboring reports.", + "best_issue_reason": "issue:43596 is the best global issue representative because it captures the shared concrete failure mode most clearly and is central to the only true duplicate cluster in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/API failure." + "reason": "Different failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different runtime paths and errors: AMD GPU failure vs MPS histogram kernel not implemented." + "reason": "Different model/hardware problems; AMD GPU failure is not the same as an MPS int histogram error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes: image preprocessor/model dtype mismatch vs GPU runtime failure." + "reason": "Both are model-specific, but the error signatures and code paths differ (dtype mismatch vs AMD GPU crash)." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are not the same concrete bug." + "reason": "Autocast dtype mismatch is a different bug from the AMD GPU execution failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: GPU runtime error vs invalid method call." + "reason": "Unrelated model/runtime issues in different code paths." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and symptoms; no shared code-path bug is evident." + "reason": "Different model and failure mode; no shared underlying bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ModernBERT ONNX export are unrelated failures." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT export error and Qwen3MoE FP8 failure are different model-specific issues." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure vs cudaErrorAssert during auto device mapping." + "reason": "Different subsystems: ONNX export vs device-map CUDA assert." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed v5 topics." + "reason": "Both are docs regressions, but they reference different removed features and likely separate edits." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different failure modes: export issue vs GenerationMixin import error." + "reason": "ONNX export error is unrelated to the GenerationMixin import breakage." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError vs device-map mismatch; similar wording but different bugs." + "reason": "Both mention shape/device issues, but the concrete failure modes and models differ." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT zero-size index error and mask-shape mismatch are different failure signatures." + "reason": "Generic index/mask errors, but not the same concrete bug or repro." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT index-out-of-bounds and mask-shape mismatch are not the same bug." + "reason": "Both are index-style errors, but one is ZeRO-3 empty-tensor init and the other is a mask/tensor mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape IndexError vs GPT-OSS tensor-parallel failure are unrelated." + "reason": "Different models and different failure types; no clear duplicate relationship." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask mismatch vs Qwen3.5/TRl embedding unpacking are different stack traces and triggers." + "reason": "Mask/tensor shape mismatch is distinct from the SFT input-embedding unpacking issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue and ModernBERT export error are unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but collective mismatch and zero-size index error are different bugs." + "reason": "Both involve distributed training, but the errors and affected paths differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3/BERT index-out-of-bounds failure; titles and error text align closely." + "reason": "Same ZeRO-3 index-out-of-bounds-on-empty-tensor failure; both are the same concrete bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch vs GPT-OSS tensor-parallel loading are different code paths." + "reason": "Liger Kernel cross_entropy behavior is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug vs LoRA merge/save/reload inconsistency." + "reason": "DeepSeek detokenization and LoRA save/load mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime problems with no shared underlying bug shown." + "reason": "Different model/runtime problems with no shared code path." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing issue vs mask-shape mismatch are unrelated." + "reason": "Both are shape-related, but the failing mechanisms are different (checkpointing/FSDP vs mask indexing)." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "2-D weight error and collective mismatch are different DeepSpeed-related failures." + "reason": "Training weight-dimension error is unrelated to the collective mismatch." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 loading error and GPT-OSS tensor-parallel issue are unrelated." + "reason": "ZeRO-3 Bert init failure is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP bug vs custom trainer signature change." + "reason": "Activation-checkpointing shape mismatch and custom compute_loss signature break are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 index error and GPT-OSS tensor-parallel failure are different bugs." + "reason": "Different models and unrelated failures." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Dtype mismatch in preprocessing vs invalid method call on a different model." + "reason": "Model dtype mismatch and invalid-method call are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM sliding-window issue and Mistral tokenizer regex crash are unrelated." + "reason": "Gemma3 config attribute error is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Same model family, but device mismatch and reverse embedding lookup are different bugs." + "reason": "Both are Gemma4-related, but one is device placement and the other is reverse embedding lookup cost; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS TP failure." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch compatibility issue vs Qwen3 NVFP4 runtime error." + "reason": "Torch version incompatibility and Qwen-3-8B NVFP4 error are unrelated." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different code paths." + "reason": "Different distributed/runtime failures with no common underlying issue." }, { "left": "issue:44918", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Qwen3.5/TRl embedding issue vs MPS histogram kernel limitation." + "reason": "SFT embedding unpacking and GPT-OSS TP failure are different code paths." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing issue vs image-preprocessor dtype mismatch." + "reason": "Grouped_mm tracing failure and image-preprocessor dtype mismatch are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and MPS histogram kernel error are different bugs." + "reason": "Different hardware/runtime issues; no duplicate evidence." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3 NVFP4 runtime failure are unrelated." + "reason": "Different model families and distinct dtype/runtime errors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid-method model bug is unrelated to the MPS histogram int limitation." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different symptoms and model families." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to SFT embedding unpacking." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy call path vs Qwen3.5/TRl embedding unpacking." + "reason": "Liger Kernel cross_entropy issue is unrelated to the trainer embedding bug." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but on different models and loading paths." + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds-on-size-0 failure, just on different models." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different docs cleanup topics and different removed v5 references." + "reason": "Both are v5 docs regressions, but they reference different removed docs topics and are not the same change." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Dtype mismatch and video StopIteration are different model-specific failures." + "reason": "Dtype mismatch in Mistral-3 is unrelated to the Qwen3-vl StopIteration video bug." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch vs MPS histogram kernel not implemented." + "reason": "Autocast dtype mismatch and MPS histogram error are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5/TRl embedding issue vs MPS histogram kernel limitation." + "reason": "Trainer embedding handling and MPS int histogram are different bugs." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy issue and autocast dtype mismatch are different bugs." + "reason": "Liger Kernel cross_entropy call and autocast dtype mismatch do not share the same underlying bug." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer-argument mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and custom trainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing issue vs GenerationMixin import breakage." + "reason": "Checkpointing/FSDP shape mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy dispatch and mask-shape IndexError are different failures." + "reason": "Different bugs: Liger Kernel cross_entropy vs mask/tensor shape mismatch." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model/context differs enough to keep them separate." + "accept": true, + "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds failure; same concrete bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs regressions: return_all_scores mention vs removed run command." + "reason": "TextClassificationPipeline docs note and run-command docs note are separate documentation issues." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding-window/vLLM issue and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Missing Gemma3 config field and Qwen3 device-map assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU model failure and table-question-answering crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failures on different models with different symptoms." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs checkpoint-loading implementation issue are not the same bug." + "reason": "Checkpoint corruption and NemotronH checkpoint-loading failure are different problems." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load issue and corrupted checkpoint are different failure causes." + "reason": "Unit-test load failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Related model names but different sliding-window bugs and error surfaces." + "reason": "Different model families and different sliding-window-related errors." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-shape mismatch vs ZeRO-3/BERT zero-size index error are different problems." + "reason": "Both mention index/shape errors, but the concrete bug and stack context differ." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility vs pydantic PretrainedConfig regression are unrelated." + "reason": "Torch-version incompatibility and pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/BERT index error and torch/transformers compatibility issue are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "Whisper runtime/load issue vs pydantic PretrainedConfig regression." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both are Qwen3.5 chat-related, but the concrete failures differ." - }, - { - "left": "issue:43404", - "right": "issue:43866", - "accept": false, - "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are different problems." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Gemma3 vLLM config issue and Gemma4 device-map mismatch are different bugs." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Qwen3.5 streaming API failure vs MPS histogram kernel error." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Mixtral grouped_mm tracing and MPS histogram kernel limitation are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are different runtime bugs." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern issue are unrelated." + "reason": "ZeRO-3 empty-tensor bug is unrelated to torch/transformers version incompatibility." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary overstates the evidence. The packet supports one clearly similar duplicate pair, issue:43596 \u2194 issue:43638, but it does not show a second true duplicate pair for the mask-shape mismatch issues. Several rejections are appropriately conservative, but the claim that \"only two pairs look like true duplicates\" is not grounded in the provided soft-pair data." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The ZeRO-3 out-of-bounds cluster is the only clearly supported duplicate set, and the accepted pairs are well supported by the issue titles and shared error signature." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -639,20 +626,20 @@ "component_index": 2, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ + "issue:36010", "issue:39186", - "issue:39692", + "issue:39290", "issue:40990", "issue:41093", "issue:41762", - "issue:42915", "issue:43054", "issue:43296", "issue:43366", @@ -661,25 +648,21 @@ "issue:43541", "issue:43572", "issue:43596", - "issue:43644", "issue:43645", "issue:43716", + "issue:43792", "issue:43828", - "issue:43873", - "issue:43950", + "issue:43866", "issue:43975", "issue:43994", "issue:44291", "issue:44292", "issue:44360", "issue:44387", - "issue:44492", "issue:44512", "issue:44530", - "issue:44534", "issue:44589", "issue:44841", - "issue:44863", "issue:44918", "issue:44960", "issue:45005", @@ -687,19 +670,34 @@ "issue:45070", "issue:45084", "issue:45161", + "issue:45362", "issue:45399", "issue:45464", - "issue:45507", "issue:45542", "issue:45632", + "issue:45685", "issue:45698", "issue:45800", - "issue:45823" + "issue:45823", + "issue:45859", + "issue:45901", + "issue:45902" ], "soft_pairs": [ + "issue:45859|issue:45902", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", "issue:44841|issue:45084", - "issue:45800|issue:45823", "issue:41093|issue:41762", + "issue:45800|issue:45823", "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:44387|issue:45005", @@ -720,260 +718,253 @@ "issue:43404|issue:45005", "issue:43645|issue:45399", "issue:44530|issue:45005", - "issue:44360|issue:44512", - "issue:42915|issue:45399", - "issue:43873|issue:45005", - "issue:44863|issue:45005", - "issue:44492|issue:44512", - "issue:44918|issue:45507", - "issue:43975|issue:44292", - "issue:43950|issue:44534", - "issue:43644|issue:43950", - "issue:44292|issue:45507", - "issue:39692|issue:43054" + "issue:44360|issue:44512" ], - "prepared_review_unit_hash": "cdd922facfff498c8bb0063da0fef50144165f456446b01473460b9066578b83", + "prepared_review_unit_hash": "39333065425eb3dece56489ecd54ce0084ad175b4b86bf1e222ca600e42cfbb6", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37495, - "estimated_input_tokens": 9374, - "estimated_eval_tokens": 19004 + "soft_pair_count": 35, + "serialized_chars": 37854, + "estimated_input_tokens": 9464, + "estimated_eval_tokens": 19184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues were grouped by weak lexical similarity. The only clear duplicate cluster is the Transformers v5 non-persistent buffer corruption regression (`43644` / `43950` / `44534`); the rest should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "`43950` is the best canonical issue for the real duplicate set because it states the regression most explicitly (`from_pretrained` corrupts non-persistent buffers) and cleanly subsumes `43644` and `44534`.", + "summary": "The cluster is mostly heterogeneous bug reports across unrelated model families and regressions. No soft-edge pair is a strong duplicate match from titles alone; the broad open remote_code regression is the best umbrella issue, but not a clear duplicate target for the rest.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45020 is the broadest open report in the set and best fits as an umbrella for recent-version regressions affecting remote_code/custom-model loading.", "canonical_pr_reason": null, - "best_issue_reason": "`43950` is the strongest representative of the cluster\u2019s actual shared bug: a v5 regression corrupting `register_buffer(persistent=False)` state during load.", + "best_issue_reason": "issue:45020 is the most representative and actionable issue: it is open, broadly scoped, and central to a class of version-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:45859", + "right": "issue:45902", "accept": false, - "reason": "Different problems: a model-specific processor/load failure versus a compiler error about non-template nodes." + "reason": "Both are Qwen3.5-MoE rotary-embedding bugs, but one is about CPU offload compatibility and the other about uninitialized memory after meta->to_empty materialization; these look like different failure modes." }, { - "left": "issue:45800", + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated symptoms and subsystems: incorrect detokenization in v5 vs a table-question-answering crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different surfaces and failures: chat crash vs streaming chat/completions API failure; not enough evidence of one underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error and a table QA crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different model bugs: untied lm_head weights in Mistral3 vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Unrelated failures: version compatibility between torch/transformers versus a Gemma4 device-map forward mismatch." + "reason": "Gemma3 vLLM attribute regression and Gemma4 device-mismatch are different issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 and an MPS histogram kernel error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure is unrelated to the MPS Int histogram error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-related problems, but they involve different models and code paths; not clearly the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compilation error do not match." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors under ZeRO-3, but the reported symptoms and code paths differ too much to treat as the same bug." + "reason": "Both are index/shape errors, but one is a mask-vs-tensor mismatch and the other is a zero-size index error during Gemma3 + ZeRO-3 loading; too different to merge." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "One is a vLLM loading failure for PaddleOCR-VL; the other is a request for GGUF support for gpt-oss." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-architecture issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "A missing config field after v5 update is not the same as a pydantic model-field regression." + "reason": "StableLmConfig pad_token_idx regression and a pydantic PretrainedConfig field breakage are related only at a very high level, not as the same concrete bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization/OOM behavior and tied-weights handling are different code paths and different failure modes." + "reason": "Int4 quantization OOM and tied-weights translation-model issues are distinct." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error is distinct from a tensor-parallel support issue in GPT-OSS MoE." + "reason": "Mixtral tracing failure and GPT-OSS MoE tensor-parallel issues are different code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are not the same concrete bug." + "reason": "Phi MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is unrelated to the pydantic `PretrainedConfig` field regression." + "reason": "init_empty_weights/_is_hf_initialized argument regression is unrelated to the PretrainedConfig pydantic issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and Qwen3.5 streaming inference are different feature areas and failures." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming API failure are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage is a different issue than a torch/transformers version incompatibility." + "reason": "A broad remote_code regression and a specific torch-version incompatibility are not the same issue." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "A sliding-window bug in Qwen3-MoE is unrelated to the v5 pydantic config-field problem." + "reason": "Qwen3-MoE sliding_window behavior and the pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "These are different runtime errors in different subsystems; only superficial similarity exists." + "reason": "Grouped_mm tracing failure and Float8 storage lookup error are separate runtime bugs." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both mention index errors with ZeRO-3, but one is a mask-shape mismatch while the other is an empty-tensor load failure." + "reason": "Both are deepspeed/shape-index failures, but the symptoms and models differ enough that they are not clearly one bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one reports poor embedding quality while the other reports nonsensical AutoModel/pipeline outputs; not clearly the same bug." + "reason": "Both involve SigLIP2, but one is a text-embedding quality complaint and the other is a nonsensical AutoModel/pipeline result; not enough evidence they are the same underlying defect." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "A missing TensorFlow backend check and a torch/transformers incompatibility are unrelated." + "reason": "TensorBoard-without-TensorFlow backend detection and a torch/transformers incompatibility are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same underlying problem." + "reason": "High perplexity on gpt-oss and a GLM5 issue are different model-specific reports." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to Qwen3.5 input embedding unpacking in TRL SFT trainer." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking with TRL SFT are different bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP `weight must be 2-D` and TRL embedding unpacking failures are different code paths and different bugs." + "reason": "FSDP weight-dimension error and TRL input-embedding unpacking failure are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-code loading, but one is a cache-path collision for local leaf directories and the other is wrong-module loading after save/load; too distinct to merge." + "reason": "Both concern custom-module loading, but one is a leaf-directory cache collision for local models and the other is wrong-module loading after save_pretrained; too little evidence they are the same concrete bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they target different model families and don\u2019t clearly describe the same concrete regression." + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weight issues are not the same concrete problem." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback selection are unrelated." + "reason": "Custom model initialization in notebooks and flash-attn fallback gating are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache crashing on `linear_attention` is unrelated to tied-weights handling." + "reason": "Qwen3.5 linear_attention crash and translation tied-weights regressions are different subsystems." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA-indexer discussion and a docs typo are not the same underlying change or bug." - }, - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are different quantization/attention issues." - }, - { - "left": "issue:43873", - "right": "issue:45005", - "accept": false, - "reason": "Quantization offloading behavior is not the same as tied-weights regressions." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights issues." - }, - { - "left": "issue:44492", - "right": "issue:44512", - "accept": false, - "reason": "A cache-strategy typo and a removed run-command doc issue are just documentation-level differences." - }, - { - "left": "issue:44918", - "right": "issue:45507", - "accept": false, - "reason": "TRL SFT embedding unpacking and an invalid model method call are different bugs." - }, - { - "left": "issue:43975", - "right": "issue:44292", - "accept": false, - "reason": "Incorrect detokenization and an NVFP4 runtime error do not point to the same fix." - }, - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Both describe the same v5 regression where non-persistent buffers get corrupted/junk during loading." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Clear duplicate: both report the same non-persistent buffer corruption regression in Transformers 5.x." - }, - { - "left": "issue:44292", - "right": "issue:45507", - "accept": false, - "reason": "A Qwen-3-8B-NVFP4 runtime error is not the same as GraniteMoEHybrid calling an invalid method." - }, - { - "left": "issue:39692", - "right": "issue:43054", - "accept": false, - "reason": "SigLIP2 docs-example errors and poor SigLIP2 text embeddings are related only by model name, not by the same concrete bug." + "reason": "DSA indexer ReLU discussion and removed docs run-command mention are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The conclusions are grounded in the packet. The canonical/best issue choice is supported by the titles and descriptions, and the only accepted soft-edge pairs are the clear non-persistent-buffer regression duplicates (`43644`, `43950`, `44534`). The remaining pair rejections are phrased conservatively and do not overclaim duplicate status." - }, - "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 }, @@ -982,16 +973,17 @@ "component_index": 2, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:36331", "issue:38175", + "issue:39692", "issue:41553", "issue:41628", "issue:41762", @@ -999,54 +991,63 @@ "issue:42915", "issue:42947", "issue:43054", - "issue:43404", "issue:43493", "issue:43643", - "issue:43742", + "issue:43644", "issue:43782", - "issue:43824", - "issue:43827", "issue:43828", "issue:43856", "issue:43866", "issue:43872", + "issue:43873", "issue:43881", "issue:43883", "issue:43950", "issue:43975", + "issue:44292", "issue:44368", "issue:44387", "issue:44403", "issue:44451", "issue:44488", - "issue:44509", + "issue:44492", + "issue:44512", + "issue:44534", "issue:44589", - "issue:44661", + "issue:44863", "issue:44910", + "issue:44918", "issue:44928", "issue:44960", - "issue:44991", + "issue:45005", "issue:45020", - "issue:45081", "issue:45237", - "issue:45356", "issue:45399", + "issue:45507", "issue:45520", - "issue:45685", "issue:45701", "issue:45800", - "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:43644|issue:43950", + "issue:39692|issue:43054", "issue:43828|issue:44928", "issue:36331|issue:41762", - "issue:41628|issue:45800", "issue:43866|issue:44403", + "issue:41628|issue:45800", "issue:43872|issue:44589", "issue:43054|issue:45701", - "issue:41553|issue:43883", "issue:38175|issue:43054", + "issue:41553|issue:43883", "issue:44910|issue:45859", "issue:41553|issue:43881", "issue:42947|issue:44387", @@ -1055,263 +1056,239 @@ "issue:43643|issue:45020", "issue:43975|issue:45520", "issue:43975|issue:45237", - "issue:44403|issue:44488", "issue:42947|issue:43856", - "issue:43881|issue:43883", + "issue:44403|issue:44488", "issue:41762|issue:42915", "issue:43782|issue:44960", - "issue:42491|issue:44368", - "issue:43975|issue:44451", - "issue:45685|issue:45823", - "issue:43824|issue:43872", - "issue:45020|issue:45823", - "issue:44661|issue:45020", - "issue:44991|issue:45399", - "issue:43828|issue:45823", - "issue:45020|issue:45356", - "issue:45081|issue:45399", - "issue:43827|issue:44509", - "issue:43404|issue:43950", - "issue:43742|issue:45399" + "issue:43881|issue:43883", + "issue:42491|issue:44368" ], - "prepared_review_unit_hash": "687b549a922000cb982914a9a7330d21a686f0bfbfda5dc64f387063d4daf7b8", + "prepared_review_unit_hash": "9e4f5a7396fda3b245c23cf8ad19a0b8819a0b942562d7ef80bb68f0634f0e66", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37385, - "estimated_input_tokens": 9347, - "estimated_eval_tokens": 18950 + "soft_pair_count": 32, + "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": "Mostly heterogeneous cluster of Transformers issues. The only clearly duplicate soft edge is the docs cleanup pair; the SigLIP2 pair is thematic but not strong enough to merge as a duplicate from the titles/evidence shown.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is still the best umbrella representative: it captures the broad v5-era remote_code/loading regression theme that overlaps with several nearby reports, even though it is not a true duplicate of most items.", + "summary": "This cluster is mostly a mix of unrelated Transformers/model regressions. The only clearly duplicated pocket is the non-persistent-buffer corruption reports; the SigLIP2-related edges are too weak to merge on titles alone.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s main regression theme: recent Transformers versions breaking model loading/remote-code flows. It is best as an umbrella anchor, but not a true duplicate of the more specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global issue candidate because it is the broadest, most central report in the cluster and best represents the common version-related loading breakage theme.", + "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is current, broad, and representative of the version-regression class present here. It should serve as the cluster\u2019s umbrella rather than a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Different bugs and code paths: autocast dtype mismatch vs Flash Attention/position_ids handling." - }, - { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "Trainer API kwarg mismatch vs ZeRO-3 loading index error; unrelated failures." + "reason": "Both are loading/fallback problems, but they are different concrete failures and model paths." }, { - "left": "issue:41628", - "right": "issue:45800", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "Missing import/export for AutoImageProcessor vs torch/transformers version incompatibility." + "reason": "Quantization/offloading trouble vs tied-weights translation-model issues; same broad area, different bug." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "Corrupted checkpoint vs generic loading noise; not the same defect." + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights behavior." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:44492", + "right": "issue:44512", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility vs missing Float8 storage object; different backends." + "reason": "A cache-strategy typo and stale docs for a removed command are separate documentation issues." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "SigLIP2 embedding quality regression vs tokenization changes; different underlying behavior." + "reason": "Different model families and different code paths; not the same bug." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43975", + "right": "issue:44292", "accept": false, - "reason": "AutoTokenizer error for Voxtral vs missing all_tied_weights_keys on Molmo." + "reason": "Different symptoms and targets: detokenization regression vs load/runtime error." }, { - "left": "issue:38175", - "right": "issue:43054", - "accept": false, - "reason": "Both mention SigLIP2, but zero probabilities and degraded embeddings are not clearly the same concrete bug." + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 fills/corrupts non-persistent buffers with junk during loading." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:44292", + "right": "issue:45507", "accept": false, - "reason": "Both involve Qwen3.5, but one is a Flash Attention crash from 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Unrelated bugs in different models; no shared concrete code path." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Different model-loading failures for different models and code paths." + "reason": "Both touch remote_code/version regressions, but one is a specific AutoConfig field issue while the other is a broad umbrella report." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:39692", + "right": "issue:43054", "accept": false, - "reason": "Gradient checkpointing/LoRA issue vs int4 quantization memory regression; not the same bug." + "reason": "Both involve SigLIP2, but one is a docs/example error and the other is an embedding-quality discrepancy." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Only a thematic SigLIP2 match; the titles point to a generic quality complaint vs a specific HF-vs-JAX implementation discrepancy, so duplicate status is not established." + "reason": "Both mention precision/dtype symptoms, but the concrete failures differ." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "Generic loading noise vs inability to load a specific model; not duplicates." + "reason": "Trainer compute_loss API mismatch vs ZeRO-3 Gemma3 loading failure; different stack and issue." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43866", + "right": "issue:44403", "accept": false, - "reason": "Missing fields in AutoConfig with trust_remote_code is a specific config-return bug, not the same concrete failure as the broader remote_code breakage report." + "reason": "Corrupted checkpoint vs generic loading noise; related category, not duplicate." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:41628", + "right": "issue:45800", "accept": false, - "reason": "Detokenization regression vs flash_attn import KeyError; unrelated subsystems." + "reason": "AutoImageProcessor import failure and torch/Transformers incompatibility are distinct problems." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Detokenization regression vs AMD GPU support failure; different problems." + "reason": "Different bitsandbytes/quantization compatibility errors with different missing symbols/storages." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Loading noise vs model-specific loading failure; not duplicates." + "reason": "Same broad model family, but the titles point to a quality/discrepancy theme, not the same concrete bug." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "LoRA checkpointing behavior vs MoE training memory usage; related area, different bug." + "reason": "Both are SigLIP2-related, but unexpected zero probabilities and worse embeddings are not the same bug from the available evidence." }, { - "left": "issue:43881", + "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Both loading-related, but one is a model load failure and the other is a missing attribute during weight tying." + "reason": "Bad AutoTokenizer error messaging for Voxtral vs Molmo tied-weights attribute error." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Gemma3 ZeRO-3 load crash vs Qwen3 MoE LoRA compatibility; different models and code paths." + "reason": "Different Qwen3.5 failures with different code paths and symptoms." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Qwen3VL weight_only load error vs GLM5 issue; unrelated." + "reason": "Different model-loading problems with different models and failure modes." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "Both mention Qwen3 MoE/LoRA, but one is a cross-version incompatibility and the other is a warning; not the same concrete bug." + "reason": "Ineffective gradient checkpointing in PEFT LoRA is not the same as higher CUDA reserved memory under int4 quantization." }, { - "left": "issue:43975", - "right": "issue:44451", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Detokenization regression vs specific model loading failure; different defects." + "reason": "The SigLIP2 titles suggest a shared family and discrepancy theme, but not enough to confidently call them the same bug from titles alone." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "MPS histogram op limitation vs Gemma4 device mismatch during forward; separate failures." + "reason": "Generic loading noise vs a specific model failing to load; related category, not duplicate." }, { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Missing model class import vs bitsandbytes Int8Params constructor error; unrelated." + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer regression in v5; both report buffers being filled or corrupted with junk on load." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Remote_code loading regressions vs Gemma4 PLE device placement bug; different code paths." + "reason": "Detokenization regression vs Python 3.13 flash_attn import-utils KeyError; different code paths." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Tokenizer mapping helper failure vs remote_code loading breakage; not the same bug." + "reason": "Different failures entirely: detokenization vs AMD GPU compatibility." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer load failure for a specific model vs flash-attn fallback gating; unrelated." + "reason": "Both concern memory, but one is ineffective gradient checkpointing and the other is general MoE training memory usage." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE vs Gemma4 device mismatch; different issues." + "reason": "Both are load-time issues, but they involve different models and no shared bug signature." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Remote_code loading regression vs Kimi-K2.5 tokenizer regression; different model and mechanism." + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to Qwen3Moe FP8 config failure." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Mistral regex patch crash vs flash-attn fallback gating; unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both are the same docs cleanup problem: outdated pipeline-task references removed in v5." + "reason": "Qwen3VL weight_only load error vs GLM5 issue; different model and code path." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Tied-weight bug in Mistral3 vs non-persistent buffer corruption in from_pretrained; different loading semantics." + "reason": "Completely different model failures: glm-4v-9b load failure vs Molmo tied-weights attribute error." }, { - "left": "issue:43742", - "right": "issue:45399", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "MobileLLM load key error vs flash-attn fallback checks; different failures." + "reason": "Both mention Qwen3/Qwen3.5 and LoRA, but one is cross-version model incompatibility and the other is a warning about tie_word_embeddings." } ] }, "evaluator_result": { "accept": false, - "feedback": "The overall cluster summary is reasonable and conservative, but one soft-edge verdict is too strong for the evidence available: `issue:43054` vs `issue:43493` is only a plausible thematic match (both SigLIP2-related), not clearly the same bug/PR from the titles and packet alone. The `issue:43827` vs `issue:44509` duplicate call looks grounded, but because at least one accepted pair overstates the evidence, I can\u2019t accept the full evaluation." + "feedback": "The non-persistent-buffer pair is well grounded, but the SigLIP2 verdict is a bit too strong for the packet evidence. The titles support a shared model family and a similar quality/discrepancy theme, but not enough to confidently call it the same bug/duplicate from titles alone. That makes the soft-edge handling not fully conservative, so I\u2019d reject." }, "evaluator_used": true, "retried": true, @@ -1324,215 +1301,290 @@ "component_index": 2, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:24643", "issue:30064", "issue:36331", "issue:41093", "issue:41553", - "issue:42617", "issue:42915", "issue:43257", "issue:43366", + "issue:43404", "issue:43531", - "issue:43550", "issue:43638", - "issue:43645", - "issue:43646", + "issue:43742", "issue:43792", "issue:43824", + "issue:43827", "issue:43828", "issue:43854", "issue:43866", "issue:43872", "issue:43940", "issue:43950", - "issue:43957", "issue:44155", "issue:44220", "issue:44291", "issue:44479", "issue:44488", + "issue:44509", "issue:44530", "issue:44560", - "issue:44589", + "issue:44661", "issue:44805", "issue:44863", - "issue:44910", - "issue:44918", "issue:44928", "issue:44991", "issue:45020", + "issue:45081", "issue:45305", "issue:45313", - "issue:45325", + "issue:45356", + "issue:45399", "issue:45538", "issue:45584", "issue:45588", "issue:45663", "issue:45685", + "issue:45759", "issue:45823", - "issue:45834" + "issue:45902" ], "soft_pairs": [ - "issue:43792|issue:44220", - "issue:42915|issue:45020", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43950|issue:45902", + "issue:43404|issue:43950", + "issue:43742|issue:45399", "issue:43257|issue:43866", + "issue:42915|issue:45020", "issue:43638|issue:45823", + "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:43940|issue:45313", "issue:42915|issue:43872", - "issue:41553|issue:44991", "issue:43854|issue:44863", + "issue:41553|issue:44991", "issue:43257|issue:45305", + "issue:45759|issue:45902", "issue:36331|issue:41093", "issue:44928|issue:45588", "issue:43872|issue:45538", "issue:41093|issue:44805", - "issue:41553|issue:44488", "issue:44530|issue:44863", + "issue:41553|issue:44488", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", "issue:45663|issue:45823", "issue:44155|issue:45584", - "issue:43366|issue:43531", - "issue:43950|issue:45834", - "issue:43550|issue:44910", - "issue:44560|issue:45685", - "issue:43824|issue:43957", - "issue:43645|issue:43646", - "issue:43366|issue:44589", - "issue:42915|issue:43957", - "issue:42617|issue:43366", - "issue:44560|issue:44918", - "issue:43950|issue:45325" + "issue:43366|issue:43531" ], - "prepared_review_unit_hash": "bd8b4a64c8d9c33d48f446448a2cc8ef9777966c29b00b71ee854c69b1a2ac3f", + "prepared_review_unit_hash": "592171e140520192157b2e20e0593819de6f0cc79dadedfe1973ce8b7021f537", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37381, - "estimated_input_tokens": 9346, - "estimated_eval_tokens": 18948 + "soft_pair_count": 35, + "serialized_chars": 38553, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports across transformer subsystems, with only a few clear duplicate pairs: the `_is_hf_initialized` TypeError, the mask-shape IndexError, and the custom model initialization regression.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44291 is the most explicit root-cause report for the `_is_hf_initialized` failure, naming the exact TypeError and the `init_empty_weights`/transformers 5.x context that matches issue:43872.", + "summary": "This cluster is mostly heterogeneous and contains several unrelated bug families. I found a few genuine duplicate-like pairs (docs cleanup, mask-shape IndexError, bitsandbytes/init_empty_weights TypeError, Whisper audio feature extraction, and Qwen video-input regression), but most soft edges are false positives.", + "confidence": 0.87, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; if an anchor is required, issue 43872 is the cleanest concrete bug report because 44291 is the same _is_hf_initialized/init_empty_weights regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is well-scoped, clearly describes the underlying bug, and is the strongest representative issue among the clustered reports.", + "best_issue_reason": "Issue 43872 is the best representative among the duplicate-like candidates: it is a specific, actionable bug with a near-identical follow-up report in 44291.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Both are audio-related, but one is a Whisper loading/runtime failure and the other is a fbank feature-extraction problem; not the same bug." + "reason": "Different failures: MPS histogram/int dtype issue vs Gemma4 PLE device mismatch." }, { - "left": "issue:42915", + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Unrelated: missing Qwen2.5-VL class import vs bitsandbytes _is_hf_initialized TypeError." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Different bug families: remote_code breakage vs Gemma4 device placement during forward." + }, + { + "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "One is a Qwen3MoE + FineGrainedFP8Config failure; the other is a broad remote_code regression across recent transformers versions." + "reason": "Tokenizer mapping lookup bug is not the same as the remote_code regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn2 fallback gating; no shared code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:45823", + "accept": false, + "reason": "Docs cleanup vs runtime device mismatch; not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi tokenizer codec/regex issues are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex crash is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both say removed text2text/summarization/translation pipeline tasks are still referenced." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer/materialization, but these are not the same concrete bug or fix path." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Unrelated model-weight tying bug vs non-persistent buffer corruption regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model load key error vs flash-attn2 fallback gating; no duplicate signal." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different models and different failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs a corrupted Ovis2 checkpoint." + "reason": "Different models and different symptoms: Qwen3 MoE loading vs Ovis2 checkpoint corruption." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to remote_code loading regressions." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "ZeRO-3 training on a non-pretrained Bert model is unrelated to a Gemma4 device-mapping/PLE forward mismatch." + "reason": "DeepSpeed ZeRO-3 empty-index error vs Gemma4 device mismatch; different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper audio-feature path: 44220 names _torch_extract_fbank_features(), and 43792 reports Whisper-large-v2 cannot run." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying TypeError around unexpected `_is_hf_initialized` during model loading; one report is just a more explicit formulation of the same bug." + "reason": "Same unexpected _is_hf_initialized / init_empty_weights TypeError regression, just reported from different angles." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3 weight loading, but they target different Qwen variants and the reported missing-weights symptoms are not clearly the same code-path bug." + "reason": "Both are ZeRO-3 weight-loading failures, but they affect different Qwen model families and submodules." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different incompatibilities: FineGrainedFP8Config/Qwen3MoE versus bitsandbytes `Int8Params` construction." + "reason": "FineGrainedFP8Config failure is unrelated to the bitsandbytes _is_hf_initialized bug." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Both are tokenizer-loading issues, but for different models and different failure surfaces; not the same defect." + "reason": "Different model-loading problems for different architectures; not the same underlying bug." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Both are model-loading problems, but the titles point to different model families and likely different root causes." + "reason": "Both are tokenizer loading issues, but the models and failure modes are different." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention Qwen and training/deepspeed, but one is missing weight conversion and the other is gradient averaging under GAS; distinct bugs." + "reason": "DeepSpeed appears in both, but one is missing Qwen3 MoE weights and the other is gradient averaging with GAS." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config handling vs uninitialized rotary embedding memory; different code paths." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer `compute_loss` signature mismatch is unrelated to a tensor mask shape mismatch." + "reason": "Different runtime errors: trainer signature mismatch vs mask/tensor shape mismatch." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both touch attention/3D-position logic, but one is a NaN/SDPA fallback issue and the other is an AttributeError on `s_aux=None`; different bugs." + "reason": "Gradient explosion in RLHF is unrelated to a flash_attention s_aux=None crash." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during loading is unrelated to CLIPTokenizer's `model_max_length` behavior." + "reason": "bitsandbytes initialization bug is unrelated to CLIPTokenizer model_max_length." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Both report the same mask-vs-indexed-tensor shape mismatch; these are duplicate manifestations of the same IndexError." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Different tokenizer/model loading failures for different checkpoints; no evidence of the same underlying bug." + "reason": "Same mask-shape IndexError; the titles are essentially the same bug." }, { "left": "issue:44530", @@ -1540,107 +1592,53 @@ "accept": false, "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading issues with no clear shared bug." + }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are video-related regressions, but they affect different model families and report different failure mechanisms." + "accept": true, + "reason": "Same Qwen video-input regression family; 44560 is a specific StopIteration symptom of the 5.3.0 video-input breakage." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to image processor handling of void segmentation maps." + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation bug are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF/gpt-oss support is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF gpt-oss support request vs autocast dtype mismatch; different issues." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is a different forward-path bug than the device mismatch with `device_map='auto'`." + "reason": "Gemma4 FSDP2 shared_kv_states bug is a different path from the device_map=\"auto\" device mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 cross-track embedding leak is unrelated to Whisper empty-transcription generation failure." + "reason": "AudioFlamingo token/embedding leak is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding-window behavior are different issues." - }, - { - "left": "issue:43950", - "right": "issue:45834", - "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` is unrelated to Kosmos2.5 long OCR indexing." - }, - { - "left": "issue:43550", - "right": "issue:44910", - "accept": false, - "reason": "Different Qwen/Bamba attention failures: one is SDPA + torch.compile, the other is Qwen3.5 flash-attention position-id handling." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "A video StopIteration regression is unrelated to an MPS histogram integer-type limitation." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Missing Qwen2.5-VL import and `torch.device('meta')` loading breakage are separate model-loading issues." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Both describe the same Transformers 5.0.0 regression breaking custom model initialization; the notebook mention is just a usage context." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage lookup error." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Qwen3MoE FP8 issues are unrelated to generic model loading with `torch.device('meta')`." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "A 3d_parallel.py runtime problem is not the same as GGUF gpt-oss support." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Both involve Qwen3-VL/video, but one is a video input StopIteration regression and the other is an embedding-unpacking failure with trl SFT trainer." - }, - { - "left": "issue:43950", - "right": "issue:45325", - "accept": false, - "reason": "Buffer handling in `from_pretrained()` is unrelated to Qwen2.5-VL rope-index scaling for still images." + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The three accepted pairs are well-supported by the issue titles and descriptions, and the rejected pairs are framed as likely distinct bugs without overstating certainty. No PR-mergeability concerns apply here because this packet contains issues only." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are well supported by the titles, especially the exact/near-exact duplicates (43827/44509, 43872/44291, 41093/44805, 44479/44560) and the Whisper/audio-feature pair. The rejected edges also read as cautious and consistent with the packet. " }, "evaluator_used": true, "retried": false, @@ -1653,66 +1651,75 @@ "component_index": 2, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:36010", "issue:38175", - "issue:39404", "issue:39692", "issue:41720", "issue:42491", + "issue:42617", "issue:42915", "issue:43257", "issue:43317", + "issue:43366", + "issue:43550", "issue:43596", "issue:43632", "issue:43638", "issue:43644", "issue:43645", + "issue:43646", "issue:43708", "issue:43720", + "issue:43824", "issue:43854", - "issue:43856", - "issue:43873", "issue:43931", + "issue:43950", + "issue:43957", "issue:43994", "issue:44075", - "issue:44387", "issue:44451", "issue:44488", "issue:44534", "issue:44560", + "issue:44589", "issue:44661", "issue:44756", "issue:44805", "issue:44877", "issue:44910", + "issue:44918", "issue:44960", "issue:44977", - "issue:44991", "issue:45030", "issue:45276", - "issue:45292", "issue:45313", - "issue:45335", "issue:45357", - "issue:45362", - "issue:45406", "issue:45488", - "issue:45588", + "issue:45685", "issue:45812", "issue:45823", "issue:45834" ], "soft_pairs": [ - "issue:44661|issue:45823", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:42617|issue:43366", + "issue:44560|issue:44918", "issue:36010|issue:42915", + "issue:44661|issue:45823", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44560|issue:44805", @@ -1726,264 +1733,255 @@ "issue:44960|issue:44977", "issue:45488|issue:45812", "issue:45313|issue:45357", - "issue:44451|issue:44488", "issue:42491|issue:43720", + "issue:44451|issue:44488", "issue:41720|issue:42915", - "issue:43708|issue:44075", "issue:43854|issue:43931", + "issue:43708|issue:44075", "issue:42491|issue:45276", - "issue:42915|issue:44756", "issue:43257|issue:43854", + "issue:42915|issue:44756", "issue:39692|issue:43994", - "issue:42491|issue:43931", - "issue:43856|issue:43873", - "issue:44488|issue:44991", - "issue:43644|issue:43645", - "issue:45362|issue:45406", - "issue:43856|issue:44387", - "issue:44910|issue:45588", - "issue:42491|issue:45292", - "issue:36010|issue:39404", - "issue:45276|issue:45335" + "issue:42491|issue:43931" ], - "prepared_review_unit_hash": "4c8baf74733501f0bf2dcf2210c5b5191d701480ad23d9aa9258eb6701965c33", + "prepared_review_unit_hash": "56060f236db5ebb00331421c14fc2d952af44a0794ae22e64532f2cb89de1d2f", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37782, - "estimated_input_tokens": 9446, - "estimated_eval_tokens": 19148 + "serialized_chars": 37807, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; only a few soft pairs look like true duplicates or the same regression. The clearest overlaps are SigLIP2 output regressions, the v5 non-persistent-buffer junk issue, two BERT model-load failures, and the resize_token_embeddings propagation bug in Gemma/T5Gemma.", - "confidence": 0.66, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it spans many unrelated regressions; if one anchor is needed, issue 42491 is the strongest candidate due to its detailed repro and broad hf4.x\u2192main compatibility context.", + "summary": "The cluster is heterogeneous overall, with several small duplicate subclusters rather than one unified bug. The clearest duplicate themes are the non-persistent-buffer regression, the SigLIP2 bad-output reports, and the two BERT model-loading failures.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the best issue anchor: it is concrete, regression-focused, and has a near-identical duplicate in 44534 about the same non-persistent-buffer corruption.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42491 is the best overall anchor: it is detailed, reproducible, and captures a concrete Transformers v5 compatibility break with a widely used Qwen3 MoE path.", + "best_issue_reason": "Issue 43644 is the strongest representative issue because it states the bug crisply, maps to an exact duplicate, and is more general than the other issue titles in that subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-loading failures, but one is a non-persistent-buffer regression and the other is a Kosmos2.5 OCR index error; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths and symptoms: Bamba torch.compile/SDPA versus Qwen3.5 flash-attention illegal memory access." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL video StopIteration versus MPS histogram support for Int tensors in MoE." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: missing Qwen2.5-VL import versus meta-device model loading breakage." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers 5 breaking custom model initialization; 43645 is just the notebook-specific manifestation of the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to the meta-device loading regression." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3D parallel script failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different bugs: tokenizer-mapping failure vs Gemma4 PLE device-mismatch during forward." + "reason": "Both involve Qwen3.5, but one is video inference and the other is TRL SFT embedding unpacking; not the same bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading failure." + "reason": "ImportError for GenerationMixin is unrelated to the Qwen3MoE FP8 issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping registration failure and Gemma4 device mismatch are different code paths." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both report SigLIP2 base/pipeline output corruption for the same model family and likely the same regression." + "reason": "Both describe the same SigLIP2 model producing wrong/degenerate outputs for the same checkpoint, so they look like duplicate reports of one regression." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "_is_hf_initialized regression and Kosmos2.5 long-OCR index error are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failure modes: StopIteration in video embedding vs mask/tensor shape mismatch." + "reason": "Different symptoms and models: video StopIteration versus mask-shape IndexError." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both mention config validation, but they are different model/config failures without enough evidence of one concrete duplicate bug." + "reason": "Both mention config validation, but they affect different models and don\u2019t clearly point to one concrete duplicate bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 indexing failure is unrelated to TOKENIZER_MAPPING_NAMES handling." + "reason": "Zero3/Bert index error and TOKENIZER_MAPPING_NAMES add-new-model-like failure are different problems." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "BertModel ZeRO-3 empty-shard IndexError is not the same as the tokenizer-mapping new-model failure." + "reason": "Bert Zero3 index error is not the same as the tokenizer-mapping registration issue." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and tensor-mask shape mismatch are unrelated." + "reason": "Tokenizer mapping registration and tensor mask shape mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/offload, but one is dequantized-model loading and the other is mmap OOM on Strix Halo." + "reason": "Device-map offload load failure is not the same as Strix Halo mmap OOM." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk." + "reason": "These are the same non-persistent-buffer corruption regression, phrased with slightly different titles." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both touch SigLIP2, but one is bad inference output and the other is a docs example with multiple distinct failures." + "reason": "The SigLIP2 bad-output bug is different from the documentation-example mismatch/quantization failure report." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 issue and Qwen3.5 flash-attention generation issue are different models and symptoms." + "reason": "GLM5 and Qwen3.5 flash-attention issues are separate model-specific bugs." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer is a different bug from Granite token-id regression." + "reason": "Both are tokenizer regressions, but they affect different tokenization code paths and different model families." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model weight loading and save_pretrained visual-encoder keys are separate Qwen3.5 issues." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": true, - "reason": "Both are model-load failures for specific BERT checkpoints on current Transformers and appear to be the same loading regression." + "reason": "ZeRO-3 loading of language_model weights and incorrect visual encoder save_pretrained keys are different bugs." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are different code paths." + "reason": "Qwen3MoE LoRA incompatibility and BitNet packed-weight loading are different model-loading issues." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same model-loading regression for closely related BERT checkpoints, with the same failure mode after the version change." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert is unrelated to FineGrainedFP8Config failure." + "reason": "Auto device-mapping CUDA assert and Qwen3MoE FP8 failure are distinct issues." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Trainer resume max_steps math and SGD args not used are unrelated." + "reason": "GLM-4.7-Flash test loading failure and Qwen3-VL weight-shape mismatch are unrelated." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure and Qwen3-VL weight-shape mismatch are different problems." + "reason": "Trainer resume max_steps calculation and SGD args not being used are unrelated trainer/optimizer bugs." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings propagation." + "reason": "Qwen3MoE LoRA loading and Gemma4 embedding resize behavior are unrelated." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "FP8 loading failure is not the same as mmap-related OOM on Strix Halo." + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed loading is different from the GLM-4.7-Flash unit-test load failure." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Accelerate+DeepSpeed MoE weight conversion and GLM-4.7-Flash loading are different issues." + "reason": "Qwen3MoE FP8 failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but 39692 is a documentation-example failure with extra quantization issues, not the same concrete bug as the output-regression report." + "reason": "The documentation-example bug is not the same as the SigLIP2 bad-output regression." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are unrelated." - }, - { - "left": "issue:43856", - "right": "issue:43873", - "accept": false, - "reason": "Training memory inefficiency and quantized offloading behavior are not the same bug." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer-load regressions affecting different models." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are separate v5 regressions." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." - }, - { - "left": "issue:43856", - "right": "issue:44387", - "accept": false, - "reason": "Qwen3 MoE memory usage and int4 CUDA reserved-memory OOM are different memory regressions." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Flash-attention packed-sequence misinterpretation and s_aux=None AttributeError are different code-path failures." - }, - { - "left": "issue:42491", - "right": "issue:45292", - "accept": false, - "reason": "Qwen3 MoE loading regression is unrelated to resize_token_embeddings output_embeddings propagation." - }, - { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "GenerationMixin import error and Whisper return_language pipeline regression are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not propagate to the model\u2019s output/input embedding layers in closely related Gemma/T5Gemma implementations." + "reason": "Qwen3MoE HF4\u2192HF5 LoRA incompatibility and Qwen3-VL weight-shape mismatch are different model-loading failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Overall grounded and conservative. The only minor wording issue is to avoid unsupported phrasing like \"widely used\" or \"detailed, reproducible\" unless you can point to the issue body; otherwise the soft-pair verdicts and cluster summary look appropriately cautious." + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The duplicate subclusters called out are supported by the titles and similarity scores, and the conservative false verdicts look reasonable. The accepted soft edges are not obviously overstated from the available evidence." }, "evaluator_used": true, "retried": false, @@ -1996,29 +1994,31 @@ "component_index": 2, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ + "issue:36010", "issue:39404", "issue:39692", "issue:41720", + "issue:42491", "issue:42947", - "issue:43257", "issue:43335", "issue:43381", "issue:43404", "issue:43425", "issue:43454", + "issue:43644", "issue:43645", "issue:43646", "issue:43708", - "issue:43828", "issue:43854", + "issue:43856", "issue:43873", "issue:43957", "issue:44155", @@ -2027,39 +2027,46 @@ "issue:44292", "issue:44387", "issue:44402", - "issue:44451", - "issue:44479", "issue:44488", - "issue:44589", - "issue:44683", "issue:44743", "issue:44756", - "issue:44863", - "issue:44877", + "issue:44910", "issue:44912", "issue:44928", "issue:44960", + "issue:44991", "issue:45216", "issue:45276", "issue:45292", "issue:45335", + "issue:45362", + "issue:45406", "issue:45588", "issue:45663", "issue:45684", "issue:45698", - "issue:45701", "issue:45704", "issue:45759", "issue:45823", - "issue:45859" + "issue:45859", + "issue:45902" ], "soft_pairs": [ - "issue:44164|issue:44291", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335", "issue:43404|issue:43454", + "issue:44164|issue:44291", "issue:41720|issue:44155", "issue:44402|issue:44488", - "issue:43425|issue:43957", "issue:39692|issue:44960", + "issue:43425|issue:43957", "issue:42947|issue:45704", "issue:43873|issue:44387", "issue:43335|issue:45663", @@ -2073,270 +2080,254 @@ "issue:42947|issue:43381", "issue:43957|issue:44756", "issue:44743|issue:44960", - "issue:45276|issue:45292", "issue:45684|issue:45698", + "issue:45276|issue:45292", "issue:43381|issue:44928", + "issue:45663|issue:45902", "issue:44164|issue:44756", - "issue:43646|issue:43708", - "issue:44479|issue:44877", - "issue:45588|issue:45663", - "issue:45292|issue:45335", - "issue:43645|issue:44164", - "issue:43257|issue:44863", - "issue:44402|issue:44451", - "issue:43828|issue:43957", - "issue:43425|issue:43828", - "issue:39404|issue:45701", - "issue:44589|issue:44756", - "issue:44683|issue:45823" + "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "605e66edac7bb0768e9fd35c7bd084f550d000fad4ef100fed29d96c13797efd", + "prepared_review_unit_hash": "69de8c5be2e0044beb14a0e30a85500ac350ff5636a03cfdb41f13f70730a7dc", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38197, - "estimated_input_tokens": 9550, - "estimated_eval_tokens": 19356 + "soft_pair_count": 34, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one duplicate pair is well supported in this packet: the Gemma4 `resize_token_embeddings` regression (`45276` \u2194 `45292`). The nearby Transformers 5.0.0 custom-model initialization issues are not supported here as a duplicate pair and should not be claimed as such.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45276 is the best canonical issue because it gives the broader Gemma4 `resize_token_embeddings` failure, explicitly covering both `embed_tokens_per_layer` and `output_embeddings`, while 45292 is the narrower variant.", + "summary": "Most items are unrelated bug reports across different models/features. The only clear duplicate cluster is the `resize_token_embeddings` regression affecting model-specific embeddings/output embeddings (Gemma4, T5Gemma, and the generic report).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the most general formulation of the `resize_token_embeddings` bug and cleanly subsumes the Gemma4/T5Gemma variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the strongest overall issue candidate for the supported duplicate pair because it describes the broader symptom set and subsumes 45292.", + "best_issue_reason": "issue:45292 is the strongest canonical representative because it describes the shared model-agnostic failure mode rather than a single architecture-specific instance.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: MoE training memory usage vs quantization/offloading behavior." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated regressions: junk non-persistent buffers vs custom model initialization in notebooks." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/runtime failures: Qwen chat crash vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different quantization-related symptoms and code paths; one is training memory use, the other int4 OOM." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention bugs with different triggering conditions and failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA checkpoint compatibility is not the same bug as `resize_token_embeddings` not updating outputs." + }, + { + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Both are save/load failures, but they describe different bugs: `extra_state` handling vs unexpected `_is_hf_initialized` in `init_empty_weights`." + "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same `resize_token_embeddings` propagation bug affecting model-specific input/output embeddings; one fix could plausibly cover both." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention `lm_head` tying, but they affect different model families and different code paths." + "reason": "Similar symptom (`lm_head` not tied) but different model classes and not clearly the same code-path bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/loading failures: `extra_state` handling vs unexpected `_is_hf_initialized` argument." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device-mapping CUDA assert vs AudioFlamingo3 batched inference token leak." + "reason": "Unrelated: device-map CUDA assert vs batched inference token/embedding leak." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Similar loading complaints, but different checkpoints with no clear shared root cause." + "reason": "Both concern tokenizer vocab issues, but they are different models and different failure mechanisms." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Torch version incompatibility and meta-device loading regression are different issues." + "reason": "Doc-example errors are not the same as the GLM5 model-loading issue." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Different areas entirely: SigLIP2 documentation errors vs a GLM5 model issue." + "reason": "Torch version incompatibility is distinct from meta-device loading bugs." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different bugs: PEFT LoRA gradient checkpointing behavior vs a T5 RMSNorm memory leak." + "reason": "Different subsystems: PEFT gradient checkpointing vs T5/apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory themed, but one is offloading behavior and the other is an int4 reserved-memory/OOM regression." + "reason": "Both relate to quantization, but one is offloading not working and the other is reserved-memory/OOM behavior." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Different models and bugs: sparse layer creation vs Gemma4 FSDP2 shared-kv-state rebuilding." + "reason": "Different model families and failure modes; sparse-layer construction is unrelated to Gemma4 FSDP2 shared KV state." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different composite-model failures: per-layer shared-kv-state bug vs missing `text_config` unwrap." + "reason": "FSDP2 attention state bug is unrelated to composite config unwrapping in `from_config`." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5-MoE problems: attention state rebuild vs CPU offload incompatibility in rotary embedding." + "reason": "Different code paths: per-layer shared KV reconstruction vs CPU offload incompatibility in rotary embedding." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/runtime failures, but the concrete bugs differ: unexpected init argument vs mmap OOM on Strix Halo." + "reason": "Unexpected init arg during meta loading is unrelated to disabling mmap to avoid OOM." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different device-related bugs: embedding/token leak between tracks vs Gemma4 PLE device mismatch under auto device mapping." + "reason": "Different forward-pass bugs in different models; not the same underlying defect." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different regressions: int4 memory growth/OOM vs mmap-related OOM on Strix Halo." + "reason": "Different memory problems with different causes; not a duplicate." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Both are model-loading/saving issues, but they concern different models and failure modes." + "reason": "Different model-loading regressions affecting different models and APIs." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantized model loading issues, but they target different models/quantization paths." + "reason": "Both involve quantization formats, but the models and failure modes differ." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Same broad gradient-checkpointing area, but one is ineffective under PEFT LoRA and the other is an eval-mode restriction." + "reason": "Gradient checkpointing in PEFT is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression and Strix Halo mmap OOM are different underlying bugs." + "reason": "Meta-device loading bugs are unrelated to mmap/OOM issues." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms: Qwen3_5 recurrent-state reset vs generic GLM5 issue." + "reason": "Recurrent-state reset in Qwen3.5 code is unrelated to the GLM5 issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Save permissions propagation and wrong-module loading are different save/load bugs." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` regression; 45276 is the broader Gemma4 report and 45292 is the narrower duplicate focused on `output_embeddings`." + "reason": "45292 is the generic version of the same `resize_token_embeddings` bug; 45276 is a model-specific manifestation." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Related save/load area, but different problems: read-only permission propagation vs wrong custom module loaded after `save_pretrained`." + "reason": "Eval-mode checkpointing restriction is unrelated to Qwen3.5 SDPA/math-fallback gradient explosion." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Unrelated: eval-mode gradient checkpointing restriction vs RLHF NaN / SDPA fallback instability." + "reason": "Shared-KV-state rebuild bug is not the same as uninitialized `inv_freq` after `to_empty(cuda)`." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Different save/load and memory issues with no shared root cause." + "reason": "Custom `extra_state` serialization and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Both mention training/custom behavior, but they are different bugs: custom-model init in notebooks vs `resume_from_checkpoint` max-steps calculation." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Different model families and failures: video input regression vs strict config loading of `granite_speech`." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Different attention-path bugs: `s_aux=None` flash-attention crash vs Gemma4 shared-kv-state rebuild." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": false, - "reason": "Both are `resize_token_embeddings` complaints, but they affect different model components and do not clearly share one bug." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Notebook/custom-model initialization regression and `extra_state` save/load handling are different bugs." - }, - { - "left": "issue:43257", - "right": "issue:44863", - "accept": false, - "reason": "Different loading failures for different checkpoints and execution paths." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Both are model-loading failures, but the titles indicate different checkpoints and no shared root cause." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Different regressions: autocast dtype mismatch on Phi-tiny-MoE vs meta-device loading breakage." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch 2.10 compatibility is unrelated to the specific autocast dtype mismatch bug." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline `return_language` regression is unrelated to tokenization changes." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Different low-level failures: missing Float8 storage object vs mmap/OOM behavior." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Different issues: compiled flex_attention on torch>=2.9 vs Gemma4 device mismatch during forward." + "reason": "Custom-model initialization failures are unrelated to Trainer `resume_from_checkpoint` step \u0570\u0561\u0577\u057eculation." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The Gemma4 resize_token_embeddings pair looks grounded, but the summary overreaches on the Transformers 5.0.0 custom-model initialization claim: the packet does not provide a supported duplicate pair for that bug, and the listed soft pair for nearby issues was rejected. Please keep the summary limited to what the packet actually supports and avoid asserting an additional true duplicate without evidence." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The `resize_token_embeddings` cluster (45276/45335/45292) is a plausible single bugfix/PR group, and the other pair verdicts do not overclaim duplicate status based on titles alone." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2346,331 +2337,334 @@ "component_index": 2, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:32090", "issue:36032", "issue:39404", "issue:40990", "issue:42947", + "issue:43257", "issue:43299", - "issue:43421", "issue:43425", "issue:43452", - "issue:43582", "issue:43596", "issue:43611", - "issue:43632", - "issue:43644", "issue:43645", "issue:43716", + "issue:43828", "issue:43856", "issue:43901", "issue:43906", "issue:43931", + "issue:43957", "issue:43994", "issue:44079", "issue:44164", - "issue:44206", - "issue:44220", "issue:44265", + "issue:44402", + "issue:44451", "issue:44479", - "issue:44488", "issue:44509", "issue:44530", "issue:44589", - "issue:44661", "issue:44671", "issue:44683", - "issue:44737", "issue:44756", "issue:44805", "issue:44863", + "issue:44877", "issue:44898", "issue:44912", "issue:44918", - "issue:44987", "issue:44991", - "issue:45081", + "issue:45005", "issue:45084", - "issue:45759", - "issue:45823", - "issue:45859" - ], + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45902" + ], "soft_pairs": [ + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43257|issue:44863", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823", "issue:43931|issue:44863", "issue:43906|issue:44530", "issue:43611|issue:43645", "issue:43425|issue:45823", "issue:44530|issue:45084", "issue:43425|issue:43716", - "issue:39404|issue:44912", "issue:43901|issue:44509", + "issue:39404|issue:44912", "issue:44265|issue:44898", "issue:43299|issue:43931", - "issue:44479|issue:44805", "issue:43994|issue:44079", + "issue:44479|issue:44805", "issue:39404|issue:44671", + "issue:45005|issue:45902", "issue:44589|issue:45084", "issue:40990|issue:42947", - "issue:43425|issue:44918", "issue:44671|issue:44991", - "issue:44164|issue:45759", + "issue:43425|issue:44918", "issue:36032|issue:43452", + "issue:44164|issue:45759", "issue:43596|issue:44683", - "issue:43856|issue:44756", - "issue:32090|issue:39404", - "issue:44991|issue:45081", - "issue:44737|issue:45859", - "issue:44164|issue:44479", - "issue:43582|issue:43632", - "issue:44488|issue:45081", - "issue:44661|issue:44683", - "issue:40990|issue:43421", - "issue:44488|issue:44987", - "issue:43611|issue:43644", - "issue:43716|issue:45084", - "issue:44206|issue:44220" + "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "3dec5884f03e9d20aa7f1914a837c8fd580a25685b8377d87b926622b61eedf0", + "prepared_review_unit_hash": "0b8f6d645ec7db48ca073804cd7ed9b4d9d95684d42421c75475b86e5318b7e2", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37642, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "serialized_chars": 37610, + "estimated_input_tokens": 9403, + "estimated_eval_tokens": 19062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers v5 regression issues, mostly around model/tokenizer loading and initialization, but the soft pairs generally point to different concrete failures rather than the same underlying bug.", - "confidence": 0.38, - "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set, centered on v5 breakage in model loading with a clear generic symptom.", + "summary": "This cluster is mostly heterogeneous: many separate loading/runtime regressions that only share broad Transformers-v5 similarity. I\u2019d keep most items separate; the only clear duplicate-like pair is the resize_token_embeddings regression on output/decoder embeddings.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the mixed set because it targets a concrete Transformers 5.0 model-loading regression. That said, the cluster is too diverse for a strong true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is a strong anchor for the cluster because it describes a reusable v5 model-loading regression and is closer to the recurring theme than the more model-specific reports.", + "best_issue_reason": "Issue 43611 is the best umbrella issue for the cluster\u2019s dominant theme of v5 loading breakage, but it should be treated as a loose representative rather than a true duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43931", - "right": "issue:44863", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Both are loading failures, but they concern different models and different failure modes (shape mismatch vs checkpoint incompatibility)." + "reason": "Both are v5-era loading regressions, but one is a video-input regression and the other is strict config loading; different code paths and fixes." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "An isolated reproduction of an earlier issue is unrelated to the Qwen3.5 PagedAttentionCache linear_attention crash." + "reason": "Both mention attention/forward crashes, but the bugs are unrelated: sink-less flash attention vs Gemma4 FSDP2 shared_kv_states rebuilding." }, { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both involve v5 model initialization/loading regressions, but one is base_model_prefix loading and the other is notebook custom-class initialization; not the same bug." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate resized weights to downstream embedding modules. One report is generic, the other is the T5Gemma decoder.embed_tokens case." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Torch version compatibility and Gemma4 device-map forward mismatch are different problems." + "reason": "Both are model-loading failures, but for different architectures and failure modes: Qwen3 MoE conversion under accelerate/deepspeed vs NemotronH checkpoint compatibility." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Different subsystems and symptoms: cache group-type handling vs template compilation error." + "reason": "One is custom model initialization in notebooks, the other is save/from_pretrained handling of extra_state; related only at a very high level." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "A framework version incompatibility is not the same as a multimodal dtype mismatch." + "reason": "Both are tokenizer-loading complaints, but they point to different models and likely different causes; not the same concrete defect." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + "reason": "Both are dtype/device-related regressions, but one is autocast mismatch in Phi MoE and the other is meta-device loading breakage across some models." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline/task deprecations and are not the same change." + "reason": "Torch-version incompatibility is a dependency compatibility issue, not the same bug as the Phi autocast dtype mismatch." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation/resolution failures." + "reason": "Whisper return_language pipeline behavior and tokenization changes across versions are unrelated failures." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a dev0 regression on MoE models and the other is a specific weight-shape mismatch; not clearly the same underlying bug." + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are separate environment/runtime issues." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Video input regression for Qwen VL models is unrelated to a generic mask-shape IndexError." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different failures in different subsystems." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43931", + "right": "issue:44863", "accept": false, - "reason": "A model producing bad outputs is different from ModelOutput key assignment behavior." + "reason": "Both are load-time shape/compatibility errors, but they involve different model families and distinct checkpoint conversion logic." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction changes are different code paths and symptoms." + "reason": "An isolated reproduction of an older issue is not the same bug as the Qwen3.5 PagedAttentionCache linear_attention crash." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Float8 storage lookup failure and template compilation error are unrelated." + "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix handling and the other is about defining custom models in notebooks." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43425", + "right": "issue:45823", "accept": false, - "reason": "Perplexity quality on a model is not the same as gradient checkpointing being ineffective with LoRA." + "reason": "Generic torch incompatibility is not the same concrete defect as the Gemma4 PLE forward device mismatch." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL are different bugs." + "reason": "PagedAttentionCache invalid group type and non-template-node compile errors are unrelated implementation problems." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta do not match." + "reason": "Torch version compatibility and image preprocessor/model dtype mismatch are different issues." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM config unwrapping are separate serialization/config issues." + "reason": "Both are docs-related, but one is stale return_all_scores wording and the other is removed pipeline task documentation; not the same change." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "T5Tokenizer method conflict and gguf_file loading failures are different tokenizer/model-loading bugs." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing and compiled flex_attention on newer torch versions are unrelated." + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are different model/export bugs." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM avoidance on Strix Halo." + "reason": "Both are Qwen3-VL loading problems, but one is a v5 breakage for Qwen3VL MoE models and the other is a specific weight-shape mismatch on a different checkpoint." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "SigLIP2 bad outputs and ModelOutput key assignment with None are unrelated bugs." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Tokenizer loading for est-roberta and Mistral regex patching fail in different tokenizer code paths." + "reason": "A video-input regression and a mask/tensor shape mismatch are different runtime failures." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "CPU device placement bug in XLNet and CPU-offload incompatibility in Qwen3_5Moe are different model-specific issues." + "reason": "Whisper pipeline behavior and CamemBERT masked LM prediction errors are unrelated model-specific issues." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:45005", + "right": "issue:45902", "accept": false, - "reason": "Serialization extra_state handling and Qwen VL video-input regression are unrelated." + "reason": "Tied-weights translation-model regressions and Qwen3_5Moe rotary embedding uninitialized memory are distinct bugs." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are separate regressions." + "reason": "Float8 storage resolution and compile-node type errors do not share the same code path." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Loading cjvt/sleng-bert and Mistral regex patch crashes are unrelated tokenizer issues." + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated training/evaluation issues." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure and compiled flex_attention failure are unrelated." + "reason": "CamemBERT prediction regression and EMBEDDIA/est-roberta tokenizer loading failure are different defects." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "High perplexity on a model is not the same as a runtime special-token/post-processor update bug." + "reason": "Torch 2.10 incompatibility is not the same bug as Qwen3.5 input-embedding unpacking with trl SFTTrainer." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "A tokenizer loading failure for one model is not the same as a multimodal config-loading failure for another." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file breakage in from_pretrained are separate tokenizer/loading failures." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same underlying bug." + "reason": "extra_state serialization and AutoModelForCausalLM.from_config text_config unwrapping are different save/load code paths." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Multimodal dtype mismatch and template compilation error do not share a concrete code path." + "reason": "deepspeed zero3 init IndexError and compiled flex_attention on torch>=2.9 are unrelated failures." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Unsupported center argument in feature extraction and _torch_extract_fbank_features issues are related in area but not evidently the same bug." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are both memory-related but not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The cluster is correctly characterized as mostly heterogeneous, and the one accepted soft pair (45292/45335) is the only clearly close duplicate-like match. The umbrella/canonical issue choice is framed as loose rather than overclaimed, which fits the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2679,65 +2673,78 @@ "component_index": 2, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ + "issue:32090", "issue:34567", "issue:36032", + "issue:39404", "issue:40444", + "issue:40990", "issue:42915", "issue:43262", "issue:43317", - "issue:43322", "issue:43377", "issue:43404", + "issue:43421", "issue:43452", "issue:43482", - "issue:43540", "issue:43541", + "issue:43582", + "issue:43611", "issue:43632", "issue:43643", "issue:43644", "issue:43645", "issue:43646", - "issue:43742", - "issue:43819", + "issue:43716", "issue:43883", "issue:43994", - "issue:44062", + "issue:44164", + "issue:44206", "issue:44220", - "issue:44265", - "issue:44291", - "issue:44403", "issue:44451", "issue:44466", + "issue:44479", "issue:44488", "issue:44530", "issue:44534", "issue:44610", + "issue:44661", "issue:44683", - "issue:44756", + "issue:44737", "issue:44811", "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45127", - "issue:45216", "issue:45325", - "issue:45357", "issue:45507", - "issue:45584" + "issue:45584", + "issue:45859" ], "soft_pairs": [ - "issue:43883|issue:44488", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", "issue:43643|issue:44530", + "issue:43883|issue:44488", "issue:34567|issue:40444", "issue:36032|issue:42915", "issue:44811|issue:45584", @@ -2746,45 +2753,31 @@ "issue:44451|issue:44987", "issue:43452|issue:43482", "issue:42915|issue:44530", - "issue:43317|issue:43482", "issue:44849|issue:45325", + "issue:43317|issue:43482", "issue:36032|issue:43645", - "issue:43883|issue:44991", "issue:44987|issue:44991", - "issue:45084|issue:45507", "issue:43404|issue:44466", + "issue:45084|issue:45507", + "issue:43883|issue:44991", "issue:43262|issue:43377", "issue:43646|issue:44534", "issue:43994|issue:44610", - "issue:43645|issue:44534", - "issue:44403|issue:45081", - "issue:43322|issue:43540", - "issue:43377|issue:43819", - "issue:42915|issue:45084", - "issue:44451|issue:45081", - "issue:44265|issue:44610", - "issue:44220|issue:44683", - "issue:44987|issue:45081", - "issue:45216|issue:45357", - "issue:43632|issue:44756", - "issue:43404|issue:45127", - "issue:42915|issue:44291", - "issue:44062|issue:44987", - "issue:36032|issue:43742" + "issue:43645|issue:44534" ], - "prepared_review_unit_hash": "7f02c409a302593a65e150ced39e40f3c9dfb3ab9353453310fdc1d4018d75b6", + "prepared_review_unit_hash": "0326538829eb3793ad1e623cf48e91585bbe2ae57a3453891e5c1185c08fbc8c", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, "serialized_chars": 37696, "estimated_input_tokens": 9424, "estimated_eval_tokens": 19104 @@ -2794,222 +2787,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct regression/compatibility reports across different model families and APIs. A few are thematically related (especially around Transformers v5 model-loading and initialization), but none of the soft pairs look like the same underlying bug/change.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s recurring v5 initialization regressions, so it is the best single anchor if one issue must be chosen.", + "summary": "This is a loose collection of mostly unrelated Transformers issues. The soft-edge pairs are all different concrete bugs/regressions, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "If a single issue must represent the cluster, issue #43646 is the broadest umbrella: it is a general Transformers v5 custom-model initialization regression, while the others are narrower, unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 most clearly captures a central, reusable regression theme (custom model initialization breaking in v5) and is more general than the narrower model-specific reports.", + "best_issue_reason": "#43646 is the best single issue to anchor triage because it is the most general and representative of the v5 custom-model initialization breakage family in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different symptoms (missing all_tied_weights_keys vs failing to load a specific BERT checkpoint)." + "reason": "Different bugs: Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "These are unrelated failures: missing fields from trust_remote_code config loading versus a PagedAttentionCache/group-type crash in Qwen3.5." + "reason": "Different load paths and failures: est-roberta tokenizer load vs Mistral regex patch backend_tokenizer crash." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Trainer token counting not updating and Qwen2.5-VL IterableDataset multi-image failure are different code paths and bug classes." + "reason": "Different code paths: XLNet relative position arange device bug vs Qwen3.5Moe CPU-offload embedding issue." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Tokenizer class construction error and Qwen3Moe FP8 config failure are unrelated issues despite both being loading problems." + "reason": "Unrelated problems: save/from_pretrained extra_state handling vs Qwen video-input regression." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are distinct processor bugs." + "reason": "Different regressions: Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag breakage." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Related v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." + "reason": "Different model/loading failures: cjvt/sleng-bert load issue vs Mistral tokenizer regex patch crash." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Torch dynamo tracing on Mixtral grouped_mm and template-node compilation errors are separate compilation failures." + "reason": "Different subsystems: TOKENIZER_MAPPING_NAMES add-new-model-like failure vs compiled flex_attention on torch>=2.9." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Both are loading failures, but they affect different checkpoints and likely different root causes." + "reason": "Different symptoms: perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "gguf_file API breakage and Qwen2.5-GGUF loading failure overlap in area but are not the same concrete failure." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization; not the same bug." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different model/runtime bugs." + "reason": "Different model-specific load failures for different repositories." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "gpu+cpu offload loading of dequantized models and Qwen2.5-GGUF v5 loading failure are different loading paths with different symptoms." + "reason": "Related audio area, but titles point to different failures: unsupported center arg vs _torch_extract_fbank_features issue." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression and Qwen2.5-VL rope-index temporal scaling bug are unrelated model logic issues." + "reason": "Different problems: image preprocessor/model dtype mismatch vs template compilation TypeError." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Tokenizer method conflict and notebook custom model initialization breakage are separate regressions." + "reason": "Different issues: missing fields with trust_remote_code AutoConfig vs Qwen3.5 PagedAttentionCache linear_attention crash." }, { "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Both concern loading/serialization in v5, but one is an attribute error on a model class and the other is a tokenizer load failure for a specific checkpoint." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both mention v5 loading failures, but they are different artifacts and likely different breakpoints (model vs tokenizer, different checkpoints)." - }, - { - "left": "issue:45084", - "right": "issue:45507", + "right": "issue:44488", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are not the same bug or code path." + "reason": "Different failures: missing all_tied_weights_keys on Molmo vs loading cjvt/sleng-bert." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Weight-tying bug in Mistral3ForConditionalGeneration and inconsistent lm_head serialization are related only by weights, not the same failure." + "reason": "Different training issues: TrainerState token counter not updating vs Qwen2.5-VL iterable dataset multi-image finetuning failure." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and MIMI batched-vs-single padding-mask mismatch are unrelated processor/encoder bugs." + "reason": "Different model/config bugs: T5 tokenizer special-token conflict vs Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffers filled with junk are both v5 regressions but distinct issues." + "reason": "Both Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model size mismatch are different vision-model problems." + "reason": "Both are v5 initialization regressions, but one is non-persistent buffer junk and the other is custom model initialization breaking; not the same defect." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Notebook model initialization breakage and junk-filled non-persistent buffers are separate v5 regressions, not one bug." + "reason": "Different runtime errors: Mixtral grouped_mm tracing failure vs non-template node compilation TypeError." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Generic loading noise and Mistral regex patch crash are unrelated; one is UX/noise, the other is an AttributeError in tokenizer patching." + "reason": "Different model load regressions for different checkpoints." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-input ValueError are different multimodal loading/processing failures." + "reason": "Different gguf-related failures: gguf_file compatibility vs Qwen2.5-GGUF loading on v5." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "MIMI padding-mask batching bug and DAC STE mismatch are both model correctness issues, but on different models and mechanisms." + "reason": "Different bugs: Qwen3Moe FineGrainedFP8Config failure vs Qwen3.5 paged attention linear_attention crash." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template-node compile failure are unrelated errors in different subsystems." + "reason": "Different Qwen3.5 regressions: hidden_states output issue vs still-image rope_index scaling bug." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Loading a specific BERT model and crashing in fix_mistral_regex are different tokenizer-loading failures with different roots." + "reason": "Different issues: device_map=auto dequantized offload failure vs Qwen2.5-GGUF load failure." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "torch.export export failure with torch_compilable_check and OmDet-Turbo image-size mismatch are unrelated bugs." + "reason": "Different regressions: tokenizer add_special_tokens conflict vs Jupyter custom model initialization breakage." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "_torch_extract_fbank_features and compiled flex_attention on torch>=2.9 are different low-level failures." + "reason": "Different model-specific load failures for different repositories." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Model loading failure for a checkpoint and Mistral tokenizer regex patch crash are separate issues." + "reason": "Related to tied weights, but one is Mistral3 lm_head tying and the other is device-dependent serialization; not the same bug." }, { - "left": "issue:45216", - "right": "issue:45357", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one concerns checkpoint correctness in general and the other incorrect visual-encoder keys specifically." + "reason": "Different failures: template compilation TypeError vs GraniteMoEHybrid invalid method call." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo to avoid OOM are unrelated bugs." + "reason": "Different issues: Molmo tied-weights attribute error vs est-roberta tokenizer load failure." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Weight-tying in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocab are different tied-weights problems with different triggers." + "reason": "Different audio/multimodal bugs: apply_chat_template sample-rate default vs MIMI encoder padding-mask inconsistency." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Qwen3Moe FP8 config failure and init_empty_weights unexpected _is_hf_initialized argument are separate v5 compatibility issues." + "reason": "Different symptoms in v5: custom model initialization breakage vs non-persistent buffer junk." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "AddedToken special keyword conflict and model loading failure for physical-intelligence/fast are different tokenizer/model load errors." + "reason": "Different model/processor mismatches: SigLIP2 nonsensical outputs vs OmDet-Turbo 640px vs 224px processor mismatch." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "T5 tokenizer method conflict and MobileLLM-125M key error are unrelated loading failures." + "reason": "Different regressions: Jupyter custom model initialization vs non-persistent buffer junk in v5." } ] }, @@ -3025,16 +3006,14 @@ "component_index": 2, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:33666", - "issue:35707", "issue:36032", "issue:40444", "issue:40990", @@ -3043,306 +3022,297 @@ "issue:42175", "issue:42915", "issue:43296", - "issue:43317", + "issue:43322", "issue:43377", + "issue:43404", "issue:43421", "issue:43425", - "issue:43482", - "issue:43525", "issue:43531", + "issue:43540", "issue:43582", "issue:43611", "issue:43632", - "issue:43644", - "issue:43749", - "issue:43792", + "issue:43742", "issue:43818", - "issue:43856", + "issue:43819", + "issue:44062", "issue:44079", + "issue:44220", + "issue:44265", "issue:44291", "issue:44403", + "issue:44451", "issue:44462", "issue:44479", "issue:44534", "issue:44568", "issue:44589", + "issue:44610", "issue:44683", + "issue:44756", "issue:44811", - "issue:44829", "issue:44877", - "issue:44991", - "issue:45020", + "issue:44987", "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", "issue:45325", "issue:45357", - "issue:45479", - "issue:45491", - "issue:45538", "issue:45542", "issue:45663", "issue:45812" ], "soft_pairs": [ + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:43632|issue:44756", + "issue:36032|issue:43742", "issue:43296|issue:43531", "issue:44479|issue:45325", "issue:42915|issue:44589", "issue:43611|issue:44534", - "issue:43531|issue:44877", "issue:40444|issue:45325", + "issue:43531|issue:44877", "issue:36032|issue:41720", "issue:40990|issue:44811", "issue:43425|issue:44403", - "issue:41553|issue:43582", - "issue:43632|issue:44534", "issue:44079|issue:45663", + "issue:43632|issue:44534", "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:43421|issue:44568", - "issue:43792|issue:44589", - "issue:43818|issue:45357", - "issue:43317|issue:43856", - "issue:44403|issue:44991", - "issue:44683|issue:45020", - "issue:33666|issue:40444", - "issue:43482|issue:45538", - "issue:44829|issue:45479", - "issue:35707|issue:40444", - "issue:44291|issue:44589", - "issue:44079|issue:44534", - "issue:43482|issue:43525", - "issue:43377|issue:45491", - "issue:43749|issue:44079", - "issue:43531|issue:44291", - "issue:41720|issue:45081", - "issue:43644|issue:44079" + "issue:41553|issue:43582", + "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "6ff7c7438dde47f96e0241cb4a3b1759b5f7ccc643ce45d2e56b21e49ba70db5", + "prepared_review_unit_hash": "2ca3ce531684128684cc577d6894a3cb0e17ce9c8ea0e5e8074fd79770e4981b", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37344, - "estimated_input_tokens": 9336, - "estimated_eval_tokens": 18928 + "soft_pair_count": 30, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose pile of unrelated Transformers regressions that all happen to mention v5/v5.3 loading or model behavior. Only one soft pair looks like a true duplicate: the non-persistent-buffer corruption regression.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43644 is the clearest duplicate anchor: it states the exact non-persistent-buffer corruption bug, and issue:44534 is the same regression with a slightly reworded title.", + "summary": "Mostly a heterogeneous set of transformer regressions, with a small tokenizer/save_pretrained subcluster. I only found two clear duplicate pairs; most other soft matches are related by theme but not the same underlying bug.", + "confidence": 0.59, + "canonical_issue_reason": "45812 is the best anchor: it is a concrete, high-impact AutoTokenizer v4\u2192v5 regression with silent wrong token IDs, which is the strongest representative of the tokenizer-loading subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue here because it matches the exact duplicate pair and is more specific than the other broad v5-regression reports in the set.", + "best_issue_reason": "45812 is the most representative and actionable issue in the set because it describes a broad, user-visible tokenizer regression rather than a niche model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window behavior." + "reason": "Different model families and failure modes: Llava Next load segfault vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Related vision/VL area, but different concrete bugs: broad video-input regression vs still-image position_id scaling." + "reason": "Generic loading-noise report vs a specific Mistral regex patch crash; not the same bug." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Different failure modes: FineGrainedFP8Config issue vs float8 storage lookup TypeError." + "reason": "Different audio/code paths: MIMI padding-mask mismatch vs DAC latent/STE mismatch." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Both are v5 regressions, but they describe different bugs and code paths: base_model_prefix loading vs non-persistent buffer corruption." + "reason": "FP8 configuration failure and template-node compile error are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Unrelated models and failures: sliding_window on Qwen3-MoE vs strict config blocking granite_speech." + "reason": "ScandiBERT load failure vs Mistral tokenizer backend crash; different root causes." }, { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both involve VL models, but one is multi-image IterableDataset training and the other is temporal position_id scaling." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression producing incorrect checkpoints; 45357 narrows it to wrong visual-encoder keys." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer AttributeError vs device-mapping cudaErrorAssert; no shared underlying bug." + "reason": "torch.export/torch_compilable_check issue vs processor image-size mismatch; not the same bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Different functionality: perplexity evaluation issue vs Whisper batch_decode skip_special_tokens bug." + "reason": "Different failures: loading physical-intelligence/fast vs Mistral regex patch crash." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Different issue types: torch/backend compatibility vs logging noise when loading a transformer." + "reason": "Fbank feature extraction and compiled flex_attention are unrelated code paths." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "AutoTokenizer error messaging vs Apple Silicon warmup TypeError are unrelated." + "reason": "Tied lm_head bug vs LoRA-merge-with-extended-vocab collapse; different mechanisms." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Both are v5 regressions, but they affect different internals: _is_hf_initialized flag vs non-persistent buffers." + "reason": "Both are version-related, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; not the same issue." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Different model families and bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states reconstruction." + "reason": "AddedToken keyword conflict vs model-loading regression; different bugs." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Packaging/backend installation issue vs tf backend undefined error; not the same bug." + "reason": "_is_hf_initialized regression vs Strix Halo mmap OOM workaround; unrelated." }, { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Both tokenizer-related, but one is repo tokenizer.json resolution and the other is Granite token ID regression." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizer runtime behaviors: post-processor update vs add_special_tokens not adding BOS/EOS." - }, - { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Whisper runtime failure vs float8 storage object error; unrelated." + "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM-125M key error; different failures." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Different Video-LLaVA/Qwen3.5 issues: missing temporal attention/shared weights vs wrong visual encoder keys on save_pretrained." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window issue are unrelated." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Different loading/offload and training-memory problems; same broad area only." + "reason": "Same broad Qwen video/temporal area, but 44479 is a multi-model video-input regression while 45325 is a specific still-image rope-index bug; not clearly one bug." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Loading noise vs tokenizer loading failure for a specific model; not duplicates." + "reason": "FineGrainedFP8Config failure vs missing Float8 storage type; different symptoms and code paths." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Torch >=2.9 compiled flex_attention failure is unrelated to remote_code model breakage." + "reason": "base_model_prefix load break vs non-persistent buffer junk; distinct regressions." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Both mention multi-image training, but they are different model-specific failures with different setups." + "reason": "Multiple-images-per-prompt fine-tuning failure is not the same as the Qwen2.5-VL rope-index scaling bug." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length bug; different issues." + "reason": "Qwen3-MoE sliding_window issue and granite_speech strict-config loading are unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Both are training/classification-related, but one is flash_attention_3 degeneration and the other is single-label zero-loss behavior." + "reason": "Tokenizer loading conflict vs auto device-mapping CUDA assert; different layers." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Different generation/training contexts and different bugs." + "reason": "High perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError vs float8 storage lookup error; different code paths." + "reason": "Torch version incompatibility vs noisy transformer-loading message; not the same underlying bug." }, { "left": "issue:44079", - "right": "issue:44534", + "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer corruption." + "reason": "ModelOutput key assignment issue vs Gemma-4 shared_kv_states KeyError; different code paths." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Different models and failures: Qwen2.5-GGUF loading vs Llama4Config missing pad_token_id." + "reason": "Different v5 regressions with different failure surfaces." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Both involve batching, but one is MIMI padding-mask mismatch and the other is Gemma3 NaN embeddings with sliding-window attention." + "reason": "Both involve TensorFlow/backend packaging, but the reported failures differ enough that they do not look like one bug." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage vs ModelOutput key assignment; not the same bug." + "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json while the other is producing wrong Granite token IDs; not enough evidence of a single root cause." }, { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs init_empty_weights argument mismatch are unrelated." + "left": "issue:43421", + "right": "issue:44568", + "accept": true, + "reason": "Both point to the same special-token/post-processor regression: runtime special-token changes not reflected, causing BOS/EOS insertion to fail." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "cudaErrorAssert on auto device mapping vs Mistral regex patch crash; unrelated." + "reason": "Bad AutoTokenizer error for Voxtral vs Apple Silicon caching_allocator_warmup TypeError; unrelated." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Non-persistent buffer corruption and ModelOutput key assignment are different bugs." + "reason": "Video-LLaVA temporal-attention issue vs Qwen3.5 save_pretrained regression; different models and bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the verdicts are conservative. The two accepted pairs both plausibly describe the same underlying tokenizer/post-processor and save_pretrained regressions, while the remaining soft matches are appropriately rejected as only theme-level similarities rather than clearly shared bugs. The canonical anchor on 45812 is also defensible given the issue set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3351,69 +3321,85 @@ "component_index": 2, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:34634", + "issue:33666", "issue:35707", - "issue:39692", "issue:40444", - "issue:40990", "issue:41720", "issue:42175", "issue:42915", - "issue:43262", "issue:43296", "issue:43317", "issue:43377", "issue:43454", "issue:43482", - "issue:43550", - "issue:43572", - "issue:43606", + "issue:43525", + "issue:43531", "issue:43611", "issue:43632", + "issue:43644", "issue:43646", "issue:43701", - "issue:43746", + "issue:43749", "issue:43792", - "issue:43819", - "issue:43873", - "issue:43881", + "issue:43856", "issue:43957", "issue:43994", - "issue:44186", + "issue:44079", "issue:44265", "issue:44291", "issue:44387", + "issue:44403", "issue:44466", "issue:44479", - "issue:44488", - "issue:44610", + "issue:44534", + "issue:44589", "issue:44617", - "issue:44877", + "issue:44683", + "issue:44829", "issue:44898", + "issue:44991", + "issue:45020", "issue:45072", + "issue:45081", "issue:45325", "issue:45381", - "issue:45584", - "issue:45701", - "issue:45759", + "issue:45479", + "issue:45491", + "issue:45538", "issue:45800", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:41720|issue:45081", + "issue:43644|issue:44079", + "issue:43531|issue:44291", "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:43632|issue:45072", - "issue:42175|issue:43296", "issue:43611|issue:43646", + "issue:42175|issue:43296", "issue:45325|issue:45381", "issue:43994|issue:44898", "issue:43454|issue:44466", @@ -3422,260 +3408,233 @@ "issue:42915|issue:43482", "issue:44387|issue:44617", "issue:43296|issue:45800", - "issue:43881|issue:44488", "issue:43701|issue:45325", - "issue:44479|issue:45823", - "issue:44291|issue:44877", - "issue:40990|issue:45584", - "issue:43262|issue:43746", - "issue:43606|issue:44265", - "issue:43873|issue:45701", - "issue:34634|issue:35707", - "issue:44186|issue:44265", - "issue:43317|issue:43873", - "issue:35707|issue:41720", - "issue:43606|issue:43819", - "issue:43454|issue:43550", - "issue:41720|issue:45823", - "issue:43377|issue:44610", - "issue:43454|issue:45072", - "issue:43377|issue:44898", - "issue:39692|issue:40444", - "issue:43572|issue:45759" + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "c481fa17b918d210e1a269406a3fe363b4d506586cb9a25b43bde2e3f48b3d11", + "prepared_review_unit_hash": "c0d9bb2f363883ea908eb506ee1c3293ff92ad182cdda4308a04051d026f5aee", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37524, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "soft_pair_count": 31, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a grab-bag of unrelated issues; the soft pairs mostly share only broad subsystem or keyword similarity, not the same concrete bug or change. I would not merge any of the candidate pairs.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports. Only one soft edge looks like a true duplicate-style match: the Qwen2.5-VL position-id/rope-index bug across still-image and video inputs. Everything else is adjacent at best, but not the same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report in the cluster: it names the concrete `get_rope_index` path and the specific bad scaling behavior, making it the best representative of the shared Qwen2.5-VL position-id bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45325 is the best global issue candidate because it is the most concrete, actionable, and root-cause-oriented report among the items; it also subsumes the related video-input symptom reported in issue:45381.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both touch Qwen2.5-VL multimodal inputs, but one is about multiple images in finetuning while the other is about video vision_position_ids; different failures and code paths." + "reason": "Different failures: device-map/offload loading vs training-time memory inefficiency." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "torch.export/torch_compilable_check export failure is unrelated to bf16 dtype mismatch in inference." + "reason": "Whisper runtime failure and float8 storage lookup error are unrelated code paths." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "_is_hf_initialized flag breakage is a model-loading/init issue, not the same as the bfloat16 dtype mismatch." + "reason": "Torch>=2.9 flex_attention compile failure is not the same as remote_code loading breakage." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Packaging/backend inclusion for pip install is unrelated to a PaddleOCR-VL load failure in vLLM." + "reason": "Multi-GPU training and multi-image iterable-dataset finetuning are different bugs." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Both are Transformers 5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same bug." + "reason": "Loading noise and tokenizer load failure do not share the same underlying defect." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both involve Qwen2.5-VL positional IDs, but one is still-image temporal scaling and the other is video vision_position_ids; too different to treat as duplicates." + "reason": "Flash-attention training degeneration and num_labels=1 zero-loss behavior are separate classification issues." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Different models and different symptoms; one is SigLIP2 AutoModel/pipeline output quality, the other is Perceiver non-default resolution handling." + "reason": "GGUF/v5 load regression and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Both mention lm_head tying, but one is a missing weight-tying bug causing bad generation and the other is inconsistent serialization behavior depending on device." + "reason": "inputs_embeds/past_key_values generation bug is not the same as Qwen2.5-VL multi-image dataset failure." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Qwen2.5-VL positional-ID regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal regressions." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Whisper runtime failure is not the same concrete issue as meta-device loading breakage." + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are distinct errors." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different model families and different loading/quantization paths; no shared concrete bug." + "reason": "`_is_hf_initialized` init argument handling and float8 storage resolution are unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Generic CUDA OOM on a video model is not the same as the int4 quantization reserved-memory regression." + "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are different model-specific bugs." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "A specific PaddleOCR-VL/vLLM load failure is unrelated to a torch/Transformers version incompatibility." + "reason": "FSDP CPU RAM-efficient loading is not the same as ModelOutput key handling." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Both are model-loading complaints, but they concern different models and no shared failure mode is evident." + "reason": "CUDA assert under auto device mapping and Mistral tokenizer regex patch failure are unrelated." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/index position-ID handling." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regression classes." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Video-input regression in Qwen VL models is not the same as Gemma4 PLE device-mismatch during forward." + "reason": "Qwen3-MoE sliding_window behavior does not match the init_empty_weights `_is_hf_initialized` error." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both are v5 config/init-related, but the unexpected _is_hf_initialized argument issue is distinct from strict granite_speech config loading." + "reason": "Multi-image training failure is not the same bug as Qwen2.5-VL video position_ids being wrong." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Extremely high perplexity on one language model is unrelated to Whisper empty-transcription generation failure." + "reason": "torch.export/torch_compilable_check failure and dtype mismatch in bf16 inference are different issues." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + "reason": "`_is_hf_initialized` flag regression and bf16 dtype mismatch are unrelated." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures from torch_compilable_check." + "reason": "Base-model-prefix loading regression and custom model initialization regression are adjacent but not the same code-path bug." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to tokenization changes across versions." + "reason": "Packaging/backend omission and PaddleOCR-VL load failure are unrelated." }, { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are entirely different bugs." + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL position-id/rope-index regression in 5.3.0; one is the still-image manifestation and the other is the video-input manifestation." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to export failures." + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model-specific bugs." }, { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Both mention offloading with quantization, but one is a specific device_map loading failure and the other is a broad offloading regression; not enough to prove the same bug." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping cudaErrorAssert." - }, - { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are different model-path bugs." + "reason": "Missing lm_head tie and inconsistent serialization of tied weights are related in theme but not the same concrete bug." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Weight-tying/serialization bugs are unrelated to torch.compile SDPA failures." + "reason": "Qwen2.5-VL position-id bug and Kosmos2.5 long-OCR index error are unrelated." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Both are device-map/forward failures, but they affect different models and likely different code paths." + "reason": "Whisper runtime failure and meta-device model loading breakage do not share the same root cause." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Padding-mask batch inconsistency in MIMI is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF v5 loading failure are different incompatibilities." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "lm_head weight tying is unrelated to bfloat16 dtype mismatches." + "reason": "Int4 quantization memory growth and Sam3Video OOM are not the same bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Different models and different shape-handling issues; no shared concrete defect." + "reason": "PaddleOCR-VL/vLLM loading regression and torch 2.4.1 vs transformers 5.8 incompatibility are unrelated." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Documentation/example problems and quantization failure for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image prompts." + "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are different failures." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a distinct config regression from Qwen composite-config text_config unwrapping." + "reason": "Qwen video-input regression and Gemma4 device mismatch are unrelated model-path bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The one accepted duplicate-style pair (45325/45381) is well supported by the titles, while the other rejections avoid overclaiming shared root cause from weak or only thematic similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3684,317 +3643,324 @@ "component_index": 2, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:36331", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", "issue:40990", "issue:41720", "issue:42617", "issue:42915", - "issue:43295", + "issue:43262", "issue:43296", "issue:43317", "issue:43322", + "issue:43377", "issue:43404", - "issue:43450", "issue:43454", "issue:43526", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", + "issue:43746", "issue:43749", - "issue:43792", + "issue:43819", "issue:43873", "issue:43881", "issue:43883", "issue:44008", "issue:44186", - "issue:44387", - "issue:44423", + "issue:44265", + "issue:44291", "issue:44466", - "issue:44479", + "issue:44488", "issue:44534", "issue:44610", - "issue:44683", - "issue:44756", "issue:44877", "issue:44898", - "issue:44918", "issue:44977", "issue:44991", "issue:45072", - "issue:45081", "issue:45357", - "issue:45406", + "issue:45584", "issue:45632", "issue:45684", "issue:45701", - "issue:45704", - "issue:45812", + "issue:45759", "issue:45823" ], "soft_pairs": [ + "issue:43881|issue:44488", + "issue:44291|issue:44877", + "issue:43262|issue:43746", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:43317|issue:43873", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:39692|issue:40444", "issue:43526|issue:43883", "issue:43749|issue:44534", - "issue:43881|issue:44991", "issue:44466|issue:45357", - "issue:43296|issue:44877", "issue:43454|issue:43720", - "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:43881|issue:44991", "issue:41720|issue:43322", "issue:41720|issue:44977", "issue:44008|issue:45823", "issue:40990|issue:45701", - "issue:45632|issue:45684", "issue:43404|issue:45357", + "issue:45632|issue:45684", "issue:42617|issue:42915", "issue:44186|issue:45072", - "issue:43577|issue:43708", - "issue:44387|issue:45704", - "issue:43873|issue:44756", - "issue:44423|issue:45406", - "issue:44877|issue:44991", - "issue:36331|issue:42617", - "issue:36331|issue:42915", - "issue:43450|issue:45701", - "issue:43550|issue:43720", - "issue:44610|issue:44898", - "issue:44186|issue:44610", - "issue:44479|issue:44918", - "issue:42915|issue:43317", - "issue:41720|issue:42617", - "issue:43550|issue:43606", - "issue:45081|issue:45812", - "issue:43295|issue:45701" + "issue:43577|issue:43708" ], - "prepared_review_unit_hash": "a8a75d2178fdbd3592ae5c485596274578ef9341d9bc696e1ef17638088fb7ba", + "prepared_review_unit_hash": "2b6746cb107cabd6e0d90573ac11268789abf6c176cae4f600cc6a3673b210a8", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37484, - "estimated_input_tokens": 9371, - "estimated_eval_tokens": 18998 + "soft_pair_count": 33, + "serialized_chars": 37824, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: trainer API regressions, tokenizer issues, model-loading/offload bugs, and unrelated model-specific failures. The soft pairs are mostly thematic overlaps rather than true duplicates, so no pair should be merged as the same underlying issue.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items cover distinct bugs across training, tokenization, loading/offload, and model-specific runtime paths.", + "summary": "These items are mostly unrelated, model-specific bug reports rather than one duplicate cluster. The closest overlaps are around loading/offloading/device-map behavior, but each still points to a different concrete failure path, so no soft pair should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime bug report here: it has the most discussion/inbound references and covers offloading + quantization, which is the closest shared theme among the nearby device/offload reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the broadest open report with multiple references, but it still is not a safe canonical for the rest of this heterogeneous set.", + "best_issue_reason": "issue:43873 is the best single anchor for triage because it is broad, actively discussed, and most likely to absorb related offloading regressions if any existed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + "reason": "Both are loading failures, but one is a specific multimodal model load crash and the other is a tokenizer/model compatibility problem for a different model." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Different mechanisms: broken FSDP CPU-efficient loading vs non-persistent buffer initialization junk." + "reason": "Different failure points: unexpected _is_hf_initialized arg in init_empty_weights vs strict config rejection for granite_speech." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Different symptoms and code paths: GLM-4V load failure vs tokenizer loading regression for est-roberta." + "reason": "Both involve audio-related models, but one is apply_chat_template sampling-rate defaulting and the other is local checkpoint loading with PEFT adapters." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both involve tied/serialized lm_head weights, but one is generic v5 serialization/device behavior and the other is a Qwen3.5 visual encoder save regression." + "reason": "Device-mismatch CPU offload for Bark-small is unrelated to torch.export failures with torch_compilable_check." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Model loading failures, but one is PaddleOCR-VL in vLLM and the other is strict config parsing for granite_speech." + "reason": "Perplexity regression on gpt-oss is not the same as Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Both mention weight handling, but AyaVision lm_head tying and BitNet packed-weight unpacking are separate bugs." + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different code paths and symptoms." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Whisper model loading failure is unrelated to compiled flex_attention failing on torch >= 2.9." + "reason": "Offloading/quantization behavior is a different problem from version-dependent tokenization changes." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both are CUDA crashes, but one is Qwen3 auto device mapping and the other is Llava Next loading segfaults." + "reason": "Tokenizer padding/truncation crash is unrelated to export-time torch_compilable_check behavior." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Different Qwen3-family failures: cudaErrorAssert during device mapping vs flash-attention generation bug." + "reason": "Both mention offload/device_map, but one is dequantized-model loading on gpu+cpu offload and the other is a broader quantization/offloading issue." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both are Gemma-family, but one is a variable-name collision in forward() and the other is a device mismatch in PLE during forward." + "reason": "inputs_embeds/past_key_values generation bugs and Qwen3 auto device-map cuda asserts are distinct failures." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Both discuss tokenizer/tokenization, but one is perplexity quality on a specific model and the other is a broad tokenization-version change report." + "reason": "CPU offload device mismatch and DAC.from_latents missing STE are unrelated model behaviors." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Both concern save/load workflows, but cache-path collisions and read-only permission propagation are unrelated." + "reason": "Tied lm_head weights and torch.compile SDPA failures are different bugs in different models." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Both touch weight tying in multimodal models, but Mistral3 lm_head tying and Qwen3.5 visual encoder save keys are distinct." + "reason": "Both are device_map issues, but they involve different models and different symptoms: cudaErrorAssert vs forward-time device mismatch." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Both are runtime failures, but 3d_parallel.py execution and Qwen3Moe FineGrainedFP8Config errors are separate problems." + "reason": "MIMI padding-mask batching bug is not the same as OmDet processor/model resolution mismatch." }, { - "left": "issue:44186", + "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Both are dtype/processing-related, but tokenizer crashes and dtype mismatches in CI are not the same bug." + "reason": "Weight tying and dtype mismatch regressions are different failure classes." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "BLIP2 dtype propagation and Trainer resume/max_steps calculation are unrelated." + "reason": "Missing padding-mask support and Perceiver resolution/interpolate_pos_encoding are unrelated bugs." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Different memory issues: int4 quantization OOM in Transformers v5 vs apex FusedRMSNorm memory leak in T5." + "reason": "One is a missing pad_token_idx config field; the other is from_config not unwrapping text_config for composite multimodal configs." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Both relate to offloading/memory, but quantization offload behavior and Strix Halo mmap OOM are not the same failure." + "reason": "Both are multimodal, but one is a SigLIP2 docs/model-processor mismatch and the other is Qwen2.5-VL fine-tuning with multi-image IterableDataset." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Different serve-path crashes: multimodal continuous batching vs Gemma4Processor missing _tokenizer." + "reason": "BEiT image label reduction and Molmo missing all_tied_weights_keys are unrelated implementation bugs." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Strict config loading and tokenizer loading regressions are separate issues." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same bug." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Trainer compute_loss API breakage is unrelated to the 3d_parallel.py execution failure." + "reason": "Both involve serialization, but one is lm_head.weight device-dependent serialization and the other is incorrect visual encoder keys for Qwen3.5 save_pretrained." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Unexpected num_items_in_batch kwarg in Trainer is unrelated to Qwen3Moe FP8 loading/runtime failure." + "reason": "Tied-weight handling in a vision-language model is not the same as unpacking packed weights during accelerate loading." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43296", + "right": "issue:44877", "accept": false, - "reason": "Video processor batch-shape bug and broad tokenization-change report are not the same code-path." + "reason": "PaddleOCR-VL load failure in vLLM and strict granite_speech config loading are different model-specific issues." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both involve model loading/compile paths, but torch.compile SDPA failure for Bamba and BitNet packed-weight unpacking are separate." + "reason": "A multimodal model load failure and a tokenizer-loading regression for est-roberta do not share the same code path." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Perceiver non-default-resolution failure." + "reason": "Qwen3 auto device-map cuda assert and Llava Next segfaults are different models and different failure modes." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "NER/batched-padding tokenizer crash and OmDet processor resolution mismatch are different processor bugs." + "reason": "Same model family, but the bugs differ: auto device mapping crash vs flash-attention generation behavior." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Video-input regression in v5.3.0 and unpacking Qwen3.5 embeddings with TRL SFT trainer are different failures." + "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and device_map=auto dequantized offload failure are separate loading paths." + "reason": "Perplexity anomaly and tokenization changes are not the same underlying defect." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "CUDA assert on Qwen3 auto mapping is unrelated to not being able to run 3d_parallel.py." + "reason": "lm_head weight tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both mention offload/compile-ish behavior, but Bamba SDPA torch.compile failure and Bark CPU-offload device mismatch are not the same bug." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation from save_pretrained are separate filesystem issues." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer patch crash on Mistral and Granite token ID regression are separate tokenizer bugs." + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure in Qwen3Moe are unrelated." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is not the same as dtype mismatches in inference." + }, + { + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Processor.tokenizer regression is a custom model API break, not the same as a general tokenization-change report." + "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint step-count calculation are different subsystems and bugs." } ] }, @@ -4010,299 +3976,311 @@ "component_index": 2, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:30064", "issue:33357", - "issue:34567", "issue:34634", "issue:35707", "issue:36010", + "issue:36331", "issue:41720", "issue:42617", "issue:42915", + "issue:43295", "issue:43316", + "issue:43317", "issue:43322", "issue:43388", "issue:43421", + "issue:43450", "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43572", "issue:43606", - "issue:43653", "issue:43720", - "issue:43746", "issue:43782", "issue:43873", "issue:43881", - "issue:43927", "issue:44186", "issue:44361", - "issue:44492", - "issue:44509", - "issue:44514", - "issue:44545", - "issue:44625", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", "issue:44671", "issue:44743", - "issue:44779", + "issue:44756", + "issue:44877", + "issue:44898", "issue:44913", + "issue:44918", + "issue:44991", "issue:45059", + "issue:45081", "issue:45161", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", "issue:45704", - "issue:45759", - "issue:45812", - "issue:45859" + "issue:45812" ], "soft_pairs": [ + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", "issue:43316|issue:44913", - "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43295|issue:45701", "issue:44671|issue:44743", + "issue:43526|issue:43881", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:43421|issue:45812", - "issue:36010|issue:42617", "issue:43540|issue:43782", + "issue:36010|issue:42617", "issue:44186|issue:44361", "issue:42915|issue:43322", "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:43421|issue:45701", "issue:30064|issue:34634", - "issue:33357|issue:35707", - "issue:44492|issue:44509", - "issue:44779|issue:45812", - "issue:41720|issue:43746", - "issue:43606|issue:43720", - "issue:43873|issue:45704", - "issue:43550|issue:43653", - "issue:44514|issue:44545", - "issue:44625|issue:45479", - "issue:43531|issue:45759", - "issue:43606|issue:43653", - "issue:34634|issue:41720", - "issue:43421|issue:43927", - "issue:34567|issue:35707", - "issue:45759|issue:45859" + "issue:33357|issue:35707" ], - "prepared_review_unit_hash": "e228b4a92d1421e73aec5cbfaf7bc6e457f861209adf96852e8bbb918b667c8e", + "prepared_review_unit_hash": "e7c50f2b9dea5fbea9a915713f01ab4c1c2b44a72409d4fa21e62be09be38d2f", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35682, - "estimated_input_tokens": 8921, - "estimated_eval_tokens": 18098 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36878, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: config, tokenizer, generation, serving, and model-loading bugs across different model families. Only one clear duplicate pair stands out: the two Qwen2_5_VLProcessor apply_chat_template crash reports.", + "summary": "This cluster is mostly noise: the issues cover unrelated models, processors, tokenizers, config bugs, and serving/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", "confidence": 0.95, - "canonical_issue_reason": "issue:44514 is the earlier and clearer report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash as issue:44545.", + "canonical_issue_reason": "issue:43873 is the closest thing to an umbrella issue because it is broad, has the most inbound references, and centers on offloading/quantization behavior, but it still does not actually subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best canonical issue candidate because it cleanly represents the only confirmed duplicate pair and has the more stable, complete report.", + "best_issue_reason": "issue:43873 is the best representative only in the loose sense of being broad and high-signal; the rest are distinct, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Different bugs: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Both are offloading-related, but one is a quantization/offload behavior report and the other is a Strix Halo mmap/OOM workaround; different root causes." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Unrelated issues affecting different models/components: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." + "reason": "Int4 quantization OOM from Transformers 5.x is not the same bug as a T5 apex.FusedRMSNorm memory leak." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Different model-path failures: CamemBERT masked LM regression vs Qwen3.5 recurrent state reset in cache logic." + "reason": "Both affect serving multimodal models, but the failures are different AttributeErrors in different processor paths." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both involve Qwen/MoE, but the concrete failures differ: device-mapping cudaErrorAssert vs tensor-parallel not working." + "reason": "One is strict config loading for granite_speech; the other is tokenizer loading regression for est-roberta." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Distinct config/runtime bugs in different models: Qwen3-MoE sliding_window vs StableLmConfig pad_token_idx." + "reason": "A Trainer compute_loss signature change is unrelated to a 3d_parallel.py execution failure." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is wrong Granite token IDs; not the same bug." + "reason": "CustomTrainer kwarg incompatibility is unrelated to Qwen3MoE FineGrainedFP8 loading." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Completely different problems: GenerationMixin import error vs inability to run 3d_parallel.py." + "reason": "torch.compile+SDPA on Bamba is a different code path than packed-weight unpacking during accelerate loading." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bugs are unrelated to a tokenizer/version regression." + }, + { + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Different multimodal model failures: Qwen3OmniMoe video input ValueError vs Qwen3VL weight_only/from_pretrained error." + "reason": "Both involve image sizes, but the model/preprocessing failures are different and not the same defect." }, { "left": "issue:44186", - "right": "issue:44361", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and OmDet-Turbo resolution mismatch are distinct tokenizer vs image-processor bugs." + }, + { + "left": "issue:44479", + "right": "issue:44918", "accept": false, - "reason": "Both tokenizer issues, but they affect different tokenizers and failure modes; not the same underlying bug." + "reason": "A video-input regression in several Qwen VL models is not the same as unpacking Qwen3.5 embeddings with TRL SFT." }, { "left": "issue:42915", - "right": "issue:43322", + "right": "issue:43317", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 config failure vs Llava Next segmentation fault on load." + "reason": "These are separate loading failures: one is Qwen3MoE FP8 config, the other dequantized model offload with device_map=auto." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Different subsystems and symptoms: gather_for_metrics label truncation vs SAM3 PCS text/bbox behavior." + "reason": "torch.compile SDPA failure and CPU-offload device mismatch are different runtime bugs." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Different serve/runtime failures: Gemma4Processor missing _tokenizer vs Qwen3.5-0.8B streaming chat/completions issue." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to a 3d_parallel.py failure." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "The latter is a broad version-dependent tokenization regression, not the same specific special-token post-processor bug." + "reason": "Config API discrepancy for Gemma3TextConfig is not the same bug as GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Both mention processors, but the affected processors and bugs are unrelated." + "reason": "Mistral regex patch crash and Granite token-ID regression are different tokenizer problems with different failure modes." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "No concrete overlap: MacOS bus error with CLIP vs progressive generation with inputs_embeds/past_key_values." + "reason": "Processor.tokenizer regression and version-dependent tokenization changes are not the same underlying issue." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Typo in cache strategies is unrelated to docs mentioning removed pipeline tasks." + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset are unrelated model bugs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different model families and different failure mechanisms." + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are not the same issue." }, { "left": "issue:41720", - "right": "issue:43746", + "right": "issue:45161", "accept": false, - "reason": "Different issues: Qwen3 auto device mapping crash vs GraniteSpeech PEFT local checkpoint loading failure." + "reason": "These are both Qwen3-family, but one is device-map CUDA assert and the other is tensor-parallel not working for GPT-OSS MoE." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both involve loading/offload paths, but the concrete bugs differ: CPU offload device mismatch vs packed BitNet weights not unpacked." + "reason": "Sliding-window behavior in Qwen3-MoE and a missing pad_token_idx in StableLmConfig are separate config/model bugs." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "Completely different areas: torch.compile/SDPA failure vs tokenizer special-token registration." + "reason": "Runtime post-processor updates for special tokens are a different tokenizer behavior than Granite token-ID misgeneration." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; these are duplicates." + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input validation errors and weight_only load errors are different failure surfaces." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Related to num_labels, but one is config propagation in Qwen3.5 and the other is a generic zero-loss training bug; not the same issue." + "reason": "GenerationMixin import failure is unrelated to a 3d_parallel.py runtime problem." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Both involve Qwen3 variants, but one is sliding_window behavior and the other is config unwrapping in from_config." + "reason": "Two different tokenizer failures on different models and tasks; no shared concrete bug." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "No shared underlying bug: CPU offload device mismatch vs BigBirdTokenizer mask-token registration." + "reason": "Qwen3MoE FP8 loading and Llava Next segfault are separate model-loading failures." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Different model families and failure modes; nothing indicates the same bug." + "reason": "Metric-gathering label truncation and SAM3 text+box odd behavior are different subsystems and bugs." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "One is runtime tokenizer post-processing; the other is config save/load losing custom token IDs." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different serving issues." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Training-state accounting bug vs generation behavior bug; unrelated." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Both are Qwen3.5-related, but one is composite config handling and the other is CPU-offload incompatibility in rotary embedding; distinct fixes." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet supports a mostly heterogeneous cluster with only one clearly confirmed duplicate pair (issue:44514 / issue:44545). The soft-edge rejections are conservative and stay within the evidence from titles/bodies. Minor caution: phrases like \"more stable, complete report\" are not directly evidenced in the packet, but they do not materially affect the clustering judgment." - }, - "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 }, @@ -4311,45 +4289,45 @@ "component_index": 2, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:30064", - "issue:36010", + "issue:34567", + "issue:34634", + "issue:35707", "issue:39692", - "issue:40444", "issue:41720", "issue:42886", - "issue:42915", "issue:43381", "issue:43421", - "issue:43525", "issue:43531", - "issue:43540", - "issue:43596", + "issue:43550", + "issue:43606", "issue:43653", + "issue:43720", "issue:43746", "issue:43782", "issue:43844", "issue:43873", - "issue:43994", - "issue:44008", + "issue:43927", "issue:44062", "issue:44077", "issue:44186", - "issue:44220", "issue:44368", "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", "issue:44589", "issue:44610", "issue:44625", - "issue:44661", - "issue:44671", + "issue:44779", "issue:44843", "issue:44898", "issue:44918", @@ -4358,255 +4336,258 @@ "issue:44991", "issue:45042", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", "issue:45381", + "issue:45479", "issue:45588", "issue:45704", "issue:45759", + "issue:45812", "issue:45859" ], "soft_pairs": [ - "issue:44451|issue:44991", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:43421|issue:43927", + "issue:34567|issue:35707", "issue:44368|issue:45357", - "issue:44898|issue:45072", "issue:43782|issue:45381", - "issue:43531|issue:44589", + "issue:44451|issue:44991", + "issue:44898|issue:45072", "issue:44077|issue:44625", "issue:44987|issue:45042", "issue:44062|issue:44451", + "issue:43531|issue:44589", "issue:43421|issue:43653", + "issue:45759|issue:45859", "issue:44918|issue:44936", "issue:45588|issue:45759", "issue:39692|issue:44610", "issue:43381|issue:43844", "issue:42886|issue:44843", - "issue:43421|issue:44186", - "issue:43994|issue:44671", - "issue:43525|issue:43531", - "issue:45704|issue:45859", - "issue:45081|issue:45356", - "issue:41720|issue:45704", - "issue:43596|issue:44220", - "issue:39692|issue:43873", - "issue:43746|issue:43873", - "issue:42915|issue:45759", - "issue:40444|issue:43746", - "issue:43746|issue:45381", - "issue:44220|issue:44661", - "issue:43540|issue:44008", - "issue:30064|issue:36010" + "issue:43421|issue:44186" ], - "prepared_review_unit_hash": "d307e2304c3faaef1c71c358b8dcb7b6bc21a303703bc1dc293f01510f8e4c94", + "prepared_review_unit_hash": "f741ed75461dcd30bfbb2a739816065028b53d7f784e58da0dca8e6085bf85dc", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36092, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "serialized_chars": 36034, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bugs across different models, tokenizers, quantization/offload paths, and docs/examples. None of the soft pairs look like the same underlying fix, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No clear canonical issue: the items span many distinct code paths and model families, so there is no single issue that cleanly represents the cluster.", + "summary": "This cluster is mostly a set of unrelated, similarity-only false positives across tokenizer, model-loading, and training issues. The only clear duplicate pair is the Qwen2_5_VLProcessor batched `apply_chat_template` crash with `padding=False`.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44545 is the clearest representative of the true duplicate pair: it states the exact Qwen2_5_VLProcessor batched-input crash with `padding=False` and matches issue:44514.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative; even the closest-looking pairs differ by model, failure mode, or subsystem.", + "best_issue_reason": "issue:44545 is the best issue to keep as the canonical anchor because it cleanly names the concrete failure mode and is an exact duplicate of issue:44514.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Both are tokenizer/model loading problems, but they affect different models and failure modes; not the same bug." + "reason": "Different docs-only changes: a typo fix in cache strategies vs obsolete pipeline-task mentions." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "One is a tie_word_embeddings warning during LoRA fine-tuning; the other is incorrect visual-encoder keys being saved. Different issues." + "reason": "Different bugs and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Both involve vision/inference, but one is a positional-encoding image-size bug and the other is a bfloat16 dtype mismatch." + "reason": "Both involve loading/offload, but one is Bark CPU device mismatch and the other is BitNet packed-weight unpacking." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Different Qwen variants and different failures: weight_only loading error vs wrong video vision_position_ids." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; no clear same underlying defect." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the Float8 storage lookup error." + "reason": "Unrelated: torch.compile/SDPA model failure vs BigBirdTokenizer special-token decode issue." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "One is about optional post_init in patchtsmixer; the other is num_labels propagation in Qwen3.5 configs." + "reason": "Different subsystems: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." }, { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Different subsystems: loading a specific model on 5.1.0 vs PIL image processors incorrectly requiring torchvision." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when `padding=False`." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "AddedToken keyword collision is unrelated to the model-loading failure in EMBEDDIA/est-roberta." + "reason": "Both mention classification settings, but one is config propagation and the other is a zero-loss problem across models." }, { - "left": "issue:43421", + "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is tokenizer registration/empty decode behavior." + "reason": "Different issues: Bark CPU offload device mismatch vs tokenizer mask-token registration/decode behavior." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "TRL embedding unpacking after SFT is unrelated to trainer.evaluate() failing after train()." + "reason": "Qwen3-MoE sliding-window behavior and multimodal config unwrapping are distinct bugs." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different code paths: flash-attention sink handling vs from_config not unwrapping text_config for composite Qwen models." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Both are vision-related, but they concern different models and different mismatches (docs/quantization vs processor input size)." + "reason": "Both are token-related, but one is runtime special-token post-processing and the other is save/load custom token IDs." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient explosion are separate training bugs." + "reason": "TrainerState metric updating and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both touch offline hub behavior, but one is cache loading and the other is an unconditional model_info() call in mistral regex patching." + "reason": "Different Qwen issues: a warning about tied embeddings vs incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Special-token post-processor updates are not the same as LayoutLMv2 tokenizer crashes on NER padding/truncation." + "reason": "Different Qwen multimodal failures: weight_only loading error vs wrong video vision_position_ids." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different models and symptoms: SigLIP2 bad outputs vs CamemBERT masked-LM prediction regression." + "reason": "Both are model/tokenizer loading failures, but the affected models and failure modes differ." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Perceiver image-size handling and dtype mismatch in bfloat16 inference are unrelated." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "T5 apex memory leak and Qwen3_5Moe CPU offload incompatibility are different problems." + "reason": "PatchTSMixer post-init validation and Qwen3.5 num_labels propagation are distinct configuration bugs." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Both concern tokenizer patching/regression, but one is a crash in _patch_mistral_regex and the other is Kimi-K2.5 codec handling." + "reason": "Different problems: loading a specific model vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Qwen3 auto device mapping cuda asserts and T5 apex RMSNorm memory leak are unrelated." + "reason": "AddedToken constructor error and ScandiBERT loading failure do not point to the same root cause." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel indexing error is unrelated to the fbank feature extraction issue." + "reason": "Qwen3-MoE sliding_window and missing Float8 storage type are unrelated." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "SigLIP2 docs/quantization issues are not the same as quantized offloading not working as expected." + "reason": "Same broad tokenizer area, but runtime post-processor updates and BigBird mask-token registration are different defects." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is a different bug from quantization/offloading behavior." + "reason": "Different Qwen 3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embedding." }, { - "left": "issue:42915", - "right": "issue:45759", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both are Qwen config-related, but one is FP8Config failure and the other is from_config handling of composite multimodal configs." + "reason": "Different trainer failures: embedding unpacking in SFT vs evaluate-after-train regression." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Multiple-image Qwen2.5-VL finetuning failure and GraniteSpeech adapter loading are unrelated." + "reason": "Flash-attention sinkless-model crash and Qwen config unwrapping are unrelated." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Different models and paths: PEFT adapter loading vs Qwen2.5-VL video position IDs." + "reason": "Both are processor/model mismatch issues, but the affected models and incorrect image sizes are different." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Audio fbank feature extraction is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are different training behaviors." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward variable collision are different bugs." + "reason": "Both involve offline/tokenizer loading, but one is cache fallback and the other is an unconditional model_info() call in a Mistral patch." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Void segmentation map processing and GenerationMixin import failure are completely unrelated." + "reason": "TokenizersBackend special-token updates and LayoutLMv2Tokenizer NER/padding crashes are distinct bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted duplicate pair (issue:44514 / issue:44545) is strongly supported by the titles. The remaining soft-edge verdicts stay conservative and do not overclaim duplicate status from similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4615,68 +4596,81 @@ "component_index": 2, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ + "issue:30064", + "issue:36010", "issue:39692", + "issue:40444", + "issue:41720", + "issue:42915", "issue:43295", "issue:43322", "issue:43335", "issue:43421", + "issue:43525", "issue:43531", "issue:43540", "issue:43550", "issue:43577", + "issue:43596", "issue:43618", "issue:43643", - "issue:43644", "issue:43653", "issue:43697", "issue:43716", "issue:43720", - "issue:43749", + "issue:43746", "issue:43756", - "issue:43782", "issue:43818", "issue:43819", - "issue:43825", + "issue:43873", "issue:43994", "issue:44008", "issue:44062", "issue:44186", - "issue:44448", - "issue:44485", + "issue:44220", "issue:44488", - "issue:44509", - "issue:44561", + "issue:44661", "issue:44671", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44977", - "issue:45020", "issue:45072", "issue:45081", - "issue:45084", "issue:45183", - "issue:45381", + "issue:45356", "issue:45479", - "issue:45584", "issue:45685", - "issue:45834" + "issue:45704", + "issue:45834", + "issue:45859" ], "soft_pairs": [ + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:30064|issue:36010", "issue:43720|issue:43819", + "issue:45183|issue:45479", "issue:43618|issue:43697", "issue:43335|issue:43756", - "issue:45183|issue:45479", "issue:43653|issue:43720", "issue:43716|issue:44008", "issue:43295|issue:45834", @@ -4686,227 +4680,232 @@ "issue:43322|issue:45685", "issue:44186|issue:44898", "issue:44843|issue:45081", - "issue:43531|issue:43643", "issue:43577|issue:43818", - "issue:43643|issue:44877", + "issue:43531|issue:43643", "issue:43421|issue:44811", "issue:43653|issue:43819", - "issue:44448|issue:44671", - "issue:43540|issue:45381", - "issue:43782|issue:44977", - "issue:45584|issue:45834", - "issue:43644|issue:43749", - "issue:44485|issue:44509", - "issue:44821|issue:45084", - "issue:43825|issue:43994", - "issue:44561|issue:45020", - "issue:39692|issue:45834" + "issue:43643|issue:44877" ], - "prepared_review_unit_hash": "fd31fefb586d588e9293d1d7b47502d953990eec0cb8d2ed9ef107bd3c933b8b", + "prepared_review_unit_hash": "bcbacb0cebf66255bde511fdb8214dcb7a3f4ed87df351209233ab85f889573d", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36342, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "soft_pair_count": 31, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated issues across different models and subsystems. The Mistral pair is the only close match, but the packet only supports it as possibly related, not a confirmed duplicate, so it should not be accepted as the same bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45081 is the most concrete Mistral tokenizer crash report, with the exact `fix_mistral_regex=True` failure path, so it is the best representative of the small Mistral subgroup.", + "summary": "This cluster is highly heterogeneous: most pairs share only broad subsystem keywords (tokenizers, multimodal models, config, quantization) but not the same concrete failure mode. I do not see a defensible canonical issue or PR for the cluster as a whole.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a strong canonical representative because the items span unrelated bugs across tokenization, vision-language models, config loading, quantization, and runtime/offload paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the clearest issue to anchor on because it names the precise crash site and triggering flag, making it more specific than the broader offline-mode report.", + "best_issue_reason": "No global best issue stands out; the cluster is not a near-duplicate set around one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different models and different failures: BitNet accelerate loading vs DAC latent/STE mismatch." + "reason": "Different models and symptoms: SigLIP2 inference nonsense vs CamemBERT masked-LM prediction errors. Same broad area, not the same bug." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Both are v5 regressions, but they affect different model families and distinct code paths." + "reason": "One is a missing config attribute (`pad_token_id`), the other is a sliding-window issue in Qwen3-MoE. Distinct code paths." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Unrelated bugs: sparse-layer config creation vs RoPE layer count in Smollm3." + "reason": "Both involve tokenizer regex handling, but one crashes on `backend_tokenizer` access while the other is a codec/regression warning issue. Not the same concrete bug." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "Validation error messaging for input exclusivity is unrelated to the zero-loss classification bug." + "reason": "T5 RMSNorm memory leak and Qwen3 rotary embedding CPU-offload incompatibility are unrelated failures." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated issues." + "reason": "Auto device-mapping CUDA assert is unrelated to an apex RMSNorm memory leak." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n attribute name collision." + "reason": "Doc-example model/processor mismatch and quantization failure is not the same as offloading behavior with quantization." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Both involve processor/input handling, but the models and root causes differ." + "reason": "BertModel zero3 init index error and `_torch_extract_fbank_features()` are different failures." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "AddedToken keyword collision is not the same as failing to load a specific tokenizer model." + "reason": "Loading PEFT adapters from local checkpoints is unrelated to quantized offloading semantics." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Different model/code-path regressions: torch.compile+SDPA vs dtype mismatch during inference." + "reason": "Multi-image IterableDataset finetuning failure and GraniteSpeech checkpoint loading are different model/training paths." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "No shared underlying bug; compile/SDPA failure is unrelated to DAC latent conversion." + "reason": "FineGrainedFP8 loading failure is unrelated to PEFT adapter checkpoint loading." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Llava Next segfault and MPS histogram-on-Int error are unrelated." + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n audio mask variable collision are different multimodal bugs." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image classification resolution handling." + "reason": "Audio feature extraction issue and tokenizer-mapping model addition failure do not share the same bug." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Same Mistral patch area, but the packet shows different failure modes (`model_info()`/HF_HUB_OFFLINE vs `backend_tokenizer` AttributeError); possibly related, not a confirmed duplicate." + "reason": "Void segmentation-map processing and a `GenerationMixin` import error are unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing config fields with `trust_remote_code`." + "reason": "Accelerate loading/unpacked weights bug and DAC STE mismatch are different implementation errors." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "BLIP2 dtype loading issue is unrelated to Video-LLaVA temporal-attention/weight-sharing problems." + "reason": "Input validation error-message logic and single-label zero-loss classification are distinct bugs." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Missing fields in returned config and strict granite_speech config rejection are different bugs." + "reason": "CLIP output attentions regression and RTDetrV2 differing outputs are separate model regressions." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper `batch_decode` skip-special-tokens behavior are distinct code paths." + "reason": "Sparse-layer creation in SwitchTransformers and RoPE-layer dropping in Smollm3 are unrelated architecture bugs." }, { "left": "issue:43653", - "right": "issue:43819", + "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to DAC latent conversion mismatch." + "reason": "BigBird tokenizer special-token registration and BitNet packed-weight loading are unrelated." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Both are output changes in v5, but they are different models with different failure modes." + "reason": "Mistral-3 dtype mismatch and Gemma3n variable-name collision are different issues." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both involve Qwen video inputs, but the reported bugs are different models and different symptoms." + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are unrelated." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "From-pretrained weight loading failure is unrelated to flash-attention generation behavior." + "reason": "`AddedToken` special-argument duplication is not the same as failing to load `cjvt/sleng-bert`." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR index errors are unrelated." + "reason": "torch.compile/SDPA failure in Bamba and bfloat16 dtype mismatches in other models are different problems." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Bamba SDPA compile failure and DAC forward/from_latents mismatch are unrelated." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "Llava-Next segfault and MPS histogram-on-int error in moe are different runtime bugs." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation error are unrelated." + "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver non-default resolution failure are not the same bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "A misleading pipeline error message is not the same as SigLIP2 producing bad outputs." + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a backend-tokenizer attribute crash. Different concrete failures." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Broad remote_code breakages are not the same as the specific `is_torch_fx_available` removal regression." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `trust_remote_code` missing-fields config loading are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor refresh and Whisper `batch_decode` skip-special-tokens behavior are separate tokenizer issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC latent/forward mismatch do not share an underlying cause." + }, + { + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "SigLIP2 doc/example problems and Kosmos2.5 OCR index errors are unrelated." + "reason": "Both concern config loading, but one is missing fields from `trust_remote_code=True` and the other is strict config rejection for GraniteSpeech; not the same defect." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The writeup is mostly conservative on the negative pairs, but it overstates the single accepted pair. In the packet, issue:44843 is about `_patch_mistral_regex` unconditionally calling `model_info()` and breaking `HF_HUB_OFFLINE`, while issue:45081 is about an `AttributeError` on `backend_tokenizer` when `fix_mistral_regex=True`. They share the same Mistral patch area, but the packet does not establish that they are the same underlying bug or a clear duplicate. Please downgrade that to a cautious \u2018possibly related\u2019 unless you have stronger evidence. The summary\u2019s claim of a \u2018clear duplicate pair\u2019 is therefore too strong." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4916,68 +4915,79 @@ "component_index": 2, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", + "issue:39692", "issue:41720", "issue:42175", - "issue:43262", - "issue:43329", - "issue:43526", + "issue:43540", "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43650", - "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", - "issue:43819", "issue:43825", "issue:43827", "issue:43906", + "issue:43994", "issue:44060", "issue:44186", "issue:44291", "issue:44368", "issue:44442", + "issue:44448", "issue:44479", - "issue:44554", + "issue:44485", + "issue:44509", + "issue:44561", "issue:44610", "issue:44671", "issue:44805", + "issue:44821", "issue:44857", "issue:44936", + "issue:44977", "issue:44991", "issue:45020", "issue:45072", "issue:45081", "issue:45084", "issue:45325", + "issue:45381", "issue:45406", - "issue:45459", - "issue:45538", - "issue:45600", + "issue:45584", "issue:45701", - "issue:45803", "issue:45834" ], "soft_pairs": [ + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43825|issue:43994", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:39692|issue:45834", "issue:30064|issue:36331", "issue:41720|issue:44991", + "issue:44186|issue:44442", "issue:43825|issue:43827", "issue:44479|issue:45834", - "issue:44186|issue:44442", "issue:43577|issue:43582", "issue:44805|issue:44936", "issue:44671|issue:45701", @@ -4990,207 +5000,217 @@ "issue:45081|issue:45406", "issue:43749|issue:44291", "issue:44060|issue:44368", - "issue:43582|issue:44857", "issue:43650|issue:43906", - "issue:43262|issue:43819", - "issue:43526|issue:43697", - "issue:43526|issue:44554", - "issue:45084|issue:45538", - "issue:45459|issue:45803", - "issue:34634|issue:36331", - "issue:43329|issue:45600", - "issue:43742|issue:45020" + "issue:43582|issue:44857" ], - "prepared_review_unit_hash": "75175f284aed2391951696fe9ad453d5e2530edc5837b755f1d75d0faa7ec8de", + "prepared_review_unit_hash": "2c65e415db7bfaa447d8dba6a8e77d8b2db2cb9a18218f8755066308188819f6", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35510, - "estimated_input_tokens": 8878, - "estimated_eval_tokens": 18012 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a coherent duplicate cluster: they cover many unrelated issues across tokenizers, processors, loading, training, and model-specific regressions. No soft pair looks like the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out because the items are unrelated and do not share one concrete failure mode.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, loaders, trainers, and docs. The only strong duplicate-like pair is the Qwen2.5-VL position-id regression in v5.3.0, where two reports appear to describe the same underlying video/image position encoding bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45325 is the clearest, most root-cause-oriented report in the only likely duplicate pair: it names the shared Qwen2.5-VL `get_rope_index` / position-id bug directly and is specific enough to anchor triage.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate is suitable; none is representative of a duplicate set.", + "best_issue_reason": "issue:45325 is the best overall issue candidate because it is the most precise representative of the cluster\u2019s only true duplicate-style bug and is more actionable than the broader follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input failures, but they involve different model families and symptoms; too broad to treat as the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are version-vs-v5 behavior regressions, but they affect different models and different outputs; not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failure modes (`from_pretrained` weight_only error vs flash-attention generation issue); not mergeable as one bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR index errors are unrelated model-specific bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention `trust_remote_code`, but one is a specific removed helper (`is_torch_fx_available`) while the other is a broad recent-regression report; not enough to prove the same code-path bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "A junk non-persistent-buffer initialization issue and an FSDP CPU RAM-efficient loading bug are different loading problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task-removal messaging and SigLIP2 model/processor mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Both concern GLM/docs-style discussion around RoPE or removed pipeline tasks, but they are not the same underlying bug or change." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs errors and Kosmos2.5 OCR index errors are separate model issues." + }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing bug vs. custom trainer loss signature mismatch; different code paths and symptoms." + "reason": "Image processor segmentation-map handling and CustomTrainer loss signature mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert vs. tokenizer loading failure for a different model; not the same bug." + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and FastSpeech2Conformer tokenizer loading failure are separate tokenizer bugs." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both mention v5 pipeline removals, but one is a runtime error message and the other is stale docs; different artifacts and fixes." + "reason": "One is an incorrect error message, the other is stale docs; same broad area but not the same concrete bug/change." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different model-specific multimodal regressions: video input handling vs. long OCR input indexing." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer crashes on NER/padding vs. AutoTokenizer failing to load a specific tokenizer class; unrelated failures." + "reason": "Qwen VL video regression and Kosmos2.5 OCR index error are different model families and failure paths." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation bug vs. Apple Silicon allocator warmup TypeError; different subsystems." + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch during tensor indexing vs. trainer evaluate-after-train issue; not the same bug." + "reason": "Mask shape IndexError and post-train evaluation failure are different training/runtime issues." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT prediction regression vs. broad tokenization changes across versions; too general and not a shared concrete defect." + "reason": "CamemBERT masked-LM regression and generic tokenization changes are not the same bug." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark vs. bfloat16 dtype mismatches in other models; different execution paths." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different runtime/device issues." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset behavior vs. GenerationMixin import error; completely different problems." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet processor image-size mismatch vs. dtype mismatch in inference; unrelated." + "reason": "OmDet-Turbo processor size mismatch and dtype mismatch in inference are different bugs." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Weight-only loading error for Qwen3VL vs. rope-index temporal scaling bug in Qwen2.5-VL; different underlying defects." + "reason": "Both are Qwen-related, but one is a `from_pretrained` weight-only error and the other is a position-id regression in Qwen2.5-VL; different code paths." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in pip extras vs. tokenizer regex patch crash; unrelated." + "reason": "Missing TensorFlow backend and Mistral regex patch crash are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading vs. dtype mismatch during inference; distinct issues." + "reason": "BitNet packed-weight loading and dtype mismatch issues are different loading/inference bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch expecting backend_tokenizer vs. Gemma4Processor missing _tokenizer in serve; different objects and failure modes." + "reason": "A Mistral tokenizer regex patch crash and Gemma4Processor attribute error are unrelated processor/tokenizer bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs. init_empty_weights unexpected argument error; separate loading bugs." + "reason": "FSDP loading failure and `_is_hf_initialized` init-empty-weights TypeError are distinct model-loading regressions." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both are tied-weights warnings in Qwen-family models, but they describe different models and warning behavior; not the same concrete bug." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "AppleSilicon warmup TypeError vs. float16 AMP crash in LwDetrImageLoss; different components." + "reason": "Both mention tied-weights warnings, but they describe different models and different warning causes; not the same underlying defect." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Irrelevant low-signal issue vs. reproduction of an external issue; no shared bug." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs. DAC latent/forward mismatch; unrelated." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs. RTDetrV2 output differences in v5; not the same code path." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "Image processor label reduction bug vs. MPS attention correctness issue; unrelated." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation TypeError vs. CLIPTokenizer max_length constant bug; different areas." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Exception handling around protobuf decode errors vs. bare except in tensor conversion; both are error-handling issues but not the same bug." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor preset issue vs. trainer compute_loss signature mismatch; no meaningful overlap." + "reason": "Placeholder issue text and an isolated reproduction report are not a duplicate pair." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Undefined video-token helper variables vs. stale auto-mapping config references; unrelated maintenance bugs." + "reason": "Apple Silicon allocator TypeError and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "KeyError loading one model vs. broad remote_code breakage across recent versions; not the same specific failure." + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen2.5-VL position-id / rope-index regression: one reports still-image temporal position scaling, the other reports wrong video vision_position_ids in the same v5.3.0 area." } ] }, @@ -5206,44 +5226,42 @@ "component_index": 2, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:34567", + "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:40990", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", "issue:43452", "issue:43454", + "issue:43526", "issue:43531", "issue:43550", "issue:43577", - "issue:43606", "issue:43638", - "issue:43643", "issue:43645", "issue:43653", "issue:43696", + "issue:43697", "issue:43720", + "issue:43742", "issue:43746", "issue:43749", - "issue:43756", "issue:43819", "issue:43854", "issue:43927", - "issue:43931", "issue:44479", + "issue:44554", "issue:44568", "issue:44589", "issue:44610", @@ -5254,264 +5272,253 @@ "issue:44936", "issue:44977", "issue:44991", + "issue:45020", "issue:45042", + "issue:45084", "issue:45356", + "issue:45459", "issue:45488", + "issue:45538", + "issue:45600", "issue:45701", - "issue:45759", - "issue:45823", - "issue:45859" + "issue:45803" ], "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43742|issue:45020", "issue:43653|issue:44912", "issue:43638|issue:44936", "issue:43452|issue:44991", "issue:43257|issue:43329", - "issue:44589|issue:45042", "issue:43746|issue:44811", - "issue:43854|issue:44977", + "issue:44589|issue:45042", "issue:43257|issue:43696", + "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:36010|issue:43645", "issue:39692|issue:44912", "issue:43819|issue:43927", - "issue:43454|issue:43577", "issue:43720|issue:44610", + "issue:43454|issue:43577", "issue:43550|issue:44912", "issue:44568|issue:45488", "issue:43531|issue:45042", - "issue:43262|issue:44811", "issue:44568|issue:45356", + "issue:43262|issue:44811", "issue:43329|issue:44479", "issue:36010|issue:36331", "issue:43749|issue:44756", - "issue:43643|issue:45759", - "issue:44849|issue:45701", - "issue:43257|issue:43931", - "issue:43329|issue:43450", - "issue:34567|issue:40990", - "issue:43606|issue:45859", - "issue:43257|issue:43756", - "issue:45823|issue:45859" + "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "cd1b29853f7b678ac1af1421b6785f381e8db2826db35f41db53272d0af337a3", + "prepared_review_unit_hash": "20ef366be25be0683cbcdbc076db174b308a47f7810721dc1b235371519b07ac", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36389, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated closed issues spanning tokenizer regressions, loading/offload bugs, multimodal processor problems, and trainer behavior changes. The only plausible duplicate-style match is the Qwen VLM video-input regression pair.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45701 is the broadest open, user-facing umbrella here: it directly describes version-dependent tokenization changes and has inbound references, making it the best representative for the tokenizer-regression slice of the cluster.", + "summary": "This cluster is highly heterogeneous: most items are separate Transformers regressions across tokenizers, loading, audio/vision processors, training, and quantization. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella among the set and best matches the dominant theme of recent-version breakages around loading/remote_code, but the cluster overall is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single issue to keep as a representative anchor because it is open, broadly worded, and closest to the recurring tokenizer-regression theme seen among several items.", + "best_issue_reason": "issue:45020 is the best single representative because it is the most general, high-signal open issue describing version-induced breakage; it can subsume the broadest share of the nearby loading-regression reports, though not all of them.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is a sampling-rate default in apply_chat_template and the other is a DAC latent reconstruction mismatch; different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Image processor label reduction bug vs RTDetrV2 output divergence in v5; both are vision issues but not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: BEiT image processor label handling vs MPS attention correctness when value/query head dims differ." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve broad exception handling, but they affect different components and failure modes; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error vs CLIPTokenizer max length constant bug; different subsystems and failure types." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug vs stale auto_mappings config reference; no shared code-path." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both mention loading problems, but 43742 is a specific KeyError for one model while 45020 is a broad remote_code regression; too different to merge." + }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Special-token decode failure vs MXFP4 quantization/loading fallback; different subsystems and symptoms." + "reason": "Tokenizer special-token registration issue vs MXFP4 quantization loading/fallback; unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3/Bert indexing failure vs post-train evaluate failure; not the same code path." + "reason": "DeepSpeed ZeRO-3 / non-pretrained BERT index error vs trainer.evaluate() after train() failure; different behaviors and likely different root causes." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Generic gguf/from_pretrained breakage vs a specific tokenizer regression for EMBEDDIA/est-roberta." + "reason": "Both are from_pretrained/tokenizer loading regressions, but one is gguf_file handling and the other is a specific tokenizer load failure; not the same underlying bug." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs multimodal video token counting bug; different defects." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup error vs image processor torchvision dependency regression." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to multimodal token counting in the video branch." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug." + "reason": "Local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling; different models and code paths." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "GLM-4.7-Flash loading test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Float8 storage lookup failure is unrelated to PIL backend requiring torchvision." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Loading/conversion bug vs out-of-memory report; unrelated failure modes." + "reason": "MoE weight conversion bug vs GPU OOM on GPT-oss-20b; not duplicates." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model loading/test setup issue for GLM-4.7-Flash vs Qwen3.5 flash-attention generation bug; different models and root causes." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 probability issue vs OmDet processor size mismatch; different model behavior." + "reason": "SigLIP2 zero probabilities and OmDet processor size mismatch are both vision issues, but they are distinct bugs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error vs Jupyter custom-model initialization regression." + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are separate compatibility problems." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Docs example errors for SigLIP2 vs GPT-oss quantization loading; no shared bug." + "reason": "Doc example/model-processor mismatch and quantization failure vs MXFP4 loading fallback; not the same issue." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch vs config save/load custom token ID loss." + "reason": "DAC latent/forward mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Weight-tying/text generation bug vs dtype propagation bug during Blip2 load." + "reason": "Packed-weight unpacking during accelerate loading vs OmDet input-size mismatch; no shared underlying defect." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Accelerate packed-weight unpacking bug vs processor image-shape mismatch." + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype propagation bug; both loading/model-setup related but clearly different." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure vs quantization fallback; different concrete problems." + "reason": "Qwen3-MoE sliding-window bug is unrelated to quantization fallback for git-oss-20b." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both tokenizer-related, but one is add_special_tokens/BOS-EOS handling and the other is pre-tokenizer override; not the same bug." + "reason": "Both are tokenizer regressions, but one concerns add_special_tokens/BOS-EOS behavior and the other changes pre-tokenizer selection; different root causes." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window MoE bug vs PIL backend torchvision dependency issue." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode special-token skipping." + "reason": "Qwen3-MoE sliding-window issue and PIL/torchvision requirement regression are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions with different root causes and model families." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input multimodal path; 43329 names the broken video token-counting branch, and 44479 reports a broad video regression on the same VLM families." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "Import-time GenerationMixin breakage vs compute_loss signature change; unrelated API regressions." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "FSDP CPU-RAM-efficient loading bug vs mmap/OOM issue; different loading paths and causes." + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (special tokens vs codec/regex handling)." }, { - "left": "issue:43643", - "right": "issue:45759", - "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig vs AutoModelForCausalLM.from_config text_config unwrap issue." - }, - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Qwen3.5 hidden-states bug vs broad tokenization-change report; not the same underlying defect." - }, - { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Qwen3 MoE loading under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are different audio-processing bugs." }, { "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "Video token counting undefined-symbol bug vs batched video processor shape bug." - }, - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Trainer token-count tracking bug vs GPT-oss perplexity being too high; different layers of the stack." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both involve CPU offload/device placement, but they affect different models and code paths." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "MoE loading/conversion bug vs Smollm3 RoPE-layer discrepancy; unrelated model behavior." - }, - { - "left": "issue:45823", - "right": "issue:45859", + "right": "issue:44479", "accept": false, - "reason": "Gemma4 device mismatch during forward vs Qwen3_5MoE rotary embedding CPU-offload incompatibility." + "reason": "Both touch multimodal/video paths, but 43329 is an undefined-variable bug in token counting while 44479 is a broader v5 video-input regression across models." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is broadly grounded in the packet, and the soft-edge decisions are conservative overall. The lone accepted pair (issue:43329 / issue:44479) is reasonably mergeable as a single video-input regression fix. No clear overstatement of evidence stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5520,39 +5527,40 @@ "component_index": 2, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:28282", - "issue:29127", "issue:33357", "issue:34567", "issue:34689", "issue:38175", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", + "issue:43257", "issue:43317", + "issue:43329", + "issue:43450", "issue:43452", - "issue:43493", - "issue:43526", "issue:43540", "issue:43577", "issue:43582", + "issue:43606", + "issue:43643", "issue:43697", "issue:43742", - "issue:43749", "issue:43756", - "issue:43782", "issue:43824", "issue:43906", "issue:43927", - "issue:43994", + "issue:43931", "issue:44062", "issue:44291", "issue:44479", @@ -5568,29 +5576,34 @@ "issue:45042", "issue:45072", "issue:45137", - "issue:45325", "issue:45357", "issue:45381", "issue:45405", - "issue:45479", "issue:45538", "issue:45588", - "issue:45823" + "issue:45759", + "issue:45859" ], "soft_pairs": [ + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:43257|issue:43756", "issue:43697|issue:45357", "issue:44987|issue:45538", "issue:44291|issue:45042", - "issue:43452|issue:43582", "issue:42915|issue:43742", + "issue:43452|issue:43582", "issue:42915|issue:44821", "issue:33357|issue:34567", - "issue:42915|issue:45538", - "issue:41720|issue:43540", "issue:44479|issue:45381", - "issue:43317|issue:45538", + "issue:41720|issue:43540", + "issue:42915|issue:45538", "issue:43927|issue:44912", "issue:42175|issue:43824", + "issue:43317|issue:45538", "issue:43577|issue:45072", "issue:43540|issue:44560", "issue:43540|issue:44479", @@ -5599,251 +5612,224 @@ "issue:45137|issue:45405", "issue:42175|issue:44488", "issue:38175|issue:44898", - "issue:44737|issue:45588", "issue:28282|issue:34689", - "issue:43742|issue:44291", - "issue:43906|issue:45381", - "issue:42915|issue:43749", - "issue:43756|issue:45325", - "issue:43526|issue:45479", - "issue:28282|issue:29127", - "issue:43540|issue:45823", - "issue:43582|issue:43782", - "issue:43493|issue:43994", - "issue:44291|issue:44821" + "issue:44737|issue:45588", + "issue:43906|issue:45381" ], - "prepared_review_unit_hash": "5dc0fadce238ac3a62d405c3f7c7c1eb6a5b261e13a5d3d08c8b2c8debd0aabe", + "prepared_review_unit_hash": "873d91a113fb041f078e12d7ffeb26db088a3584f7558b03c545b32a7cbd5e90", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37719, - "estimated_input_tokens": 9430, - "estimated_eval_tokens": 19116 + "soft_pair_count": 30, + "serialized_chars": 36815, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with a few small duplicate-like mini-clusters around Qwen2.5-VL video/position-id regressions, tokenizer loading, and SigLIP2 behavior.", - "confidence": 0.71, - "canonical_issue_reason": "issue:44479 is the closest thing to a canonical anchor because it matches the Qwen2.5-VL video/position-id regression cluster; the rest of the items are too diverse to form one true duplicate group.", + "summary": "Mostly unrelated Transformers bug reports; only the Qwen2.5-VL video-input regression pair looks like a true duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best umbrella issue here: it clearly describes the broad version-specific video-input regression and names the affected Qwen model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest local hub among the issues, but it is still only suitable as a partial anchor rather than a global representative of the whole set.", + "best_issue_reason": "issue:44479 is the strongest standalone report, with the clearest regression framing and the broadest impact surface among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading behavior, but one is AutoConfig field loss and the other is AutoModelForCausalLM text_config unwrapping; different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated symptoms: trainer token counting versus absurd perplexity on a model eval run." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3 loading issues, but one is MoE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape mismatch; different code paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video handling, but one is an undefined-variable bug in token counting and the other is batched processor output shape; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload/device issues, but they affect different models and likely different modules; not enough evidence of one root cause." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Distinct Qwen3-related problems: MoE weight conversion versus RoPE layer retention." + }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key serialization." + "reason": "One is an inference-output regression in RTDetrV2, the other is a save_pretrained key serialization problem for Qwen3.5." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different failure modes: tokenizer load regression vs CLIPTokenizer max_length misuse." + "reason": "A tokenizer/model load regression for a specific repo versus an unrelated CLIPTokenizer max-length bug." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "One is init_empty_weights argument handling; the other is PIL backend unexpectedly requiring torchvision." + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are separate failures." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Unrelated issues: gguf_file loading breakage vs Apple Silicon allocator warmup TypeError." + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe versus a key error loading MobileLLM." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different model-specific load bugs: Qwen3Moe FP8 config vs MobileLLM key error." + "reason": "GGUF loading breakage versus an Apple Silicon caching_allocator_warmup TypeError; unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different bugs and code paths; no shared concrete failure is evident." + "reason": "Different areas: quantization/config handling versus AutoImageProcessor URL loading." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP model is unrelated to TrainerState token counting." + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token counting." }, { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Qwen3Moe FP8 config issue is unrelated to CLIPTokenizer model_max_length." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same version and same Qwen2.5-VL video-input path; 45381's wrong vision_position_ids appears to be the same underlying video regression described more broadly in 44479." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both involve Qwen models, but the concrete failures differ: auto device mapping assert vs video-input ValueError." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL video/position-id regression in 5.3.0; one is a broader report and the other a narrower repro." + "reason": "Both are Qwen-related runtime failures, but one is a cudaErrorAssert under auto device mapping and the other is a video-input ValueError." }, { - "left": "issue:43317", + "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Device-map offload failure is unrelated to CLIPTokenizer max_length." + "reason": "No meaningful overlap beyond being model-related bugs." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different topics: DiaConfig save/load token IDs vs MXFP4 quantization fallback." + "reason": "Custom token IDs lost on save/load is a tokenizer/config persistence bug; MXFP4 quantization fallback is a separate model-loading issue." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend availability issue is unrelated to missing Qwen2_5_VL import." + "reason": "Packaging/backend dependency issue versus an import failure for a specific Qwen VL class." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload loading failure and CLIPTokenizer max_length behavior are unrelated." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model classes and code paths." + "reason": "Both are dtype complaints, but they concern different models and different failure modes." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input bugs, but they are different model families and different exceptions." + "reason": "Both involve video input, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; not clearly the same bug." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different Qwen model families and different concrete failures; not the same bug." + "reason": "Shared theme of video processing, but the model families and reported symptoms differ; not enough evidence of one concrete duplicate." }, { "left": "issue:44062", "right": "issue:44991", - "accept": true, - "reason": "Likely the same tokenizer bug: the AddedToken/special-argument TypeError appears to be the concrete cause of the EMBEDDIA/est-roberta tokenizer load failure." + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is an AddedToken keyword conflict and the other is a repo-specific est-roberta failure." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend packaging issue vs Python 3.14 load failure are unrelated." + "reason": "Missing TensorFlow backend in a torch extra and Python 3.14 load failure are different environment issues." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + "reason": "DeepSpeed ZeRO3 deque error versus an unreleased PEFT version bump; unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Missing tensorflow backend in installation is unrelated to a model-loading failure." + "reason": "Packaging/backend dependency issue versus a model load failure for cjvt/sleng-bert." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs Perceiver non-default-resolution failure." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU arange bug is unrelated to flash-attention s_aux=None handling." + "reason": "Different image-processing bugs: unexpected zero probabilities versus Perceiver non-default resolution failure." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic PyTorch import error vs Llama 3.2 Vision model-loading regression are different issues." + "reason": "Old PyTorch-import error versus a newer Llama 3.2 vision model-loading breakage; unrelated." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "MobileLLM key error and init_empty_weights unexpected-arg failure are separate loading problems." + "reason": "CPU-side XLNet position encoding bug versus a flash_attention sinkless-model AttributeError." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A reproduction of another issue is not the same as the Qwen2.5-VL video-position-id bug." - }, - { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to FSDP CPU RAM efficient loading." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Smollm3 RoPE-layer behavior and Qwen2.5-VL temporal position-id scaling are different model-specific bugs." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "BEiT fast processor label reduction bug is unrelated to zero-loss classification behavior." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "PyTorch import availability and LayoutLMv3 box-clarity messaging are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:45823", - "accept": false, - "reason": "Qwen3OmniMoe video input failure is unrelated to Gemma4 PLE device mismatch." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load error are different bugs." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 implementation problem: one compares HF to JAX, the other reports the same model giving nonsensical outputs in HF usage." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + "reason": "Isolated reproduction of another issue versus a specific Qwen2.5-VL video regression; no direct match." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment stays grounded in the packet and the soft-edge calls are mostly conservative. The accepted duplicate-like pairs are reasonably supported by the titles, and the rejected pairs do not overclaim similarity. The summary also appropriately treats 44479 as a local anchor rather than a global canonical issue." + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:44479 vs issue:45381, is plausibly the same Qwen2.5-VL video regression based on the titles alone, while the other pairwise rejections are cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -5856,66 +5842,75 @@ "component_index": 2, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:24643", + "issue:28282", "issue:29127", "issue:34567", "issue:36331", "issue:41762", - "issue:43295", + "issue:42915", "issue:43452", + "issue:43493", + "issue:43526", "issue:43531", + "issue:43540", "issue:43577", + "issue:43582", "issue:43643", - "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", - "issue:43819", + "issue:43756", + "issue:43782", + "issue:43994", "issue:44062", - "issue:44464", - "issue:44466", + "issue:44291", "issue:44484", "issue:44488", "issue:44514", "issue:44561", - "issue:44568", "issue:44589", "issue:44625", "issue:44704", - "issue:44743", "issue:44792", - "issue:44811", "issue:44821", - "issue:44843", "issue:44877", "issue:44898", "issue:44936", "issue:44964", - "issue:45005", "issue:45042", "issue:45081", "issue:45216", - "issue:45290", - "issue:45356", + "issue:45325", "issue:45375", "issue:45381", "issue:45405", + "issue:45479", "issue:45600", "issue:45823" ], "soft_pairs": [ + "issue:42915|issue:43749", + "issue:43742|issue:44291", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:28282|issue:29127", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43493|issue:43994", "issue:34567|issue:36331", "issue:44062|issue:45081", + "issue:44291|issue:44821", "issue:43643|issue:45375", "issue:43452|issue:44488", "issue:44792|issue:44964", @@ -5928,220 +5923,215 @@ "issue:44484|issue:44704", "issue:44514|issue:45381", "issue:43720|issue:44898", - "issue:43643|issue:44561", "issue:41762|issue:44936", - "issue:43452|issue:43577", - "issue:44625|issue:44877", + "issue:43643|issue:44561", "issue:24643|issue:29127", - "issue:43452|issue:44843", - "issue:43295|issue:45356", - "issue:44466|issue:45005", - "issue:43819|issue:44811", - "issue:44514|issue:45290", - "issue:43653|issue:44568", - "issue:44936|issue:45823", - "issue:44464|issue:44743" + "issue:43452|issue:43577", + "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "0ae36d680b47f599b6150580f72028d554fda88aa5602b06bebc624ebbdacdc0", + "prepared_review_unit_hash": "aa28384cadb56ce22f245ad58e0cd5e19ee0535c3d13a6c8e341e6a59dfefc61", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36118, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "soft_pair_count": 28, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer bugs. The only soft edge that looks like a true duplicate is the pair about v5 tied-weights/save_pretrained serialization behavior.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44466 is the better canonical issue: it states the underlying tied-weights serialization regression more generally and describes the device-dependent behavior directly; issue:45005 reads like a model-specific manifestation of the same v5 tied-weights problem.", + "summary": "This cluster is a loose mix of unrelated Transformers issues across model loading, configuration, training, image/video processing, and distributed/runtime behavior. None of the soft pairs appear to describe the same underlying bug or a PR-worthy mergeable duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical: the items span distinct models, code paths, and failure modes, so none clearly subsumes the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best representative of the cluster's only plausible duplicate thread because it captures the core regression rather than a downstream translation-model symptom.", + "best_issue_reason": "No issue is a strong global representative; the cluster is too heterogeneous to pick one as a reliable canonical exemplar.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs FSDP CPU RAM-efficient loading regression." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different load-time bugs: MobileLLM key error vs init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and behaviors: Smollm3 RoPE layer drop vs Qwen2.5-VL still-image RoPE scaling." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is BEiT image processor label reduction; the other is sequence-classification loss degeneracy." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different issues: missing PyTorch import vs clearer LayoutLMv3 box-count error messaging." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and code paths: Qwen3OmniMoe video processing vs Gemma4 PLE device placement." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different runtime/model bugs: Apple Silicon warmup TypeError vs Qwen3VL weight_only load error." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is HF-vs-JAX output discrepancy and the other is AutoModel/pipeline nonsense outputs; not the same concrete bug." + }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Different trainer problems: token counting state vs a custom compute_loss signature mismatch." + "reason": "Trainer state token counting bug vs CustomTrainer compute_loss signature mismatch." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both tokenizer-related, but one is an AddedToken kwarg error and the other is a Mistral regex/backend_tokenizer crash." + "reason": "Tokenizers AddedToken duplicate-special bug is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: init_empty_weights argument error vs AutoImageProcessor URL loading." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but the first is missing fields from trust_remote_code AutoConfig output and the second is a specific Qwen3.5MoeVisionConfig field dropped by strict parsing." + "reason": "Generic trust_remote_code config passthrough issue is not the same as Qwen3_5MoeVisionConfig missing one field under @strict." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but they involve different APIs and likely different root causes." + "reason": "GGUF auto-loading regression is unrelated to a specific model load failure for cjvt/sleng-bert." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal model loading/test failures, but they concern different models and symptoms." + "reason": "Janus test failure on image generation and Phi-4 multimodal loading are different model-specific problems." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated subsystems: image processor torchvision dependency vs tokenizer regex crash." + "reason": "PIL backend torchvision requirement regression is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time failures with different low-level causes; one is a model key error, the other is a missing float8 storage object." + "reason": "MobileLLM key error and missing Float8 storage are different loading/runtime failures." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and auto_mappings referencing removed configs are separate CI/release issues." + "reason": "One is PEFT version pinning; the other is stale auto_mappings references to removed configs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different bugs in different code paths." + "reason": "Auxiliary-loss normalization bug is unrelated to the FSDP CPU RAM-efficient loading regression." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "One is RTDetrV2 output drift in v5; the other is Qwen3.5 checkpoint saving. Same general version area, different bug." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Save shard size question is unrelated to AutoProcessor kwargs forwarding." + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is chat-template batching crash and the other is incorrect vision_position_ids for video input." + "reason": "Both touch Qwen2.5-VL, but one crashes in apply_chat_template batching and the other miscomputes video vision position ids." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver image-classification resolution handling are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Different regressions: missing config fields under trust_remote_code vs removal of is_torch_fx_available breaking remote-code models." + "reason": "BitNet packed-weight loading bug is unrelated to Perceiver non-default resolution failure." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading crash and trainer.evaluate-after-train failure do not share a concrete code path." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "GGUF loading regression and BLIP2 dtype propagation are distinct model-loading issues." + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() after train() are different code paths." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both involve config handling, but one is num_labels propagation and the other is strict config blocking granite_speech loading." + "reason": "Both mention trust_remote_code, but the roots differ: missing config fields vs removal of is_torch_fx_available." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Training DeepSpeed weight shape error is unrelated to a LayoutLMv3 box-validation message issue." + "reason": "DeepSpeed weight dimensionality error is unrelated to LayoutLMv3 box-validation messaging." }, { "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "GGUF loading breakage and mistral_regex offline/model_info behavior are different tokenizer/loading problems." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are regressions around processor/tokenizer behavior, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/fix_mistral_regex warnings." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to the same v5 tied-weights serialization regression: inconsistent lm_head.weight handling for tied-weight models, with translation models as a specific affected case." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both affect apply_chat_template in Qwen2.5-VL, but the failure modes differ: batched padding=False vs assistant tool-call messages without content." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizer special-token regressions for different models and different APIs." - }, - { - "left": "issue:44936", - "right": "issue:45823", + "right": "issue:43577", "accept": false, - "reason": "Trainer evaluation failure and Gemma4 PLE device mismatch are not the same bug." + "reason": "GGUF auto-loading breakage is unrelated to BLIP2 dtype propagation." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Both concern generation/runtime correctness, but one is chunked generation with compiled forward and the other is recurrent state reset in a specific Qwen modular file." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are distinct config issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the single accepted soft edge (44466/45005) is a conservative, well-supported duplicate call based on the issue titles. The other pair verdicts are appropriately cautious given the limited evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6150,29 +6140,26 @@ "component_index": 2, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:28282", "issue:30064", "issue:32090", "issue:33357", "issue:33666", - "issue:34567", "issue:35141", "issue:38175", "issue:41720", "issue:43122", - "issue:43278", "issue:43295", "issue:43329", "issue:43452", - "issue:43504", "issue:43531", "issue:43550", "issue:43577", @@ -6180,307 +6167,297 @@ "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", "issue:43749", + "issue:43819", "issue:43906", "issue:43927", "issue:44361", "issue:44442", - "issue:44451", "issue:44464", + "issue:44466", "issue:44479", + "issue:44514", "issue:44554", - "issue:44610", + "issue:44568", "issue:44625", - "issue:44821", + "issue:44743", + "issue:44811", "issue:44843", - "issue:44849", + "issue:44936", "issue:44977", "issue:44991", + "issue:45005", + "issue:45290", "issue:45325", "issue:45356", - "issue:45357", "issue:45440", "issue:45588", "issue:45701", - "issue:45704" + "issue:45704", + "issue:45823" ], "soft_pairs": [ + "issue:43452|issue:44843", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44514|issue:45290", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:44464|issue:44743", "issue:43688|issue:45440", + "issue:44936|issue:45823", "issue:30064|issue:33666", "issue:38175|issue:43295", + "issue:43688|issue:45704", "issue:44361|issue:44442", "issue:43653|issue:44361", - "issue:43688|issue:45704", + "issue:41720|issue:43906", "issue:28282|issue:32090", "issue:43577|issue:43697", "issue:28282|issue:33357", - "issue:41720|issue:43906", - "issue:28282|issue:35141", "issue:43646|issue:43749", "issue:43688|issue:45701", + "issue:28282|issue:35141", "issue:44843|issue:44991", "issue:44977|issue:45356", "issue:43531|issue:43742", "issue:43653|issue:43927", - "issue:44464|issue:44977", "issue:43329|issue:45325", - "issue:43577|issue:45588", "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43577|issue:45588", "issue:43577|issue:44554", "issue:44479|issue:44625", "issue:43122|issue:43906", - "issue:43550|issue:44361", - "issue:32090|issue:34567", - "issue:41720|issue:44464", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:32090|issue:33666", - "issue:43504|issue:44610", - "issue:43452|issue:44451", - "issue:43742|issue:44821", - "issue:44849|issue:45357", - "issue:43278|issue:43688" + "issue:43550|issue:44361" ], - "prepared_review_unit_hash": "630e90614d011610badb22f0bc629ce280caeb875a8d45dd4c5a844bdbdfe2ce", + "prepared_review_unit_hash": "b13921e73955c4f936a95f3cb9959daf1fb56b646bdef169b6566ea689146ccd", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37686, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37796, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated bugs/regressions across tokenization, multimodal processing, training, loading, and dtype/device-specific behavior. I would keep all of the proposed soft edges separated.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out; the items are only superficially similar and do not share one underlying bug or change.", + "summary": "No soft edges look like true duplicates. Most pairs share only a broad theme (tokenization, multimodal, training, or v5 regressions) but fail on concrete symptom/code-path overlap. The most representative issue in this set is the broad v5 custom-model initialization regression (43646).", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the broadest and most upstream-looking regression report here, centered on custom model initialization breakage in v5, so it is the best single representative issue for this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43646 has the clearest generalized regression framing and can serve as the most useful umbrella representative among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "MoE-related, but one is auxiliary-loss normalization and the other is a broader implementation divergence; not the same bug." + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but one is gguf_file handling and the other is an offline-mode _patch_mistral_regex bug; different failure points." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but one is custom processor.tokenizer/image passthrough and the other is Kimi codec / warning behavior; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight tying behavior; different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Different apply_chat_template crash cases: batched padding=False versus assistant tool-call messages with no content." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated functionality: DAC latent decoding mismatch versus Whisper processor.batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is BigBird mask-token registration and the other is MDeBERTa BOS/EOS insertion; different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but chunked compiled-forward inconsistency is not the same as recurrent-state reset with cache in Qwen3-MoE." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is divergence from the remote DeepSeekV3 implementation." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "A train/eval lifecycle failure and a Gemma4 PLE device-mismatch forward bug are different problems." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image-processor segmentation bug vs multi-GPU training topic; unrelated." + "reason": "Image-processor segmentation handling is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different failure modes: zero probabilities in SigLIP2 vs processor/tokenizer API regression." + "reason": "A SigLIP zero-probability issue is not the same as a processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5's apex.FusedRMSNorm memory leak." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer classes and errors; no shared code-path bug." + "reason": "Different tokenizer failures affecting different tokenizer classes and loading paths." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode issue vs MLukeTokenizer AttributeError; unrelated." + "reason": "Shared tokenizer theme only; mask-token special-token registration and MLukeTokenizer AttributeError are different failures." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Both model-internal issues, but different components and failure mechanisms; not mergeable as one fix." + "reason": "Qwen3 auto-device-map cuda assert is not the same concrete bug as an isolated reproduction of issue 38071." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch vs trainer broadcast NoneType error; unrelated." + "reason": "Missing-PyTorch ImportError and NoneType _gpu_broadcast_one TypeError are unrelated." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different model families and different dtype/output issues." + "reason": "BLIP2 dtype propagation is unrelated to RTDetrV2 output divergence in v5." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Import-time dependency error vs MacOS bus error; unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43906", - "accept": false, - "reason": "No evidence they reproduce the same concrete crash path; only loose similarity around model loading/runtime failures." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "PyTorch missing dependency vs embedding reinitialization bug; unrelated." + "reason": "Missing-PyTorch ImportError and a Mac bus error on CLIP are different environment/model failures." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression vs FSDP CPU RAM efficient loading breakage; different code paths." + "reason": "Custom model initialization breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are different regressions." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Generic tokenization/version-change report vs MoE auxiliary-loss normalization; not the same defect." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a generic tokenization-version change report." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for PyTorch and output embedding reinitialization after resizing token embeddings are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub metadata call bug vs tokenizer load failure for a specific model; different causes." + "reason": "Offline model_info patching is a different bug from a general tokenizer-loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs Kimi tokenizer/codec regression; unrelated." + "reason": "Qwen3.5 flash-attention generation issues and Kimi-K2.5 tokenizer codec regressions are different code paths." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs MobileLLM loading key error; different issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the MobileLLM-125M key error." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration bug vs config token-ID persistence bug; not the same underlying problem." + "reason": "BigBird mask-token registration and DiaConfig losing custom token IDs after save/load are different token-handling bugs." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs flash-attention generation bug; distinct failures." + "reason": "Video token counting in multimodal processors is not the same as rope-index temporal scaling for still images." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Different VLM video/rope bugs; both multimodal, but not the same code-path problem." + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token ID persistence." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Different model/dtype bug vs flash-attention crash on s_aux=None; unrelated." + "reason": "Compiled chunked-generation inconsistency and Qwen3.5 flash-attention generation failure are different mechanisms." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "torch.compile SDPA failure in Bamba vs tokenizer AttributeError; unrelated." + "reason": "BLIP2 dtype propagation is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading issue vs MPS attention correctness issue; different subsystems." + "reason": "BLIP2 dtype propagation and the MPS attention correctness issue are different bugs." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation bug; unrelated." + "reason": "A video-input regression in Qwen models is not the same as num_labels propagation in Qwen3.5 config." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer version-difference report vs isolated reproduction of another issue; not enough evidence of the same bug." + "reason": "Tokenization changes across versions are not shown to be the same as the unrelated reproduction issue." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Model compile/SDPA crash vs tokenizer task AttributeError; unrelated." - }, - { - "left": "issue:32090", - "right": "issue:34567", - "accept": false, - "reason": "Trainer broadcast NoneType error vs TrainerState counter not updating; different trainer behaviors." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Device-mapping cuda assert vs compiled chunked-generation inconsistency; different code paths." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Beit pretrained-load legacy field bug vs Bamba compile/SDPA failure; unrelated." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy field preset loading issue vs packed-weight accelerate loading issue; different models and fixes." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training request; unrelated." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Different processor/model mismatch problems; not the same bug." - }, - { - "left": "issue:43452", - "right": "issue:44451", - "accept": false, - "reason": "GGUF loading breakage vs inability to load a specific tokenizer; related only at a high level, not the same defect." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM key error vs AutoImageProcessor-from-URL failure; unrelated." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Qwen3.5 output_hidden_states bug vs save_pretrained visual-key regression; distinct issues." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift in eval vs MoE auxiliary-loss normalization; unrelated." + "reason": "torch.compile SDPA failure and MLukeTokenizer AttributeError are unrelated." } ] }, @@ -6496,331 +6473,310 @@ "component_index": 2, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:28218", + "issue:32090", "issue:33357", "issue:33666", + "issue:34567", "issue:36010", "issue:36331", "issue:39692", + "issue:41720", "issue:43257", "issue:43262", "issue:43278", "issue:43295", "issue:43299", "issue:43334", + "issue:43452", "issue:43493", "issue:43504", "issue:43525", "issue:43540", + "issue:43550", "issue:43572", - "issue:43575", "issue:43606", - "issue:43646", + "issue:43688", "issue:43720", + "issue:43742", "issue:43756", - "issue:43824", "issue:43825", "issue:43844", "issue:43927", - "issue:44291", "issue:44361", - "issue:44423", - "issue:44466", + "issue:44451", + "issue:44464", "issue:44488", "issue:44568", - "issue:44589", + "issue:44610", "issue:44625", - "issue:44734", + "issue:44821", "issue:44843", + "issue:44849", "issue:44913", "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:45812" ], "soft_pairs": [ + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:44849|issue:45357", + "issue:43452|issue:44451", "issue:44568|issue:45812", + "issue:43278|issue:43688", + "issue:43742|issue:44821", "issue:33666|issue:36010", "issue:43493|issue:43825", - "issue:43756|issue:44913", "issue:43262|issue:43295", "issue:43525|issue:43572", + "issue:43756|issue:44913", "issue:43606|issue:43927", "issue:43720|issue:43927", "issue:28218|issue:33357", "issue:33666|issue:36331", + "issue:43493|issue:43844", "issue:39692|issue:43493", "issue:43720|issue:44361", - "issue:43493|issue:43844", "issue:43278|issue:43844", - "issue:44964|issue:45405", "issue:43540|issue:44977", + "issue:44964|issue:45405", "issue:43334|issue:43572", "issue:43257|issue:43299", "issue:44625|issue:45584", - "issue:43756|issue:45083", "issue:44488|issue:44843", - "issue:43334|issue:45759", - "issue:45200|issue:45229", - "issue:43646|issue:44466", - "issue:43824|issue:44589", - "issue:44589|issue:45520", - "issue:39692|issue:43295", - "issue:45229|issue:45823", - "issue:33357|issue:33666", - "issue:43572|issue:44291", - "issue:43504|issue:43606", - "issue:43927|issue:44361", - "issue:44423|issue:44734", - "issue:43575|issue:45405" + "issue:43756|issue:45083" ], - "prepared_review_unit_hash": "f6a5d4ae2a8b3b8bd5e9059c973e6013f160924cb383e52e6648af87a771b309", + "prepared_review_unit_hash": "c2af94df7eaf9e201071621be51b83e6207ccae0ae707a07e66b6e854b0c1864", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38205, - "estimated_input_tokens": 9552, - "estimated_eval_tokens": 19360 + "soft_pair_count": 31, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous, and none of the soft pairs look like the same underlying bug or change. Most are either different model families, different failure modes, or one is documentation while the other is a runtime bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43824 is the most central issue in the set by discussion/inbound references and is a clear user-facing regression.", + "summary": "This is a loose similarity cluster of unrelated Transformers bugs (tokenizer regressions, config/load failures, training/runtime issues). I don\u2019t see any soft pair that is clearly the same underlying bug. The best anchor issue is the Granite tokenizer regression because it is broad and directly about a silent tokenizer breakage.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45812 is the broadest, most central tokenizer-regression report in the set: it affects all Granite models, describes a silent v4\u2192v5 behavior change, and has the most direct relevance to duplicate-triage for tokenizer output bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the strongest signal of impact and cross-linking, so it is the best representative issue among these unrelated reports.", + "best_issue_reason": "issue:45812 is the strongest cluster representative because it is model-family-wide, concrete, and likely to attract adjacent tokenizer bug reports; the other items are mostly unrelated load/training/config regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Both are tokenizer-related, but one is missing BOS/EOS behavior for mdeberta while the other is wrong token IDs for Granite models; different bugs and model families." + "reason": "Different trainer failures: GPU broadcast of NoneType vs TrainerState token counting not updating." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a GenerationMixin import failure are unrelated code paths." + "reason": "Unrelated bugs: legacy preset field on BEiT loading vs torch.compile+SDPA failure in Bamba." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "SigLIP2 implementation mismatch vs an incorrect pipeline translation-task message; not the same issue." + "reason": "Different code paths: auto device mapping cuda assert vs chunked generation with compiled forward." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Both mention rotary/rope settings, but one is a Smollm3 layer-selection bug and the other is GPTNeoX config reload regression." + "reason": "BEiT legacy-field load bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Audio sampling-rate defaulting and processor.tokenizer/image handling are different regressions." + "reason": "Different subsystems: BEiT pretrained loading vs OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both are missing pad-token fields, but for different configs and different attribute names; not the same bug." + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are different failures." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig token-ID loss on save/load." + "reason": "Qwen3.5 hidden-state output bug is distinct from incorrect visual-encoder keys on save_pretrained." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure than DiaConfig losing custom token IDs." + "reason": "Generic gguf/AutoModel loading breakage is not the same as a specific ScandiBERT load failure." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer spacing bug vs MacOS bus error loading a CLIP model; completely different problems." + "reason": "Both are tokenizer regressions, but they affect different model families and different symptoms; no evidence of one shared bug." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Qwen2-VL multi-GPU training and a custom trainer loss-signature TypeError are unrelated." + "reason": "Evaluate dtype drift and auxiliary-loss normalization are separate training issues." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "One is documentation example errors, the other is an implementation discrepancy for SigLIP2; not the same concrete bug." + "reason": "MobileLLM key error and AutoImageProcessor URL loading are unrelated load-path bugs." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Multi-GPU training support issue is unrelated to GenerationMixin import failure." }, { "left": "issue:43493", - "right": "issue:43844", + "right": "issue:43825", "accept": false, - "reason": "SigLIP2 parity discrepancy vs a ZeRO-3 gradient inflation bug; different code paths and symptoms." + "reason": "SigLIP2 implementation discrepancy and pipeline translation error messaging are different issues." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as abnormal gradient growth with DeepSpeed ZeRO-3." + "reason": "Audio chat-template sample-rate default is unrelated to processor.tokenizer/image-handling regression." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Phi-4 multimodal loading failure vs an unmet PEFT version requirement; different root causes." + "reason": "Both mention missing pad-token fields, but they involve different configs/models and different missing attributes." }, { - "left": "issue:43540", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3.5 flash-attention generation issues are different bugs." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-VL pad_token_id missing and StableLmConfig pad_token_idx missing are separate model/config regressions." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed differs from Qwen3VL MoE loading breakage in dev; not mergeable as one fix." - }, - { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "RoPE-layer-count bug and rotary_pct reload regression are distinct configuration issues." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Smollm3 RoPE layer dropping and a qwen3_omni_moe helper length bug are not the same defect." + "reason": "CPU offload device mismatch is not the same as config token IDs being lost on save/load." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Model loading failure for sleng-bert and an offline-mode model_info call bug in AutoTokenizer are different issues." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig token-ID persistence." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is incorrect unwrapping of text_config in from_config." + "reason": "Tokenizer added-space behavior and MacOS CLIP bus error are clearly different bugs." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Text-only finetuning defaults vs multi-GPU inference OOM are different Gemma4 problems." + "reason": "Qwen2-VL multi-GPU training and custom compute_loss keyword mismatch are unrelated trainer issues." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head.weight serialization are distinct v5 regressions." + "reason": "SigLIP2 discrepancy is not the same as gradient explosion under ZeRO-3." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Qwen2_5_VL import failure and Float8 storage lookup failure are unrelated." + "reason": "Documentation example errors are not the same as the underlying SigLIP2 implementation discrepancy." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "A Float8 storage TypeError and a flash_attn import-utils KeyError on Python 3.13 are different failures." + "reason": "BitNet loading with packed weights and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Documentation example mistakes are not the same as the processor.tokenizer regression in v4.57.5." + "reason": "Embedding dtype mismatch and abnormal gradient growth are different training regressions." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Gemma4 OOM during multi-GPU inference and a device mismatch with device_map='auto' are separate runtime problems." + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are different code paths." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "MacOS bus error on CLIP loading and Qwen2-VL multi-GPU training are unrelated." + "reason": "Model loading failure and an unreleased PEFT version pin are unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized arg under init_empty_weights are different compatibility issues." + "reason": "Both involve pad-token metadata, but they are different model configs with different missing fields and symptoms." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Legacy-field model loading in Beit is unrelated to bark-small CPU offload device mismatch." + "reason": "These are both Qwen3 MoE-related, but one is accelerate+deepspeed weight conversion and the other is a dev load regression in Qwen3VL; not the same concrete bug." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are separate bugs." + "reason": "num_labels propagation and Whisper empty-transcription handling are unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Both are transformers serve crashes, but on different endpoints and different failure mechanisms: str.to on multimodal batching vs KV-cache tensor indexing." + "reason": "A model load failure on sleng-bert is not the same as the offline-mode mistral regex patch bug." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct OOM with tensor parallelism and a PEFT version bump are unrelated." + "reason": "Smollm3 RoPE-layer truncation and qwen3_omni_moe feature-length helper behavior are different bugs." } ] }, @@ -6836,65 +6792,79 @@ "component_index": 2, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:15354", "issue:28218", "issue:29942", "issue:30333", + "issue:33357", + "issue:33666", "issue:34567", - "issue:37428", - "issue:38175", + "issue:39692", "issue:43232", "issue:43278", "issue:43295", - "issue:43493", + "issue:43334", "issue:43504", - "issue:43540", + "issue:43572", + "issue:43575", "issue:43582", "issue:43606", + "issue:43646", "issue:43653", "issue:43701", + "issue:43824", "issue:43844", - "issue:43873", - "issue:43957", + "issue:43927", "issue:43994", "issue:44112", - "issue:44315", + "issue:44291", + "issue:44361", + "issue:44423", "issue:44464", "issue:44466", "issue:44493", "issue:44521", "issue:44554", - "issue:44568", - "issue:44610", + "issue:44589", + "issue:44734", "issue:44792", "issue:44849", "issue:44964", "issue:44977", - "issue:45072", "issue:45084", - "issue:45127", - "issue:45198", "issue:45200", + "issue:45229", "issue:45290", - "issue:45356", "issue:45405", "issue:45446", "issue:45520", "issue:45584", - "issue:45701", + "issue:45759", "issue:45823" ], "soft_pairs": [ - "issue:44464|issue:45584", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44423|issue:44734", "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44464|issue:45584", "issue:43994|issue:44493", "issue:43278|issue:43701", "issue:43606|issue:44112", @@ -6902,211 +6872,205 @@ "issue:29942|issue:30333", "issue:44521|issue:45290", "issue:28218|issue:34567", - "issue:45084|issue:45520", + "issue:43232|issue:44849", "issue:43844|issue:44964", - "issue:15354|issue:38175", + "issue:45084|issue:45520", "issue:44554|issue:45446", - "issue:43232|issue:44849", - "issue:43582|issue:44977", - "issue:44568|issue:45701", - "issue:43540|issue:45200", - "issue:37428|issue:43957", - "issue:45072|issue:45198", - "issue:45200|issue:45823", - "issue:44315|issue:44849", - "issue:44554|issue:45356", - "issue:43493|issue:43701", - "issue:43873|issue:44464", - "issue:43295|issue:44610", - "issue:44466|issue:45127" + "issue:43582|issue:44977" ], - "prepared_review_unit_hash": "e74357a0621218bf8748faddbced3295a90b489831a38446172933b0bde42115", + "prepared_review_unit_hash": "2b06e20157c7f24ddf76f6edf1d5029f76dc1d8e1abe8dbe762bcbf808f36ac1", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35013, - "estimated_input_tokens": 8754, - "estimated_eval_tokens": 17764 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35791, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly false positives: the issues cover different models, subsystems, and failure modes, so none should be merged as duplicates. If a representative issue is needed, the most active and referenced one is the multimodal chat-template bug.", - "confidence": 0.56, - "canonical_issue_reason": "No clear canonical duplicate: the candidate pairs do not point to one shared underlying bug, so the cluster is better treated as heterogeneous.", + "summary": "This cluster is highly heterogeneous: the items mostly share broad Transformers/model-loading themes, but none of the soft pairs look like the same underlying bug or change. I found no convincing duplicate issue or PR candidate.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative by activity and inbound references, and it sits on an active multimodal API regression with broader user impact.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both involve generation, but they are different bugs in different code paths/models: compiled forward chunked generation vs Whisper empty-transcription behavior." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id on load and the other is from_config failing to unwrap text_config; different code paths and symptoms." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Unrelated failures: BEiT semantic-segmentation loading with a legacy field vs BigBirdTokenizer special-token registration." + "reason": "Gemma4-related, but one is a training fine-tuning mm_token_type_ids default issue and the other is multi-GPU inference OOM." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Different symptoms and likely different fixes: SigLIP2 output discrepancy vs a broad position-id key warning across many models." + "reason": "Both mention v5/main regressions, but one is custom model initialization and the other is lm_head.weight serialization depending on device." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "One is a dtype drift in evaluation; the other is a resume_from_checkpoint key mismatch." + "reason": "Completely different failures: Qwen2.5-VL import error versus Float8 storage lookup TypeError." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Both mention device-related CI behavior, but they affect different models and different mechanisms (CPU offload mismatch vs stale override test)." + "reason": "Both are regression reports, but one is a SigLIP2 docs example issue and the other is custom code breaking around processor.tokenizer / images-to-tokenizer handling." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Janus image-generation test failure and an unreleased PEFT version bump are unrelated." + "reason": "Same Gemma4 family, but OOM from multi-GPU inference is not the same bug as a device mismatch during forward with device_map=auto." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after training failure are unrelated subsystems." + "reason": "Different models, platforms, and failures: MacOS bus error on CLIP versus Qwen2-VL multi-GPU training." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both are chat-template related, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; not the same bug." + "reason": "Unrelated runtime issues: Float8 storage object error versus flash_attn import KeyError on Python 3.13." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Both are model-loading/version issues, but one is a missing pad_token_idx in StableLmConfig and the other is an unexpected _is_hf_initialized argument with init_empty_weights." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Non-template-node compile errors and a flash_attn import KeyError on Python 3.13 are separate issues." + "reason": "Different subsystems and bugs: legacy-field model loading for BEiT versus a device mismatch with CPU offload for Bark." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "ZeRO-3 gradient blow-up and a model-loading regression under latest transformers are different failure modes." + "reason": "One is DiaConfig save/load losing custom token IDs and causing generation IndexError; the other is MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "Both are serve-related, but continuous batching with multimodal models and KV-cache continuation tensor indexing are distinct crash paths." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "MPS attention correctness with differing head dims is not the same as a flex_attention import/version check bug." + "reason": "No overlap beyond token/model loading: BEiT legacy preset loading versus BigBirdTokenizer mask token registration and decode output." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Generation kwargs sync_gpus behavior and Qwen3.5 hidden-states output are different code paths." + "reason": "OOM on loading a large Qwen2 model is unrelated to a PEFT minimum-version bump not yet on PyPI." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation problems do not share a concrete bug." + "reason": "Different generation issues: compiled-forward chunked generation inconsistency versus Whisper empty-transcription failure after align_special_tokens." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "A specific tokenizer regression for BOS/EOS addition is broader than a general report that transformers version changes tokenization." + "reason": "Different symptoms and likely causes: SigLIP2 nonsensical outputs versus unexpected key with position id across many models." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Video processing failure in Qwen3OmniMoe and Gemma 4 text-only mm_token_type_ids behavior are separate multimodal issues." + "reason": "BF16-to-FP32 dtype change in evaluation is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Flash-support import failure and meta-device model-loading regressions are unrelated." + "reason": "A real model/device bug versus a CI failure from a stale device override test; not the same underlying problem." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same underlying bug." + "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Both are Gemma 4 related, but one is about defaulting mm_token_type_ids for text-only finetuning while the other is a device-map mismatch during forward." + "reason": "Flash Attention 2 test failures and MLflow not reporting failed training jobs are unrelated." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Liger Kernel application via model_init and Qwen3.5 hidden-state output are unrelated." + "reason": "Both use apply_chat_template, but all-zero assistant masks for multimodal inputs is a different bug from crashing on assistant tool-call messages with no content." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "An MPS attention correctness issue and a Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "Tokenizer spacing after added tokens and TrainerState num_input_tokens_seen not updating are unrelated." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint resume key mismatch do not describe the same bug." + "reason": "Generation sync_gpus keyword update and Qwen3.5 output_hidden_states behavior are separate bugs." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Quantized offloading behavior and compiled-forward chunked generation inconsistencies are different problems." + "reason": "ZeRO-3 gradient growth and a Phi-4 multimodal loading failure are different issues." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Processor/tokenizer API regression and OmDet-Turbo input-size mismatch are separate processor/model integration bugs." + "reason": "A template compilation TypeError is unrelated to flash_attn import KeyError on Python 3.13." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Both involve tied weights/serialization themes, but one is device-dependent serialization of lm_head.weight while the other is LoRA merge collapse with extended vocab." - } - ] - }, + "reason": "MPS attention correctness with mismatched head dims is separate from a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation problems are unrelated." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -7119,20 +7083,20 @@ "component_index": 2, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ + "issue:15354", "issue:28218", "issue:35141", "issue:37428", "issue:38175", "issue:42915", - "issue:43262", "issue:43278", "issue:43295", "issue:43334", @@ -7141,50 +7105,61 @@ "issue:43493", "issue:43525", "issue:43526", + "issue:43540", "issue:43572", - "issue:43575", - "issue:43653", - "issue:43819", + "issue:43701", "issue:43824", - "issue:43827", "issue:43844", "issue:43856", "issue:43873", - "issue:43901", "issue:43957", "issue:43975", - "issue:44112", - "issue:44206", - "issue:44360", + "issue:44315", "issue:44442", + "issue:44464", + "issue:44466", "issue:44514", "issue:44521", - "issue:44561", + "issue:44554", + "issue:44568", "issue:44610", "issue:44792", - "issue:44857", + "issue:44849", "issue:44898", "issue:44936", "issue:44987", - "issue:45083", + "issue:45072", "issue:45127", "issue:45198", "issue:45200", - "issue:45245", "issue:45325", + "issue:45356", "issue:45412", "issue:45563", - "issue:45584" + "issue:45701", + "issue:45823" ], "soft_pairs": [ + "issue:44568|issue:45701", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:43873|issue:44464", + "issue:44466|issue:45127", "issue:44898|issue:45412", + "issue:44792|issue:45563", "issue:37428|issue:43824", "issue:43572|issue:44987", - "issue:44792|issue:45563", - "issue:43572|issue:43957", "issue:45200|issue:45325", - "issue:43334|issue:43525", + "issue:43572|issue:43957", "issue:43844|issue:44936", + "issue:43334|issue:43525", "issue:43295|issue:43450", "issue:43824|issue:43975", "issue:43295|issue:43873", @@ -7195,236 +7170,231 @@ "issue:38175|issue:43493", "issue:44442|issue:45198", "issue:43278|issue:43856", - "issue:44514|issue:44521", - "issue:43827|issue:43901", - "issue:43653|issue:44112", - "issue:43450|issue:43575", - "issue:43450|issue:43493", - "issue:44206|issue:45584", - "issue:45127|issue:45245", - "issue:44360|issue:44561", - "issue:43262|issue:43450", - "issue:43819|issue:45083", - "issue:44610|issue:44857", - "issue:43819|issue:44112" + "issue:44514|issue:44521" ], - "prepared_review_unit_hash": "bb9f7b824f4c51fad782bbea4d688ce3891cf0b84271fd8da6259724d161dc06", + "prepared_review_unit_hash": "13a75d251a5ba847c83b70780b130f0373b0223de1c7dc203bf27bad7cce02c3", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mostly heterogeneous cluster with one clearly plausible duplicate pair (the two SigLIP2 issues) and many adjacent-but-distinct processor/model regressions. For the representative issue, I\u2019d anchor on the most activity-heavy broad multimodal/import case rather than overclaiming that issue:44521 is strongest overall.", - "confidence": 0.8, - "canonical_issue_reason": "issue:43824 is a broad, high-activity multimodal import regression with the strongest discussion/inbound signal among the cluster\u2019s more generic candidates, so it works better as the representative issue than issue:44521.", + "summary": "This is a heterogeneous set of issues with no broad cluster-wide duplicate theme. The only credible duplicate-style link is the SigLIP2 correctness pair; the rest are adjacent at best but describe different bugs, models, or code paths.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43493 is the broader SigLIP2 implementation discrepancy; issue 38175 looks like a narrower symptom of that same model behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best global issue representative because it is active, broadly phrased, and sits near the center of the cluster\u2019s multimodal/import failures without relying on an unsupported claim of being the most active overall.", + "best_issue_reason": "Issue 43493 is the best representative of the only real duplicate family here because it states the underlying HF-vs-JAX discrepancy more generally.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "Different model families and failure modes: Perceiver resolution handling vs RT-DETR memory release." + "reason": "Both mention tokenization regressions, but one is a missing BOS/EOS insertion bug and the other is a broad version-related tokenization change; not the same concrete defect." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Both are import errors, but they involve different symbols, models, and code paths." + "reason": "Completely different failures: TorchScript export on ViT versus SigLIP2 zero-probability output." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Different loading regressions on different models; similarity is too broad." + "reason": "Different subsystems and symptoms: Qwen3Omni video input handling versus Gemma4 multimodal token-type defaults." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Janus image-generation test failure and a stale generate warning are unrelated." + "reason": "An import error for a missing flash-attention helper is unrelated to meta-device model loading failures." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Both concern loading, but the underlying problems are distinct." + "reason": "Different code paths: bfloat16 dtype mismatch during inference versus Wav2Vec2 save/tokenization failures." }, { "left": "issue:45200", - "right": "issue:45325", + "right": "issue:45823", "accept": false, - "reason": "Different Gemma/Qwen multimodal bugs affecting different preprocessing logic." + "reason": "Both are Gemma4 issues, but one is missing/default mm_token_type_ids and the other is a device-placement mismatch in forward; not the same bug." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Same general missing-field pattern, but different configs and no clear shared defect." + "reason": "Liger Kernel application in model_init is unrelated to the Qwen3.5 hidden-states bug." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "ZeRO-3 training instability and post-train evaluate failure are different issues." + "reason": "An MPS attention correctness issue is unrelated to a tokenizer regression in Kimi-K2.5." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape handling hit different paths." + "reason": "SigLIP2 model discrepancy and resume_from_checkpoint key mismatch are different failures." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Different model-specific import/detokenization failures." + "reason": "Both involve processors, but one is processor.tokenizer/image passing regression and the other is a bad image-size output from OmDet-Turbo." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Custom processor API breakage and quantization offloading are unrelated." + "reason": "Quantization/offloading behavior is unrelated to compiled-forward chunked generation outputs." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Both mention labels, but one is metric gathering and the other is image-processor label reduction." + "reason": "Both touch tied weights/lm_head, but one is serialization-by-device and the other is LoRA merge collapse after vocab extension; different bugs." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different model families and different failure classes." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "SigLIP2 output mismatch and RT-DETR memory release are unrelated." + "reason": "A failed image-generation test for Janus is unrelated to a stale paged-generate warning." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization on resize." + "reason": "Different import failures for different model classes; no shared code path is evident." }, { - "left": "issue:38175", - "right": "issue:43493", - "accept": true, - "reason": "Both are SigLIP2 implementation discrepancies, and the zero-probability symptom plausibly stems from the same HF-vs-reference mismatch." + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading/config regressions, but they concern different models and symptoms, so they are not the same underlying bug." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer-related, but different model families and different bugs." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL temporal position scaling are unrelated." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as MoE memory inefficiency." + "reason": "A missing config attribute after update is not the same as meta-device loading breakage across models." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Same processor area, but batched-input crashing and all-zero assistant masks are different failures." + "reason": "Training gradient explosion under ZeRO-3 and trainer.evaluate() failure after train are different issues." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Both are docs issues, but they reference different APIs and regressions." + "reason": "Both are missing pad_token_id AttributeErrors, but they affect different config classes and model families; too weak to call duplicates." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override behavior are unrelated." + "reason": "Custom processor.tokenizer access regression and batched video shape bug are separate processor problems." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Batched video preprocessing and tensor-parallel OOM are different problems." + "reason": "Importing a missing Qwen2.5-VL class is unrelated to DeepSeek detokenization behavior." }, { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Batched video shape bug and SigLIP2 implementation mismatch are different paths." + "reason": "Processor API regression and quantization/offloading behavior are unrelated." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Unsupported feature-extractor arg and empty-transcription generation are distinct audio bugs." + "reason": "Trainer last-batch label dropping and BeitImageProcessorFast label reduction are different label-handling bugs." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "LoRA/extended-vocab collapse and category-count limit errors are unrelated." + "reason": "Fine-grained FP8 model failure is unrelated to a Qwen2.5-VL import error." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "DSA indexer activation choice and a removed helper affecting trust_remote_code are different subsystems." + "reason": "SigLIP2 output correctness and RT-DETR memory cleanup are unrelated." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and video batching are unrelated processor bugs." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different defects." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness problems; 38175 is a specific symptom, while 43493 describes the broader HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to qwen3_omni_moe feature-length handling." + "reason": "Different speech-model tokenization/load failures with no shared concrete bug." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Preprocessing size mismatch and AMP crash are different issues." + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are unrelated." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "DAC latent mismatch is unrelated to a GraniteSpeech CI test failure." + "reason": "Both are apply_chat_template multimodal bugs, but one is a batched-padding crash and the other is all-zero assistant masks; not clearly the same root cause." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly conservative, but one key claim is not grounded in the packet: issue:44521 is not clearly the strongest by discussion/inbound activity (e.g. issue:43824 has higher discussion and inbound counts). Because the representative-issue choice is justified with an unsupported superlative, I can\u2019t accept this as fully precise. The soft-edge verdicts themselves look mostly conservative, including the single SigLIP2 acceptance, but the top-line rationale needs to be toned down or corrected." + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The SigLIP2 pair is the only clearly supported duplicate-style link, while the rest are reasonably separated by different models, symptoms, or code paths." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -7434,324 +7404,330 @@ "component_index": 2, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:29127", "issue:29942", "issue:32090", - "issue:34689", - "issue:35141", "issue:37428", - "issue:38175", "issue:39692", + "issue:43262", "issue:43278", "issue:43335", "issue:43425", + "issue:43450", + "issue:43493", "issue:43504", "issue:43526", "issue:43550", + "issue:43575", "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", + "issue:43827", + "issue:43901", "issue:43931", "issue:44112", "issue:44206", - "issue:44292", "issue:44351", + "issue:44360", "issue:44448", "issue:44462", "issue:44493", "issue:44561", + "issue:44610", "issue:44743", "issue:44779", - "issue:44855", "issue:44857", - "issue:44977", - "issue:45072", "issue:45083", + "issue:45127", "issue:45200", - "issue:45229", + "issue:45245", "issue:45290", "issue:45310", "issue:45381", "issue:45478", - "issue:45520", + "issue:45584", "issue:45588", "issue:45593", "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:43450|issue:43493", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:43278|issue:43825", "issue:43335|issue:43550", - "issue:44857|issue:45593", "issue:43606|issue:45083", "issue:44448|issue:44743", - "issue:37428|issue:44351", + "issue:44857|issue:45593", + "issue:45290|issue:45381", "issue:45200|issue:45588", "issue:29942|issue:32090", - "issue:45290|issue:45381", - "issue:43611|issue:43931", + "issue:37428|issue:44351", "issue:39692|issue:43526", + "issue:43611|issue:43931", "issue:44206|issue:45823", "issue:44462|issue:44561", "issue:44561|issue:44779", "issue:43335|issue:43653", - "issue:45310|issue:45478", "issue:43819|issue:44493", - "issue:45588|issue:45859", - "issue:29127|issue:32090", "issue:43550|issue:44112", - "issue:44292|issue:45520", - "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:29127|issue:32090", "issue:43335|issue:43504", - "issue:39692|issue:44493", - "issue:43335|issue:45083", - "issue:44448|issue:44779", - "issue:38175|issue:44493", - "issue:43335|issue:45072", - "issue:43335|issue:45593", - "issue:43720|issue:44112", - "issue:44977|issue:45229", - "issue:34689|issue:35141", - "issue:44448|issue:44977" + "issue:45588|issue:45859" ], - "prepared_review_unit_hash": "c8dc2187a0f187fa7f0b87cc35eb4edf4079ec7fea45342beefdf18d770cd956", + "prepared_review_unit_hash": "baaecdcebda82995284d626830332d3e746962bf04307b01f1d6f3dcf928ef0d", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37360, - "estimated_input_tokens": 9340, - "estimated_eval_tokens": 18936 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37606, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 }, "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 identical Qwen3.5 MoE from_pretrained regression. The rest are related only at a very broad Transformers/modeling level, not the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45310 is the cleanest canonical issue because it exactly matches issue:45478 in title and failure mode, and it was filed first.", + "summary": "The set is mostly heterogeneous and the soft edges are largely false positives. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression pair (45310/45478).", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical choice because it is the clearest, earlier report of the same concrete regression as 45478: `transformers>=5.4.0` causing `Qwen3.5 Moe from_pretrained` to fail.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best overall representative of the only true duplicate pair in this set; other issues are unrelated one-off bugs.", + "best_issue_reason": "45310 is the most suitable global representative here: it is specific, reproducible, and directly matches the only strong duplicate candidate in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Different failures: a missing flash-attention utility import vs a general torch-version incompatibility." + "reason": "Different bugs: tokenizer special-token decode issue vs stale device-override CI failure." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "One is an embedding dtype regression; the other is a pipeline error-message issue." + "reason": "Both are docs-related, but they concern different API changes (`pipeline()` removal vs `return_all_scores`)." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Different code paths: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + "reason": "Different domains: batched video processor shape bug vs Qwen2-57B tensor-parallel OOM." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43450", + "right": "issue:43493", "accept": false, - "reason": "AMP/CUDA loss crash and missing auxiliary losses are separate bugs." + "reason": "Video batched-shape issue and SigLIP2 HF/JAX discrepancy are unrelated." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Different failure modes: unsupported `center` arg in audio feature extraction vs Whisper empty transcription after token alignment." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different models and root causes: Pegasus output drift vs Qwen recurrent-state reset." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Both are import errors, but for different symbols and different broken APIs." + "reason": "A discussion about a missing ReLU in DSA indexer is unrelated to `is_torch_fx_available` removal breakage." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 token-type-id defaulting and flash_attention aux-state crash are unrelated." + "reason": "DAC latent/forward mismatch is a different bug from `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Flash Attention 2 test failures and a trainer broadcast NoneType error do not share the same bug." + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are separate processor issues." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Chat-template tool-call handling and qwen2.5-vl video position IDs are different issues." + "reason": "Different components and symptoms: DAC mismatch vs GraniteSpeech stale device-override CI failure." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both are loading errors, but they point to different models and different shape/attribute problems." + "reason": "OmDet processor/model size mismatch is unrelated to LwDetrImageLoss AMP crash." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Documentation example mistakes are not the same as BeitImageProcessorFast reduce_labels behavior." + "reason": "Import error for `_flash_supports_window_size` is not the same as a general Torch 2.10 incompatibility." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different regressions: unsupported center argument vs Gemma4 PLE device mismatch." + "reason": "Embedding dtype drift in eval is unrelated to the pipeline translation-task error message." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer.json precedence and removal of is_torch_fx_available are unrelated breakages." + "reason": "Sparse-layer construction in SwitchTransformers and Bamba torch.compile/SDPA failure are distinct code-path problems." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "A removed utility breaking trust_remote_code is unrelated to Deepseek tokenizer output changes." + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length helper behavior." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems." + "reason": "Pegasus output differences and qwen3 recurrent-state reset are different model-specific regressions." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same Qwen3.5 MoE from_pretrained error, same title and same failure mode." + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model bugs: AMP crash vs missing auxiliary losses when denoising is off." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." + "reason": "Tool-call chat-template crash is unrelated to qwen2.5-vl video vision_position_ids being wrong." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Both mention offload/flash-attention-adjacent code, but the concrete failures differ." + "reason": "Gemma4 text-only `mm_token_type_ids` defaulting and flash-attention `s_aux=None` crash are separate issues." }, { - "left": "issue:29127", + "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "LayoutLMV3 error-message clarity and GPU broadcast NoneType are not the same bug." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors do not describe the same bug." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Bamba SDPA compile failure and GraniteSpeech stale device override are different code paths." + "reason": "Different import failures: flash attention utility symbol vs missing `HybridCache` export." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and Python 3.13 flash_attn import KeyError are distinct." + "reason": "SigLIP2 example issues are unrelated to BeitImageProcessorFast `reduce_labels` returning the wrong shape." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Python parser/import failure versus qwen3_omni_moe feature-length helper behavior." + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Different BEiT/SwitchTransformers loading bugs with no shared root cause." + "reason": "Both are device-related, but one is an audio feature-extractor arg bug and the other is Gemma4 PLE forward device mismatch." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "SigLIP2 docs issues and position-id key warnings are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to `is_torch_fx_available` removal fallout." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Sparse-layer creation and dtype mismatch in bfloat16 inference are different bugs." + "reason": "Both are v5 breakages, but they affect different subsystems: remote-code FX helper removal vs Deepseek tokenizer results." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer regression are unrelated." + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration issue are unrelated." }, { - "left": "issue:38175", + "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." + "reason": "DAC latent mismatch is unrelated to unexpected position-id key warnings across many models." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Different models and failures: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation." + "reason": "Bamba torch.compile/SDPA failure is unrelated to the GraniteSpeech stale CI device override test." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: both report `transformers>=5.4.0` breaking `Qwen3.5 Moe from_pretrained`; 45478 is effectively a duplicate of 45310." + }, + { + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Packed-weight unpacking in BitNet and GraniteSpeech device override are unrelated." + "reason": "LayoutLMv3 box-content error handling and Trainer `_gpu_broadcast_one` NoneType type error are different issues." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." + "reason": "SwitchTransformers sparse-layer creation and Beit semantic-segmentation legacy-field loading are unrelated." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Llama 3.2 Vision model loading and post_init reinitializing embeddings are separate bugs." + "reason": "Both involve flash/offload paths, but `s_aux=None` AttributeError and Qwen3_5Moe rotary embedding CPU-offload incompatibility are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the only accepted pair, issue:45310 and issue:45478, is an exact title/failure match and the earlier filing is correctly identified as canonical. The remaining soft-edge verdicts stay conservative and are consistent with the issue titles and the packet\u2019s lack of stronger link evidence. No overstatement detected." + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The duplicate judgment for 45310/45478 is strongly supported by the identical issue titles and matching regression description, and the rest of the pair verdicts do not overstate similarity." }, "evaluator_used": true, "retried": false, @@ -7764,44 +7740,44 @@ "component_index": 2, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:28218", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", + "issue:34689", "issue:35141", "issue:37428", + "issue:38175", + "issue:39692", "issue:40444", - "issue:41720", - "issue:43065", - "issue:43066", "issue:43278", "issue:43329", - "issue:43381", + "issue:43335", "issue:43412", "issue:43526", "issue:43550", "issue:43606", "issue:43701", + "issue:43720", "issue:43723", "issue:43873", "issue:43927", - "issue:43976", - "issue:43994", + "issue:44112", + "issue:44292", "issue:44448", - "issue:44462", - "issue:44466", "issue:44493", "issue:44554", "issue:44568", + "issue:44779", + "issue:44855", "issue:44857", "issue:44977", "issue:44987", @@ -7811,263 +7787,277 @@ "issue:45229", "issue:45245", "issue:45372", - "issue:45406", - "issue:45440", "issue:45459", "issue:45491", + "issue:45520", "issue:45563", "issue:45588", + "issue:45593", "issue:45698", "issue:45712", "issue:45803" ], "soft_pairs": [ + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", "issue:43723|issue:44554", "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:44448|issue:44977", "issue:43606|issue:44857", - "issue:44857|issue:45072", "issue:44568|issue:45491", - "issue:28218|issue:32090", - "issue:45198|issue:45803", + "issue:44857|issue:45072", "issue:43927|issue:45698", - "issue:45459|issue:45712", + "issue:28218|issue:32090", "issue:44977|issue:45563", - "issue:29942|issue:35141", - "issue:37428|issue:44987", + "issue:45459|issue:45712", + "issue:45198|issue:45803", "issue:43701|issue:45083", - "issue:43873|issue:44493", + "issue:29942|issue:35141", "issue:45372|issue:45588", + "issue:37428|issue:44987", "issue:43550|issue:45083", + "issue:43873|issue:44493", "issue:32090|issue:33357", "issue:43412|issue:45588", - "issue:43278|issue:43329", "issue:43873|issue:45229", - "issue:45245|issue:45563", - "issue:43976|issue:45440", - "issue:41720|issue:45229", - "issue:28218|issue:29127", - "issue:45372|issue:45406", - "issue:45372|issue:45459", - "issue:43066|issue:44462", - "issue:43065|issue:43994", - "issue:44857|issue:45588", - "issue:43278|issue:43381", - "issue:44448|issue:44466" + "issue:43278|issue:43329", + "issue:45245|issue:45563" ], - "prepared_review_unit_hash": "662ae0457c8e3485879e77b74eea02b7ab301bdd14bb22df5265639a2afd891e", + "prepared_review_unit_hash": "270f4d743cb6aafb37efc86925439812f896f9016be6a4528ec4e01f0563c9f0", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37205, - "estimated_input_tokens": 9302, - "estimated_eval_tokens": 18860 + "soft_pair_count": 33, + "serialized_chars": 37886, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: every soft pair spans different concrete bugs or unrelated subsystems, so none should be merged.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, attention, loading, offload, multimodal, and CI failures. I don\u2019t see any pair that clearly shares the same underlying bug/change, so no duplicates should be merged here.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue fits this set; the soft pairs are heterogeneous and appear to be false positives rather than duplicates.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative duplicate target because there is no accepted overlap across the candidates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated code paths." + "reason": "Python 3.13 import/script parsing bug vs qwen3_omni_moe feature-length helper behavior; unrelated code paths." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Multimodal iterable-dataset failures and BEiT label reduction are different bugs." + "reason": "SwitchTransformers sparse-layer config bug vs qwen3_omni_moe length calculation; different models and failures." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP loss crashes are different failure modes." + "reason": "SigLIP2 doc/example errors vs generic position-id key warnings; different symptoms and roots." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Both involve dtype issues, but they affect different models and concrete code paths." + "reason": "Qwen-3-8B-NVFP4 runtime failure vs flash_attn import KeyError on Python 3.13; not the same bug." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN attention outputs are unrelated." + "reason": "Different model-specific output regressions in v4/v5; too broad to be one concrete change." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast NoneType errors." + "reason": "Zero probabilities in SigLIP2 vs unexpected position-id keys; unrelated model behavior." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures and a bare-except tensor conversion bug are not the same issue." + "reason": "Config creates sparse layer at zero layers vs bfloat16 dtype mismatch in inference; different defects." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Config token-ID persistence and wrong custom-module loading after save/load are different bugs." + "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss behavior; no shared underlying issue." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer error masking and leftover dummy classes are unrelated maintenance issues." + "reason": "Packed-weight loading failure vs stale GraniteSpeech CI test; different subsystems and failures." }, { "left": "issue:44977", - "right": "issue:45563", + "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are different symptoms." + "reason": "Flash-attention generation bug in Qwen3.5 vs multi-GPU CUDA OOM in Gemma4; not the same fix." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization on resize are unrelated." + "reason": "Tokenizer loading regression in v5 vs MPS attention correctness issue; unrelated paths." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Missing flash-attention import symbol and a specific model-load failure are not the same bug." + "reason": "IterableDataset multi-image finetuning failure vs BeitImageProcessorFast reduce_labels bug; different components." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length calculation." + "reason": "Llama 3.2 model loading breakage vs embedding reinit after resize; distinct model-init issues." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Quantization offload issues and unexpected position-id keys are different problems." + "reason": "Pegasus output drift vs Qwen3.5 flash-attention generation bug; different models and code paths." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Gemma4 processor import failure and a flash-attention s_aux=None crash are unrelated." + "reason": "CPU offload device mismatch vs LwDetrImageLoss AMP crash; unrelated failure modes." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to qwen3_omni_moe output-length logic." + "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings from sliding-window attention; no shared root cause." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Trainer GPU broadcast errors and a MacOS bus error on CLIP are different code paths." + "reason": "CUDA AMP loss crash vs dtype mismatch in inference; different bugs." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Executorch export guard/erfinv support and flash-attention None handling are unrelated." + "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after save_pretrained; persistence-related but not the same concrete bug." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Embedding dtype drift in eval and a multimodal token-count video-branch bug are unrelated." + "reason": "Tokenizer spacing issue vs Trainer _gpu_broadcast_one TypeError; completely unrelated." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Quantization offloading and multi-GPU CUDA OOM are different resource-management issues." + "reason": "Flash-attention generation failure vs stale warning for num_return_sequences; not the same underlying issue." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Category-count overflow and a stale generation warning are unrelated." + "reason": "Tokenizer error masking from import_protobuf_decode_error vs leftover dummy classes/check_repo cleanup; unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Wav2Vec2 save/tokenization failure vs bare except swallowing errors in FuyuBatchFeature; different code paths." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Qwen3 device-mapping assertion and Gemma4 OOM are different models and failures." + "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe helper bug; no shared defect." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer added-space behavior and LayoutLMv3 box validation messaging are unrelated." + "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; unrelated." }, { "left": "issue:45372", - "right": "issue:45406", + "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer are distinct bugs." + "reason": "Gemma 4 processor import dependency break vs flash_attention s_aux=None AttributeError; different import/runtime issues." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Gemma4 processor import failure and protobuf error masking are unrelated." + "reason": "Missing flash_attention_utils symbol vs model loading failure for physical-intelligence/fast; too different to merge." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are different tokenizer-loading issues." + "reason": "torch.compile+SDPA bug in Bamba vs qwen3_omni_moe length helper issue; unrelated." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Dummy Conv2d cleanup and Siglip2 nonsensical outputs are unrelated." + "reason": "Quantization/offloading behavior vs unexpected position-id key warnings; not the same bug." }, { - "left": "issue:44857", + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error on CLIP loading; different platforms and causes." + }, + { + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash-attention s_aux=None crash are different bugs." + "reason": "Executorch export/erfinv training-guard issue vs flash_attention s_aux=None crash; separate failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading with quantization vs Gemma4 multi-GPU OOM; different resource-management problems." }, { "left": "issue:43278", - "right": "issue:43381", + "right": "issue:43329", "accept": false, - "reason": "Eval dtype drift and gradient-checkpointing-in-eval behavior are unrelated." + "reason": "Embedding dtype drift vs undefined multimodal-token helper variables; unrelated training/eval bugs." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Pegasus output differences and lm_head serialization inconsistency are different concrete issues." + "reason": "Category-count runtime error vs stale generate warning; no common underlying change." } ] }, @@ -8083,15 +8073,16 @@ "component_index": 2, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:25251", + "issue:28218", "issue:29127", "issue:29942", "issue:30064", @@ -8099,287 +8090,280 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:36010", "issue:39692", + "issue:41720", "issue:42915", "issue:42994", "issue:43065", + "issue:43066", "issue:43257", "issue:43278", "issue:43381", "issue:43421", - "issue:43526", "issue:43653", - "issue:43701", "issue:43756", - "issue:43761", - "issue:43824", + "issue:43976", "issue:43994", "issue:44186", "issue:44206", "issue:44265", - "issue:44279", "issue:44361", - "issue:44442", + "issue:44448", "issue:44451", + "issue:44462", + "issue:44466", "issue:44479", "issue:44610", "issue:44743", + "issue:44857", "issue:44871", "issue:44977", - "issue:45103", "issue:45198", + "issue:45229", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45520", "issue:45588", - "issue:45593", - "issue:45823", - "issue:45834", - "issue:45859" + "issue:45823" ], "soft_pairs": [ - "issue:25251|issue:32090", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:28218|issue:29127", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:43065|issue:43994", + "issue:43066|issue:44462", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:44448|issue:44466", "issue:43065|issue:45412", + "issue:25251|issue:32090", "issue:45588|issue:45823", "issue:43653|issue:44743", - "issue:44451|issue:45520", "issue:44186|issue:45198", - "issue:44206|issue:44479", "issue:43994|issue:45412", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:42915|issue:42994", "issue:44361|issue:45198", "issue:44871|issue:44977", - "issue:42915|issue:42994", "issue:43421|issue:45491", "issue:44265|issue:45198", "issue:29942|issue:30064", - "issue:43257|issue:43278", "issue:43756|issue:45440", + "issue:43257|issue:43278", "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:32090|issue:33290", - "issue:44610|issue:45412", - "issue:45103|issue:45372", - "issue:43824|issue:44279", - "issue:45440|issue:45593", - "issue:43381|issue:43701", - "issue:43653|issue:44442", - "issue:43761|issue:45859", - "issue:43526|issue:45834", - "issue:29942|issue:36010", - "issue:29127|issue:33357", - "issue:43526|issue:44186" + "issue:44610|issue:45412" ], - "prepared_review_unit_hash": "ee175960685467a4616565da26747941bb28b79e750b683bb9662a65fbde16e0", + "prepared_review_unit_hash": "abf85833db1e49d7b5a91cf1f4be3f31db46eee9b84dbe3926b0c58e79c887bb", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36670, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36666, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly false-positive similarity matches across unrelated bugs and features; no soft pair looks like the same underlying issue or a mergeable duplicate PR.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges: the candidate pairs span different models, components, and failure modes rather than one duplicate family.", + "summary": "This cluster is not a duplicate set; it\u2019s a heterogeneous mix of unrelated tokenizer, model, training, and inference bugs. No soft pair looks like the same underlying issue or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the items describe distinct bugs across different components. If a representative is needed, issue 45372 is one of the clearest concrete regression reports, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45412 is the strongest standalone bug report in the set, with a clear symptom and active discussion, but it is not a representative duplicate target for the cluster.", + "best_issue_reason": "Issue 45372 is the most concrete and actionable representative among the set, with a specific failure mode and visible impact, but it is still not a good duplicate anchor for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:25251", - "right": "issue:32090", - "accept": false, - "reason": "Pipeline top_k nesting behavior and a trainer broadcast NoneType error are unrelated failure modes." - }, - { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are different bugs in different code paths." + "reason": "Different problems: Qwen3 auto device mapping hits cudaErrorAssert, while Gemma4 multi-GPU inference hits CUDA OOM." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 device-map mismatch are distinct runtime issues." + "reason": "One is a Python-version compatibility issue; the other is a model implementation divergence for DeepSeekV3MoE." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer special-token registration/decoding and Qwen recurrent-state reset are unrelated." + "reason": "Tokenizer extra-space behavior and LayoutLMv3 error-message clarity are unrelated bugs." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Model loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are not the same defect." + "reason": "Both involve Gemma4 processors, but one is an import error from mistral_common and the other is a missing _tokenizer attribute in serve; not the same bug." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "LayoutLMv2 NER padding/truncation crashes and Wav2Vec2 save/tokenization failures affect different subsystems." + "reason": "Import failure for ReasoningEffort and tokenizer error masking are distinct tokenizer-loading issues." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Unsupported center argument in a feature extractor is unrelated to the Qwen video-input regression." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are unrelated model issues." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR garbage-collection memory release are separate problems." + "reason": "Wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading/serialization bugs." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + "reason": "AMP/CUDA loss crash and flash-attention s_aux=None crash affect different code paths." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure do not share a concrete code path." + "reason": "Embedding dtype drift and gradient-checkpointing-in-eval-mode are separate evaluation/training-state problems." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Qwen3 MoE fp8 config failure and quantized model saving failure are both quantization-related but not the same bug." + "reason": "Pegasus output differences across versions and lm_head.weight serialization inconsistency are not the same defect." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated." + "reason": "A dummy convolution in Sam3PixelDecoder is unrelated to an RT-DETR memory leak." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "torch.export failures from torch_compilable_check and Wav2Vec2 save/tokenization bugs are different issues." + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + "reason": "Flash-attention auxiliary-state crash and Gemma4 PLE device mismatch are different forward-pass issues." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Accelerate+DeepSpeed MoE weight conversion and BF16-to-FP32 dtype drift are separate training behaviors." + "reason": "BigBirdTokenizer special-token decoding and Qwen3.5 recurrent state resetting are unrelated." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Smollm3 RoPE layer dropping and DeepSeekV3MoE divergence from remote implementation are different model-specific mismatches." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Wav2Vec2 save/tokenization failures are different tokenizer/model paths." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same defect." + "reason": "Feature extractor center-arg crash and video-input regression are separate processor bugs." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "ScandiBERT loading failure and flash_attn import on Python 3.13 are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "NoneType broadcast failure in Trainer and DeepSpeed Adafactor OOM are different runtime problems." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and quantized model saving are different quantization/loading problems." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Processor/model image-size mismatch and a model memory leak are unrelated." + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are different code paths." + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different issues." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Qwen2.5-VL import error and a vague dependency issue are not the same concrete bug." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings do not share the same bug." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model changes." + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are distinct checkpointing issues." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different problems." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are unrelated model-architecture bugs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "MoE weight conversion/loading and embedding dtype changes are separate concerns." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long-OCR index error are different preprocessing problems." + "reason": "CLIP bus error on macOS and SigLIP2 documentation/model mismatch are not the same underlying bug." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." + "reason": "Error-message clarity for LayoutLMv3 boxes and TrainerState token counter not updating are unrelated." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "LayoutLMv3 clearer error messaging and CLIP MacOS bus errors do not describe the same bug." + "reason": "NoneType broadcast in Trainer and AdaFactor OOM in DeepSpeed are distinct training failures." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer padding/truncation crashes are different components and failures." + "reason": "OmDet-Turbo processor image-size mismatch and RT-DETR memory retention are unrelated." } ] }, @@ -8395,288 +8379,296 @@ "component_index": 2, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:29127", - "issue:33290", - "issue:34567", - "issue:34689", + "issue:29942", + "issue:33357", "issue:35141", - "issue:39692", - "issue:42907", + "issue:36010", "issue:42915", "issue:43232", "issue:43262", - "issue:43316", "issue:43334", + "issue:43381", "issue:43388", "issue:43441", - "issue:43525", "issue:43526", "issue:43531", "issue:43575", - "issue:43611", "issue:43646", + "issue:43653", "issue:43701", "issue:43723", "issue:43761", + "issue:43824", "issue:43931", "issue:44077", "issue:44079", + "issue:44186", "issue:44188", "issue:44206", + "issue:44279", "issue:44387", "issue:44442", "issue:44464", - "issue:44479", "issue:44743", "issue:44811", "issue:44857", - "issue:44898", "issue:44977", "issue:45003", "issue:45072", + "issue:45103", "issue:45245", - "issue:45290", + "issue:45372", "issue:45440", "issue:45479", "issue:45491", "issue:45588", - "issue:45698", - "issue:45803" + "issue:45593", + "issue:45803", + "issue:45834", + "issue:45859" ], "soft_pairs": [ + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43526|issue:44186", + "issue:29127|issue:33357", "issue:43334|issue:43531", "issue:29127|issue:35141", - "issue:44464|issue:45491", "issue:44977|issue:45245", + "issue:44464|issue:45491", "issue:42915|issue:43931", "issue:44442|issue:45072", "issue:43262|issue:44206", "issue:43526|issue:44857", "issue:43232|issue:43388", - "issue:43575|issue:43701", "issue:43441|issue:45588", "issue:44743|issue:44811", - "issue:43575|issue:44387", + "issue:43575|issue:43701", "issue:43646|issue:44077", + "issue:43575|issue:44387", "issue:45003|issue:45440", "issue:43761|issue:44079", "issue:43723|issue:45479", "issue:44442|issue:45803", - "issue:43761|issue:44188", - "issue:43316|issue:43525", - "issue:33290|issue:34567", - "issue:44479|issue:45290", - "issue:44442|issue:44898", - "issue:42907|issue:45698", - "issue:34689|issue:43611", - "issue:39692|issue:45491", - "issue:33290|issue:34689", - "issue:33290|issue:35141" + "issue:43761|issue:44188" ], - "prepared_review_unit_hash": "5dd5b343c5c64766c489f2cbe907fa395aafe98290de50da1f7a7ec15ef7479f", + "prepared_review_unit_hash": "82cbbab1e83eafb6628b13e4faeee4cc14a10109dceac60f8580b8fb7a21eb33", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35643, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated model families, trainer/runtime regressions, tokenizer/processor bugs, and memory/loading failures. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is a grab bag of unrelated bugs, and the soft pairs are only superficial title-level similarities.", + "summary": "This is not a duplicate cluster. The issues cover many unrelated regressions across tokenizers, generation, audio/vision processors, model loading, quantization, and training utilities, so there is no single canonical bug/change to merge around.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are largely unrelated, and the soft pairs do not describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best representative only because it is open, has inbound references, and concerns a broad save/load custom-module regression with ongoing impact.", + "best_issue_reason": "No issue is a strong global representative; the cluster is heterogeneous, so any single issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Different failures: missing pad_token_id on Qwen3-VL text config vs a sliding_window/recurrent-state bug in Qwen3-MoE." + "reason": "Both are import/annotation-related crashes, but they fail for different reasons in different code paths: auto_docstring kwargs parsing vs mistral_common ReasoningEffort import." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Unrelated bugs: unclear LayoutLMv3 box error messaging vs token-embedding resizing reinitializing the output embedding." + "reason": "Both mention loading/dependency problems, but one is a missing Qwen2.5-VL symbol and the other is a generic transformer dependency issue; not the same bug." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Both involve generation, but one is compiled forward chunking inconsistency and the other is a Gemma3 sliding-window NaN issue with mixed-length batches." + "reason": "Different model-specific behavior: DeepseekV3MoE parity divergence vs D-FINE auxiliary-loss handling when denoising is off." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Completely different problems: FlashAttention generation regression vs a categories-cardinality RuntimeError." + "reason": "Both concern tokenizers, but one is BigBird special-token registration/empty decode and the other is AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Different root causes: FineGrainedFP8Config failure on Qwen3Moe vs weight-shape mismatch when loading Qwen3-VL." + "reason": "Unrelated problems: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Tokenizer-loading failure and bfloat16 dtype mismatch are unrelated despite both being model-adjacent." + "reason": "Different model and subsystem: CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different processors and failures: BEiT reduce_labels output vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Both touch audio processing, but one is a chat-template sampling-rate default bug and the other is an unsupported `center` argument crash." + "reason": "Flash Attention 2 test failures are not the same as a GenerationMixin import error; unrelated regressions." }, { "left": "issue:43526", - "right": "issue:44857", + "right": "issue:44186", "accept": false, - "reason": "Different subsystems: BEiT label reduction returns the wrong shape, while LwDetrImageLoss crashes under float16 AMP on CUDA." + "reason": "Both are preprocessing bugs, but BEiT reduce_labels and LayoutLMv2Tokenizer NER padding/truncation are distinct code paths." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Generation kwargs syncing and metric-gathering label truncation are separate code paths with different failure modes." + "reason": "LayoutLMv3 box-information error handling is unrelated to the MacOS bus error in a community CLIP model." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "OOM during tensor-parallel model load is not the same bug as a resume_from_checkpoint key mismatch." + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id on Qwen3-VL loading and the other is a sliding_window bug in Qwen3-MoE." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Both mention FlashAttention, but they hit different models and different failures: Ministral-3 regression vs `s_aux=None` AttributeError." + "reason": "Different defects in different areas: LayoutLMv3 error messaging vs token-embedding resizing reinitialization in post_init." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Unrelated: Qwen3.5 recurrent-state reset bug vs Whisper batch_decode ignoring skip_special_tokens." + "reason": "Qwen3.5 flash-attention generation issues are unrelated to the 2^24 category-count limit error." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Both are OOMs, but one is TP model loading and the other is increased reserved memory under int4 quantization; not the same issue." + "reason": "Both involve generation/attention behavior, but one is compiled chunked generation inconsistency and the other is Gemma3 NaNs from sliding-window all-padding windows." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "General custom-model initialization breakage in v5 is broader and distinct from the specific patchtsmixer post_init constraint." + "reason": "Same broad model family name, but different failures: FineGrainedFP8Config compatibility vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "sys.modules access safety bug and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated bugs." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "The former is a CLIPVisionModel forward regression; the latter is a general ModelOutput key-assignment bug. Similar symptoms, different bugs." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to the unsupported center argument in a feature extractor." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Tokenizer auto-loading and degenerate zero-loss classification are completely different problems." + "reason": "BEiT reduce_labels output bug and LwDetrImageLoss float16 CUDA crash are different subsystems and failure modes." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Fuyu's bare-except tensor conversion bug." + "reason": "Generation kwargs handling after sync_gpus is unrelated to gather_for_metrics dropping label elements in the last batch." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Both are regressions, but one is hidden_states output handling and the other is attention-kernel divergence under torch.compile." + "reason": "Both mention flash attention, but they appear to be different failures in different integrations and model assumptions." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Both involve config APIs, but one is a broad Gemma3TextConfig discrepancy and the other is a specific missing pad_token_id on Llama4Config." + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated model/processor bugs." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Optimizer/deepspeed OOM and TrainerState token-count bookkeeping are unrelated." + "reason": "Tensor-parallel OOM when loading a model is unrelated to a checkpoint key mismatch." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Video-input regression across Qwen VL variants is unrelated to chat-template crashes on tool-call assistant messages." + "reason": "Both involve initialization/post_init semantics, but one is a broad Transformers 5.0 custom model init breakage and the other is a specific patchtsmixer rule change." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer loading and Perceiver non-default-resolution classification failure are not the same code path." + "reason": "Both are OOM-related, but one is tensor-parallel load OOM for Qwen2-57B and the other is increased reserved memory during int4 quantization." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE output divergence." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Both affect model loading, but they target different mechanisms: a specific Llama 3.2 vision regression vs base_model_prefix handling in v5." + "reason": "ModelOutput key assignment rules do not match the CLIPVisionModel hidden_states regression; different layers of the stack." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Documentation-example errors and Gemma3 NaN embeddings are unrelated." + "reason": "Tokenizer loading in v5 and degenerate zero-loss classification with num_labels=1 are unrelated issues." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "OOM in deepspeed/adafactor and model-loading failure for Llama 3.2 vision are different issues." + "reason": "AutoTokenizer load failure for one tokenizer is unrelated to a bare except swallowing errors in FuyuBatchFeature.convert_to_tensors()." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Completely different: training-memory OOM vs embedding reinitialization during post_init after resizing tokens." + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to attention-kernel divergence under torch.compile." } ] }, @@ -8692,281 +8684,309 @@ "component_index": 2, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:25251", "issue:28282", "issue:33290", + "issue:34567", "issue:34689", + "issue:35141", "issue:36010", "issue:36331", + "issue:39692", "issue:41628", "issue:42175", - "issue:43065", - "issue:43295", + "issue:42907", "issue:43316", "issue:43381", - "issue:43388", - "issue:43404", - "issue:43441", "issue:43493", + "issue:43525", "issue:43540", "issue:43550", + "issue:43611", "issue:43643", "issue:43673", - "issue:43688", "issue:43720", "issue:43742", "issue:43749", - "issue:43825", "issue:43827", "issue:43856", "issue:43873", "issue:43931", "issue:44077", - "issue:44162", "issue:44190", "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44617", "issue:44743", - "issue:44792", "issue:44855", "issue:44871", "issue:44877", + "issue:44898", "issue:44913", "issue:45137", "issue:45216", + "issue:45290", "issue:45372", + "issue:45491", + "issue:45698", "issue:45759" ], "soft_pairs": [ + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:33290|issue:35141", + "issue:33290|issue:34689", "issue:43381|issue:43873", "issue:43931|issue:45216", - "issue:43493|issue:43827", "issue:43550|issue:44743", + "issue:43493|issue:43827", "issue:44077|issue:44479", "issue:41628|issue:45372", "issue:43316|issue:45759", "issue:43720|issue:44442", "issue:43643|issue:44913", "issue:43749|issue:43931", - "issue:43873|issue:44871", "issue:33290|issue:36331", + "issue:43873|issue:44871", "issue:34689|issue:36010", - "issue:43381|issue:43856", "issue:44190|issue:44496", + "issue:43381|issue:43856", "issue:44855|issue:45137", "issue:43381|issue:43742", "issue:43316|issue:44877", - "issue:42175|issue:43316", "issue:43540|issue:44514", - "issue:25251|issue:28282", + "issue:42175|issue:43316", "issue:43673|issue:44743", - "issue:43065|issue:44617", - "issue:43404|issue:43441", - "issue:44162|issue:44792", - "issue:43388|issue:43688", - "issue:43295|issue:43825" + "issue:25251|issue:28282" ], - "prepared_review_unit_hash": "96e4d0039f1a1eed1367b69a33c25ed61b1c174dbb3820739befde62c59dd65a", + "prepared_review_unit_hash": "987bd375532995b07c2a9973ffda7a5aebfdf9a00d7de26b7a690d0ba323d351", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35282, - "estimated_input_tokens": 8821, - "estimated_eval_tokens": 17898 + "soft_pair_count": 31, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated import, config, training, loading, and multimodal processing issues. None of the soft-similarity pairs look like the same underlying bug, so all soft edges are rejected.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43825 is the clearest, most self-contained user-facing regression in the set, with a specific problem statement and broad pipeline-v5 relevance.", + "summary": "These items are not one duplicate cluster; they cover unrelated bugs across training, loading, configs, multimodal processors, docs, and saving behavior. None of the soft pairs look like the same underlying issue/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the soft pairs are mostly false positives, so collapsing them would mix unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the safest anchor if one issue must represent the cluster: it is actionable, well-scoped, and easier to generalize than the more model-specific reports.", + "best_issue_reason": "issue:43873 is the strongest triage anchor only because it is open and has the most inbound references/discussion, but it does not represent the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Different failure modes: gradient checkpointing vs quantization/offloading." + "reason": "Different config/API mismatches: Gemma3TextConfig discrepancy vs missing pad_token_id in Llama4Config." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both involve Qwen models, but one is a shape mismatch on load and the other is a save_pretrained regression." + "reason": "Separate multimodal chat-template bugs with different triggers and model families." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to docs still mentioning pipeline()." + "reason": "One is save/dequantize failure; the other is loading the wrong custom module after save." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Different model families and bugs: torch.compile/SDPA vs recurrent state reset with cache." + "reason": "Different training bugs: Adafactor OOM in DeepSpeed vs num_input_tokens_seen not updating." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Unrelated model-specific validation issue versus a video-input regression." + "reason": "Tokenizer-loading failure is unrelated to Perceiver image classification resizing/interpolation." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Both are import errors, but caused by different packages and different processor paths." + "reason": "Both are loading regressions, but for different causes and model-loading code paths." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Related to config APIs, but these are different composite-model bugs with different triggers." + "reason": "SigLIP2 docs errors are unrelated to Gemma3 NaN embeddings during mixed-length batching." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Packed-weight loading bug is unrelated to tokenizer loading failure." + "reason": "Different mechanisms: DeepSpeed Adafactor memory blowup vs embedding reinit on resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training OOM under DeepSpeed is not the same as a Llama 3.2 model-loading breakage." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization offloading are distinct behaviors." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile SDPA failure and recurrent-state reset in modular_qwen3_5 are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is not the same as stale pipeline() docs after v5 removals." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init restriction for patchtsmixer is unrelated to video-input regression in Qwen VL models." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading failure involve different missing symbols." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to AutoModelForCausalLM unwrapping composite text_config." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet unpacked-weight loading bug has no connection to tokenizer class loading." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config reload problems, but one drops missing fields while the other resets a specific parameter." + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload reset are different config issues." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different subsystems: FSDP CPU RAM loading versus Qwen3-VL shape mismatch." + "reason": "FSDP CPU/RAM-efficient loading and Qwen3-VL weight mismatch are unrelated loading paths." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id inconsistency." + "reason": "DeepSpeed OOM is not the same as CustomTrainer compute_loss signature breakage." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Optimizer OOM in DeepSpeed is unrelated to a trainer method signature change." + "reason": "Quantization offloading issue and Gemma-3 eos_token_id inconsistency are separate bugs." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Both are model/loading errors, but one is a specific model regression and the other is a missing import path." + "reason": "Llama 3.2 Vision loading regression is unrelated to GenerationMixin import failure." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Eval-mode gradient checkpointing and Qwen3 MoE memory usage are different problems." + "reason": "Local dataset loading failure has nothing to do with unrecognized model/config loading." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "Dataset loading in a training script is unrelated to missing model_type in config.json." + "reason": "Gradient checkpointing eval-mode restriction and Qwen3 MoE memory inefficiency are different problems." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python parser error in torch.jit scripting is unrelated to DeepSpeed deque underflow." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to ZeRO3 deque underflow." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient checkpointing eval-mode issue is unrelated to a MobileLLM key error." + "reason": "Gradient checkpointing behavior is not the same as MobileLLM key-error model loading." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both involve config handling, but one is an API discrepancy and the other is a strict loader rejection." - }, - { - "left": "issue:42175", - "right": "issue:43316", - "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to Gemma3TextConfig API mismatch." + "reason": "Gemma3TextConfig API discrepancy is unrelated to strict config blocking granite_speech." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal input bugs, but they affect different processors, inputs, and code paths." + "reason": "Qwen3OmniMoe video processing error and Qwen2_5_VL batched chat-template crash are different code paths." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to a missing PyTorch dependency error." + "reason": "Backend packaging for pip install '.[torch]' is unrelated to Gemma3TextConfig API mismatch." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is GenerationMixin cache availability and the other is recurrent state reset logic." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is unrelated to a Sam3Video OOM report." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "Different Mistral-family issues: weight tying versus FlashAttention failure." + "reason": "Missing GenerationMixin cache in v5.0.0 and Qwen3.5 recurrent-state reset are different regressions." }, { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "Completely unrelated: ESM2 breakage versus a janus image-generation test failure." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Metric label dropping and auxiliary-loss normalization are different training/eval bugs." - }, - { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are regression reports, but one is processor/tokenizer behavior and the other is pipeline v5 messaging." + "reason": "Pipeline top_k nesting bug and AutoModel PyTorch ImportError are completely unrelated." } ] }, @@ -8982,13 +9002,13 @@ "component_index": 2, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:16998", "issue:22355", @@ -8998,6 +9018,9 @@ "issue:42617", "issue:43065", "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", "issue:43452", "issue:43475", "issue:43504", @@ -9005,16 +9028,16 @@ "issue:43575", "issue:43606", "issue:43646", + "issue:43688", "issue:43701", "issue:43742", "issue:43761", - "issue:43827", + "issue:43825", "issue:43873", - "issue:43906", "issue:43931", - "issue:43994", "issue:44060", "issue:44077", + "issue:44162", "issue:44242", "issue:44464", "issue:44479", @@ -9027,12 +9050,9 @@ "issue:44792", "issue:44871", "issue:44913", - "issue:44933", "issue:44977", "issue:45127", "issue:45200", - "issue:45290", - "issue:45362", "issue:45381", "issue:45406", "issue:45563", @@ -9040,192 +9060,222 @@ "issue:45698" ], "soft_pairs": [ - "issue:16998|issue:22355", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:43065|issue:44617", + "issue:44162|issue:44792", "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:16998|issue:22355", "issue:44077|issue:44534", - "issue:44871|issue:45584", "issue:45127|issue:45200", + "issue:44871|issue:45584", "issue:43550|issue:43701", "issue:43761|issue:44479", "issue:43606|issue:43701", "issue:43295|issue:44871", + "issue:43452|issue:44496", "issue:43575|issue:43742", "issue:42617|issue:43575", - "issue:43452|issue:44496", "issue:43646|issue:44913", "issue:44734|issue:45406", "issue:43504|issue:45698", - "issue:44617|issue:45584", "issue:43575|issue:43873", - "issue:43761|issue:44242", "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43761|issue:44242", "issue:32090|issue:35141", "issue:45563|issue:45584", "issue:44464|issue:44871", "issue:44792|issue:44977", "issue:44479|issue:44734", "issue:43065|issue:44610", - "issue:43827|issue:43994", - "issue:44534|issue:44913", - "issue:44521|issue:45381", - "issue:44933|issue:45362", - "issue:44464|issue:45563", - "issue:43906|issue:45290" + "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "e62f28d9f211f864c2b85fabe8c2daedf37fadee412a754206fd5fe0789812df", + "prepared_review_unit_hash": "5810b8eb9bf28b6e34f3d07f0eb54f0fad8542c5d593a1067f9faed19ac55f93", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36836, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated Transformers issues across loading, generation, multimodal processors, quantization/offload, and model-specific regressions. None of the soft pairs look like true duplicates or the same fixable code-path bug, so all soft edges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the best anchor: it is open, has the most external attention in this set, and describes a concrete reproducible multimodal bug rather than a vague question or isolated model-specific failure.", + "summary": "This cluster is not a duplicate set: it contains many unrelated Transformers issues spanning model loading, multimodal regressions, trainer behavior, and serving bugs. All proposed soft edges are false positives based on superficial wording overlap rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the items are heterogeneous and the soft matches do not point to one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue to keep: specific reproduction, active discussion, and likely to benefit from continued triage/fix work.", + "best_issue_reason": "No single issue is a good global representative of this cluster; the strongest candidates are still unrelated to the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are model-specific failures, but one is a tied-weights bug and the other is a FlashAttention regression; different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is a metric gathering label-drop bug, the other is auxiliary-loss normalization; unrelated training logic." + }, + { + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different problems: a model_max_length question for DeBERTa-V3 vs a missing `transformers.onnx` module import error." + "reason": "Sam3 pixel-decoder dummy Conv2d vs Sam3Video OOM; same model family, different failures." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both involve video/SAM-like models, but one is a pipeline processor selection bug and the other is a missing attribute on a specific SAM3 output object." + "reason": "Both involve video/SAM3-style multimodal components, but one is a pipeline processor lookup and the other is a missing output attribute." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Different code paths: one is about `post_init` being optional for patchtsmixer, the other about non-persistent buffers being filled with junk in v5." + "reason": "One is a processor.tokenizer regression in custom model code; the other is an error-message mismatch for translation pipelines." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Different bugs: Gemma-3 eos token configuration mismatch vs Whisper failing on empty transcription after `align_special_tokens`." + "reason": "Both are v5 initialization-related, but one is about optional post_init being disallowed and the other about non-persistent buffers being corrupted." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Both relate to embeddings/tokens, but one is LoRA merge collapse with tied embeddings and the other is Gemma 4 multimodal token type IDs defaulting to zeros." + "reason": "LoRA/extended-vocab weight tying and Gemma 4 mm_token_type_ids defaults are separate bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token ID config mismatch vs Whisper empty-transcription behavior after align_special_tokens; different models and symptoms." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated failures: a torch.compile/SDPA issue for Bamba vs a resume-from-checkpoint key mismatch." + "reason": "torch.compile/SDPA OOM in Bamba is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different models and regressions: CLIPVision hidden_states handling vs Qwen video-input regression in v5.3.0." + "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression are different model/code-path issues." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different issues: CPU offload device mismatch for bark-small vs checkpoint key mismatch during resume." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch on resume." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression vs Gemma-3 eos_token configuration mismatch; not the same underlying bug." + "reason": "Custom processor/tokenizer regression and Gemma eos_token_id inconsistency do not share a bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breaks for tokenizer/model from_pretrained, while the other is an unrecognized model_type config problem." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are load-time failures, but one is TP/OOM for Qwen2-57B and the other is a key error loading MobileLLM-125M." + "reason": "Tensor-parallel OOM on Qwen2-57B and MobileLLM key-error loading failure are different load-time problems." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A runtime script failure (`3d_parallel.py`) and a model-loading OOM are different root causes." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "Different loading problems: `gguf_file` breaking tokenizer/model from_pretrained vs an unrecognized model type in config.json." + "reason": "3d_parallel.py execution failure and Qwen2-57B TP OOM are unrelated." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model init breakage in v5 vs GPTNeoX rotary_pct reload default are separate config/model-loading bugs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different subsystems: KV-cache continuation indexing in serve vs Gemma4Processor missing `_tokenizer`." + "reason": "Serve KV-cache continuation crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field preset loading for BEiT is unrelated to wrong custom module resolution after save_pretrained." + "reason": "Legacy field loading for BEiT semantic segmentation and wrong custom module loading after save_pretrained are different serialization issues." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43575", + "right": "issue:43873", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same bug as Whisper failing on empty transcription." + "reason": "Qwen TP OOM and offloading-with-quantization behavior are both memory-related but not the same concrete failure." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Both mention large-model memory behavior, but one is TP loading OOM and the other is quantization/offloading not working as expected." + "reason": "Weight-shape mismatch in Qwen3-VL and tied-weights warning in Qwen3-Next are unrelated." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + "reason": "Sam3Video OOM and Whisper empty transcription after align_special_tokens are unrelated." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the Qwen3-Next tied-weights warning bug." + "reason": "CLIPVision hidden_states regression and load-balancing-loss omission are distinct bugs." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error and embedding reinitialization after resize are different failure modes." + "reason": "Trainer _gpu_broadcast_one NoneType error and output embedding reinitialization after resizing embeddings are unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate is not the same as Whisper's empty-transcription crash." + "reason": "Stale num_return_sequences warning and Whisper empty-transcription failure are different generation-time issues." }, { "left": "issue:44464", @@ -9237,55 +9287,25 @@ "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are separate model-specific regressions." + "reason": "Janus test failure for image generation and Qwen3.5 flash-attention generation failure are model-specific and distinct." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation-related, but one is a video-input regression for specific Qwen VL models and the other is a serve KV-cache indexing crash." + "reason": "Qwen VL video-input regression and serve KV-cache indexing crash are different code paths." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different vision-model issues." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing removed `pipeline()` APIs is unrelated to SigLIP2 producing nonsensical outputs." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer initialization junk and GPTNeoX rotary_pct not reloading are unrelated configuration/runtime bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor image-size mismatch are unrelated vision issues." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal/video-adjacent, but one is assistant mask construction in chat templating and the other is wrong video vision position IDs." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "A missing import from `image_utils` is unrelated to Qwen3.5 chat crashes." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Both touch generation, but one is a correctness regression in compiled chunked generation and the other is only a stale warning." - }, - { - "left": "issue:43906", - "right": "issue:45290", - "accept": false, - "reason": "An isolated reproduction of a prior issue and a chat-template crash on tool-call messages are different bugs." + "reason": "All-zero assistant masks for multimodal inputs and wrong vision_position_ids in Qwen2.5-VL are separate multimodal bugs." } ] }, @@ -9301,22 +9321,18 @@ "component_index": 2, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:36246", - "issue:38175", - "issue:38617", "issue:41628", "issue:41720", "issue:41950", - "issue:42175", - "issue:43065", "issue:43116", "issue:43295", "issue:43335", @@ -9327,291 +9343,281 @@ "issue:43582", "issue:43644", "issue:43650", + "issue:43827", + "issue:43906", "issue:43976", + "issue:43994", "issue:44016", "issue:44077", "issue:44079", "issue:44112", - "issue:44186", "issue:44190", "issue:44220", - "issue:44279", - "issue:44466", + "issue:44464", "issue:44496", - "issue:44683", + "issue:44534", "issue:44734", "issue:44737", "issue:44792", "issue:44855", "issue:44913", + "issue:44933", "issue:44938", "issue:44964", "issue:45127", "issue:45245", "issue:45276", + "issue:45290", "issue:45357", + "issue:45362", "issue:45375", - "issue:45446", "issue:45542", + "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45803" ], "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44464|issue:45563", + "issue:43906|issue:45290", + "issue:44933|issue:45362", "issue:44190|issue:44964", "issue:41720|issue:45245", "issue:44792|issue:45600", - "issue:44855|issue:45588", "issue:44737|issue:45803", - "issue:45127|issue:45357", + "issue:44855|issue:45588", "issue:43388|issue:43582", + "issue:45127|issue:45357", "issue:44938|issue:45542", "issue:43335|issue:44855", - "issue:43644|issue:44913", "issue:44077|issue:44079", "issue:43976|issue:44855", + "issue:43644|issue:44913", "issue:43550|issue:44190", "issue:44496|issue:45803", - "issue:45276|issue:45584", "issue:44112|issue:45600", "issue:43540|issue:44734", - "issue:43650|issue:44220", + "issue:45276|issue:45584", "issue:43335|issue:44190", - "issue:43295|issue:45276", + "issue:43650|issue:44220", "issue:43116|issue:44190", "issue:45245|issue:45584", - "issue:41950|issue:44016", - "issue:36246|issue:41628", + "issue:43295|issue:45276", "issue:43479|issue:45375", - "issue:36246|issue:38617", - "issue:42175|issue:44279", - "issue:44016|issue:44220", - "issue:38175|issue:43065", - "issue:44186|issue:44734", - "issue:44466|issue:44913", - "issue:44683|issue:45446" + "issue:36246|issue:41628", + "issue:41950|issue:44016" ], - "prepared_review_unit_hash": "0a90c049b74b336552fa37f4498ae8821ed6b21ab2c3be03b103c757bbb18726", + "prepared_review_unit_hash": "872d363bdd2dde7b2d8c7c8b8a8e6d9bd323d1f31609e5506a06798b139bcbcc", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37510, - "estimated_input_tokens": 9378, - "estimated_eval_tokens": 19012 + "soft_pair_count": 30, + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most pairs are only superficially similar (often just the same subsystem or API area) and do not describe the same underlying bug. I would not merge any of the soft edges; the strongest recurring theme is import/API regressions, but even those are distinct failures.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 41628 is the broadest import/API-regression report among the set and is the closest match to the other import-related items, but the cluster overall is too mixed to treat it as a true duplicate center.", + "summary": "This cluster is largely heterogeneous: most items are unrelated bug reports spanning configs, generation, CI, docs, and environment-specific failures. The only loose theme is import/export regressions around image processor APIs, but none of the soft pairs look like the same underlying bug with enough confidence to merge.", + "confidence": 0.23, + "canonical_issue_reason": "issue:41628 is the broadest and most representative of the small import/export regression theme, since it concerns a public top-level transformers import failure rather than a model-specific or one-off error.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the best single representative if one must be chosen because it reflects a common user-facing import failure pattern, but it should not be used as a duplicate canonical for this cluster.", + "best_issue_reason": "issue:41628 is the best fit as a cluster representative because it is the most general and user-visible of the import failures; however, it is still only a partial thematic match to the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline, but one is a docs/removal issue and the other is a model behavior problem; different bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One reports junk non-persistent buffers, the other a config field reverting on reload; related area, not same defect." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation, but one is compiled-forward inconsistency and the other is a stale warning; not the same code-path failure." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/template-related, but the reported failures differ and there is no clear shared bug mechanism." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An import-from-image_utils problem is not the same as a Qwen3.5 chat crash." + }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Both are model/script loading problems, but one is a local dataset issue in an example script and the other is a multimodal model load failure; different code paths." + "reason": "Different failure modes: local dataset loading in an example script vs loading a specific multimodal model." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to the 2^24 category-limit runtime error." + "reason": "Qwen3 device-mapping CUDA assert and category-count limit are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and Sam3LiteText auto_mappings CI breakage are different failures in different areas." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 import parsing error in DebertaV2Model is unrelated to the flash_attention s_aux=None crash." + "reason": "Both are CI/test failures, but they target different models and different underlying issues." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU tensor creation bug and FuyuBatchFeature bare-except issue are distinct code-path problems." + "reason": "XLNet CPU device placement bug and Fuyu exception handling bug are unrelated." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen serialization, but one is LoRA/tied-weights collapse after merge while the other is incorrect visual encoder keys in save_pretrained." + "reason": "Python parsing/import error in DebertaV2 and a flash-attention sinkless-model crash are different bugs." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "gather_for_metrics label truncation and AppleSilicon warmup TypeError are unrelated." + "reason": "Metric gathering label truncation and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both touch model save/weight handling, but one is LoRA vocab merge collapse and the other is wrong visual encoder keys in save_pretrained." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both are packaging/backend-related, but one is Python 3.14 import failure and the other is missing TensorFlow backend wiring for tensorboard." + "reason": "Python 3.14 load failure and missing TensorFlow backend handling are different environment/config issues." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and DebertaV2 Python 3.13 import parsing error are unrelated." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer serialization junk and GPTNeoX rotary_pct reload default are different state/serialization bugs." + "reason": "SwitchTransformers sparse-layer initialization and a Python 3.13 import parse error are unrelated." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Optional post_init in patchtsmixer and ModelOutput key assignment from None are separate model-output/config issues." + "reason": "A post_init policy bug and ModelOutput key assignment bug are distinct internals." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "A Python-version compatibility complaint and a Python 3.13 indentation/import parsing error are not the same bug." + "reason": "Python version support regression and a DebertaV2 import parse error are not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reload behavior are different state-handling bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to the local dataset loading issue." + "reason": "torch.compile/SDPA failure in Bamba and a dataset-loading example issue are unrelated." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Unrecognized model/config.json failure and Fuyu bare-except bug are unrelated." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Gemma4 embedding resize propagation and Whisper empty transcription handling are different model behaviors." + "reason": "Unrecognized model/config handling and a bare-except bug in FuyuBatchFeature are separate problems." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both involve CI failures, but one is a stale GraniteSpeech test and the other is auto_mappings referencing removed configs." + "reason": "Both are CI-related, but they concern different tests and different root causes." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different code paths." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are different code paths." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "The vague 'ADD THE DATA' issue and the fbank extraction bug are not clearly the same underlying problem." + "reason": "Token embedding resize propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config construction bug and local dataset loading error are unrelated." + "reason": "SwitchTransformers config initialization and a local dataset loading failure do not match." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings propagation bug are different API failures." + "reason": "The generic 'ADD THE DATA' issue is not the same as an fbank feature extraction bug." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification empty results and local dataset loading are unrelated example-script issues." + "reason": "Example-script multi-label classification output handling and local dataset loading are different bugs." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category cardinality limit error and Whisper empty transcription are unrelated." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline image-processor lookup and notebook syntax error are not the same bug." + "reason": "Category cardinality limit and Whisper empty transcription generation are unrelated." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both are import failures, but they concern different symbols and different surfaces: a missing Qwen2.5 VL image processor submodule export versus top-level AutoImageProcessor import." + "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are not the same underlying issue." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4MultimodalConfig default initialization and Qwen3.5MoEVisionConfig missing deepstack_visual_indexes are distinct config-schema bugs." + "reason": "Both are multimodal config bugs, but they affect different models and different missing/default fields." }, { "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are import errors, but one is a missing model class export and the other is a missing utility from configuration_utils; different regressions." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "TensorFlow backend packaging issue and generic dependency issue are too broad and not the same defect." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:43065", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and dummy Conv2d in Sam3PixelDecoder are unrelated model-specific bugs." - }, - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER padding/truncation and serve KV-cache continuation indexing are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:44913", + "right": "issue:41628", "accept": false, - "reason": "lm_head.weight serialization inconsistency and GPTNeoX rotary_pct reload default are different serialization/config issues." + "reason": "Both are import errors, but one is a missing class export in a specific qwen2_5_vl submodule and the other is a top-level AutoImageProcessor import failure." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and incorrect PyTorch version check for AuxRequest import are unrelated compatibility bugs." + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." } ] }, @@ -9627,16 +9633,20 @@ "component_index": 2, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:41950", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:42175", "issue:42907", + "issue:43065", "issue:43295", "issue:43299", "issue:43381", @@ -9654,38 +9664,41 @@ "issue:44062", "issue:44075", "issue:44112", - "issue:44242", + "issue:44186", + "issue:44220", "issue:44246", "issue:44279", "issue:44336", - "issue:44351", "issue:44368", + "issue:44466", "issue:44496", - "issue:44521", "issue:44561", + "issue:44683", "issue:44734", + "issue:44913", "issue:44933", "issue:44964", "issue:44987", "issue:45003", - "issue:45020", "issue:45042", - "issue:45200", "issue:45216", - "issue:45278", - "issue:45325", "issue:45335", - "issue:45357", - "issue:45405", "issue:45406", + "issue:45446", "issue:45584", "issue:45593", "issue:45600", - "issue:45632", - "issue:45759" + "issue:45632" ], "soft_pairs": [ + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:42175|issue:44279", "issue:44734|issue:45632", + "issue:44466|issue:44913", + "issue:44016|issue:44220", "issue:44561|issue:45632", "issue:43404|issue:45216", "issue:44246|issue:45003", @@ -9693,244 +9706,213 @@ "issue:45406|issue:45632", "issue:44964|issue:45600", "issue:44112|issue:44964", - "issue:43295|issue:45335", - "issue:43854|issue:44964", "issue:42907|issue:43441", + "issue:43854|issue:44964", "issue:44016|issue:44062", + "issue:43295|issue:45335", "issue:43976|issue:44987", + "issue:44496|issue:45042", "issue:43673|issue:44336", "issue:43531|issue:45600", - "issue:44496|issue:45042", - "issue:43824|issue:44933", "issue:43526|issue:43901", - "issue:45335|issue:45584", + "issue:43824|issue:44933", "issue:43299|issue:45216", + "issue:45335|issue:45584", "issue:44075|issue:44368", "issue:43976|issue:44279", "issue:43901|issue:44496", - "issue:43381|issue:45593", - "issue:43299|issue:45357", - "issue:44496|issue:45759", - "issue:44351|issue:45278", - "issue:44521|issue:45325", - "issue:41950|issue:45020", - "issue:44242|issue:45200", - "issue:43976|issue:45405" + "issue:43381|issue:45593" ], - "prepared_review_unit_hash": "f1e8b44bf8fe077aff81c724efe46eae2e196dff1028673c5ea7086f8001d020", + "prepared_review_unit_hash": "f49bfd565b1b9e51ec3c05c974619246dfb03ff857b30ef67bbc2d848c008203", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36956, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by Transformers regressions around model loading, remote_code, multimodal processors, and version upgrades, but the soft pairs mostly describe different concrete failure modes. I would not merge any of the proposed soft edges.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45020 is the broadest representative because it captures the shared theme of recent-version regressions breaking remote_code/model-loading flows across multiple models, while most other issues are narrower symptoms or model-specific variants.", + "summary": "The cluster is mostly heterogeneous: many issues are about unrelated import/export regressions, model-specific load/save bugs, or generic docs/runtime problems. None of the soft edges are close enough to treat as duplicates under strict triage. Issue 43824 is the strongest representative because it is a concrete, well-discussed import failure with external references.", + "confidence": 0.72, + "canonical_issue_reason": "43824 is the most concrete and best-supported report in the set: a specific runtime import failure, with multiple inbound references and substantial discussion, making it the best anchor issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best cluster anchor for duplicate triage because it is the most general, user-facing description of the underlying regression class.", + "best_issue_reason": "43824 is the strongest overall issue candidate because it is precise, widely corroborated, and more representative than the other mostly one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: tokenizer padding/NER crash vs serve KV-cache continuation indexing bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Completely different models and failure modes; no shared underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same broad flex_attention area, but one is a compiled flex_attention failure and the other is a version-check/import issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a backend packaging issue, the other is a generic dependency complaint; too vague and unrelated." + }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache indexing failure and trust_remote_code cache-path collision are unrelated code paths." + "reason": "Serve KV-cache crash and trust_remote_code cache-path collision are different problems." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "One is tied-weight serialization behavior, the other is GPTNeoX config reload defaulting; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both mention trust_remote_code, but one is a missing import/helper regression and the other is a cache-directory collision." + "reason": "Both mention trust_remote_code, but one is removed API usage and the other is a cache-path collision." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different models and different failure modes: tied weights vs incorrect save_pretrained checkpoint contents." + "reason": "Both concern model weight handling, but the affected models and failure modes differ." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related only at a very broad level, not the same bug." + "reason": "Both touch import-time behavior, but one is slow imports and the other is unsafe sys.modules access; not the same defect." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is an unrecognized model/config validation error." + "reason": "Both are config/loading related, but one returns incomplete config objects and the other is an unrecognized model/config mismatch." }, { - "left": "issue:45406", - "right": "issue:45632", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is not the same as a trust_remote_code cache collision." + "reason": "Same model family, but dequantized save failure and FlashAttention load failure are distinct issues." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "A model-load regression and stale auto_mappings references are different defects." + "reason": "Different models and different load failures; only broad multimodal-loading similarity." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI device-override flakiness is not the same as a user-facing model-loading failure." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Processor/tokenizer regression and decoder embedding resize behavior are separate bugs." + "reason": "CI device-override failure is unrelated to a model load regression." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "They concern different models with different loading failures." + "reason": "Notebook syntax error vs token AddedToken argument bug; unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Saving dequantized models and FlashAttention loading errors are distinct issues." + "reason": "Both are regression-style reports, but they affect different APIs and model components." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Notebook syntax error and AddedToken argument conflict have no shared code path." + "reason": "Platform compatibility issue vs model-loading failure; not the same underlying bug." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Python-version compatibility and a specific model-loading regression are not duplicates." + "reason": "Unrecognized-model config error is unrelated to PIL image-processor torchvision requirements." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing in generation and ANSI-code emission in loading_report are unrelated." + "reason": "Generation cache missing and ANSI output formatting are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings configs are different problems." + "reason": "Different subsystems: sliding-window MoE behavior vs auto_mappings config reference cleanup." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Model-type recognition failure and PIL processor torchvision dependency are separate loading issues." + "reason": "ImageProcessorFast label reduction bug and pipeline docs mismatch are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "These are both import errors, but for different symbols and different root causes." + "reason": "Both are missing-import style reports, but they reference different symbols and different modules." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "A processor bug and stale docs about return_all_scores are not the same underlying change." + "reason": "Different Qwen model families and different failure modes; too broad to merge." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize and Whisper empty-transcription handling are unrelated." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Loading Qwen3VL MoE models and saving an incorrect Qwen3.5 checkpoint are different regressions." + "reason": "Embedding resize bug and Whisper empty-transcription generation bug are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a tie_word_embeddings warning are not the same defect." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python support mismatch and a vague dependency issue are too different to merge." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Documentation mismatch and config/model recognition failure do not share a concrete code path." + "reason": "Optimizer argument handling and tie_word_embeddings warning are not the same code-path problem." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary loss logic are unrelated." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Both involve Qwen models, but one is loading and the other is save_pretrained key serialization." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Unrecognized model config and AutoModel text_config unwrapping are different configuration-path bugs." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing export and a broad collection of import errors are not the same concrete issue." - }, - { - "left": "issue:44521", - "right": "issue:45325", - "accept": false, - "reason": "Assistant-mask generation and temporal position-id scaling are different multimodal bugs." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video pipeline processor lookup and remote_code breakage are only loosely related subsystem issues." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "MoE load-balancing loss and Gemma4 token-type defaults are separate training bugs." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python compatibility and an unreleased minimum dependency bump are unrelated release issues." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." } ] }, @@ -9946,13 +9928,13 @@ "component_index": 2, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:33290", "issue:38175", @@ -9969,273 +9951,266 @@ "issue:43525", "issue:43577", "issue:43650", - "issue:43653", - "issue:43723", "issue:43854", "issue:43901", + "issue:43976", "issue:44016", - "issue:44162", + "issue:44242", "issue:44261", "issue:44263", "issue:44279", "issue:44291", "issue:44297", + "issue:44351", "issue:44462", - "issue:44466", + "issue:44496", + "issue:44521", "issue:44617", - "issue:44623", - "issue:44671", "issue:44683", - "issue:44749", "issue:44779", "issue:44898", + "issue:45020", "issue:45081", + "issue:45200", "issue:45216", - "issue:45276", - "issue:45290", - "issue:45397", + "issue:45278", + "issue:45325", + "issue:45357", "issue:45405", "issue:45542", - "issue:45593", "issue:45600", "issue:45656", "issue:45712", + "issue:45759", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43976|issue:45405", "issue:43479|issue:43525", "issue:41950|issue:45823", - "issue:38175|issue:44617", "issue:44683|issue:45542", - "issue:44279|issue:45405", "issue:43577|issue:45216", - "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:44279|issue:45405", "issue:43299|issue:43854", + "issue:39692|issue:43901", "issue:43295|issue:44779", "issue:44462|issue:45081", "issue:41950|issue:43650", "issue:44297|issue:44462", "issue:33290|issue:45656", - "issue:44462|issue:44779", - "issue:44016|issue:44291", "issue:45600|issue:45712", - "issue:43450|issue:44279", + "issue:44016|issue:44291", + "issue:44462|issue:44779", "issue:43441|issue:45834", - "issue:44466|issue:45276", + "issue:43450|issue:44279", "issue:42994|issue:43317", "issue:44261|issue:44263", - "issue:43065|issue:44898", - "issue:43441|issue:44683", - "issue:43650|issue:45290", - "issue:43653|issue:45593", - "issue:44623|issue:45397", - "issue:44623|issue:44749", - "issue:44671|issue:44779", - "issue:43723|issue:44162" + "issue:43065|issue:44898" ], - "prepared_review_unit_hash": "3a555b362f27c7206f293fcccf468ee5b86469bf2dd471bf2f46c7e2d134512c", + "prepared_review_unit_hash": "d6d9a625fe7b206c8faa9b5a4938cc8818653ac3606712c9ac66c1122aba898e", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36329, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "soft_pair_count": 28, + "serialized_chars": 36020, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous, and none of the soft pairs look like true duplicates of the same underlying bug or change. Most share only a subsystem label (tokenizers, vision, save/load, quantization, deepspeed, v5 regressions) but differ in failure mode and code path.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The set is mostly a grab bag of unrelated Transformers bug reports, with a loose common theme of version regressions, model-loading issues, tokenizer/config mismatches, and multimodal pipeline bugs. I do not see any pair that should be merged as true duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45020 is the broadest and most representative issue in the set: it frames a general regression class around recent Transformers versions breaking remote-code models, which fits the overall cluster theme better than the narrower per-model reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the best single representative because it is a high-level regression report with broader scope than the other issue-specific failures, so it is the most plausible anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Different config bugs: Phi4Multimodal default sub-config init vs Llama4 missing pad_token_id." + "reason": "Both concern Qwen3.5/Qwen3VL, but one is a load-time MoE model failure and the other is a save_pretrained checkpoint-key regression. Different code paths and different concrete bugs." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Unrelated failures: video pipeline processor lookup vs Gemma4 device mismatch in forward." + "reason": "The second is a broad import-regression report after upgrading Transformers; the first is a specific missing HybridCache export. Related symptom class, but not the same underlying bug." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Different problems in different models: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + "reason": "Both are model-loading/config issues, but they affect different model families and different failure modes: unrecognized config/model_type versus not unwrapping text_config for composite multimodal configs." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "No shared code path: torch flex_attention compatibility vs tensorboard/TensorFlow backend install issue." + "reason": "Both are multimodal, but one is apply_chat_template assistant mask generation and the other is Qwen2.5-VL rope index scaling. Separate subsystems and bugs." }, { - "left": "issue:44279", + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "The pipeline processor lookup bug is specific to video-classification, while the other issue is a broad remote_code compatibility regression. Too general to treat as the same defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model internals and different symptoms: missing load-balancing loss when router logits are off versus Gemma 4 multimodal token type IDs defaulting incorrectly." + }, + { + "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Generic dependency complaint vs PEFT version bump; not the same bug." + "reason": "Completely unrelated: one is a Python-version compatibility issue, the other is a dependency pin bump to an unreleased PEFT version." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config defaults, but they are for different models and different missing/default fields. No evidence they share the same code-path bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both touch vision-related pipelines/models, but one is processor selection and the other is device placement in Gemma4 PLE forward. Not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "No substantive overlap: compiled flex_attention on newer torch versus a backend error caused by tensorboard being installed without TensorFlow." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different serialization/load issues: BLIP2 dtype propagation vs Qwen3.5 save_pretrained correctness." + "reason": "One is dtype propagation in BLIP-2 loading, the other is incorrect save_pretrained checkpoint contents for Qwen3.5. Different lifecycle stages and different bugs." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated model-specific failures: zero probabilities in SigLIP2 versus CUDA OOM in Sam3Video." + }, + { + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is a TextClassificationPipeline docs mismatch." + "reason": "A vague dependency issue is not the same as the specific unreleased PEFT minimum-version bump." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading regressions affecting different models and likely different code paths." + "reason": "Both are model loading failures, but they are for different models and different root causes; no sign they are the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is a broken SigLIP2 example and the other is stale TextClassificationPipeline documentation. Different underlying problems." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression vs Deepseek tokenizer output change; not the same underlying defect." + "reason": "Both are tokenizer-related regressions, but one is about processor.tokenizer/image passing in custom code and the other is Deepseek tokenizer correctness. Not the same defect." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading issues, but one ignores repo tokenizer.json while the other crashes in a Mistral regex patch." + "reason": "Both concern tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash. Different entry points and failures." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "No relation: video-classification pipeline bug vs a placeholder 'ADD THE DATA' issue." + "reason": "No meaningful relation; the second issue title is unrelated and provides no evidence of a shared bug." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Serialization mismatch in tokenizer_config.json vs AutoTokenizer preferring the wrong source file." + "reason": "Both involve tokenizer save/load metadata, but one is tokenizer_class mismatch on save_pretrained while the other is repository tokenizer.json being ignored. Similar area, different bug." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed/optimizer behavior, but one is Adafactor OOM and the other is double optimizer stepping." + "reason": "Both mention DeepSpeed and optimizers, but one is an OOM with Adafactor and the other is optimizer.step() being called twice. Different concrete failures." }, { - "left": "issue:44462", - "right": "issue:44779", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both are tokenizer-related, but one is repo file precedence and the other is incorrect Deepseek tokenization results." + "reason": "Both are cleanup/CI-adjacent, but one is removed config references in auto_mappings and the other is leftover dummy classes leaking into dir(transformers). Distinct issues." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading failure." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Different CI cleanup problems: stale auto_mappings entries vs leftover dummy classes in dummy_pt_objects." + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated failures." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to a generic dependency issue." + "reason": "Both are tokenizer regressions, but the symptoms and likely fixes differ: repository tokenizer.json precedence versus Deepseek tokenizer output changes." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different model-specific bugs: FlashAttention failure in Ministral-3 vs long-ocr index error in Kosmos2.5." + "reason": "Different model families and different failure modes: FlashAttention incompatibility for Ministral-3 versus long-input OCR index errors in Kosmos2.5." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Both touch embeddings/weights, but one is inconsistent save serialization and the other is resize_token_embeddings not updating Gemma4 internals." + "reason": "No relation between batched video processor shape bugs and a generic dependency issue." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized save failure vs dequantized model load/offload failure are separate lifecycle stages." + "reason": "Both are quantization/dequantization-related, but one is saving a quantized model and the other is loading a dequantized model with device_map auto offload. Not the same bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Completely different bugs: missing rms_norm_eps precision issue vs torch.split return values in a different model component." + "reason": "Completely different internals: MLA layernorm epsilon handling versus torch.split return handling in GlmMoeDsaIndexer." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different vision/model paths: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-resolution failure." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Both mention attention, but one is model-specific FlashAttention support and the other is torch version compatibility for compiled flex_attention." - }, - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "No overlap: placeholder issue vs chat template crash on tool-call assistant messages." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Different save/load regressions: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained failure." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Saving processor files and slow filtering after upgrade are not the same bug." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 correctness regressions, but one affects CamemBERT MLM outputs and the other Deepseek tokenization." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "AutoTokenizer loading regression vs ESM2 broken workflow report; different scope and symptom." + "reason": "Different model components and failures: a dummy Conv2d in Sam3PixelDecoder versus Perceiver image classification failing on non-default resolution." } ] }, @@ -10251,30 +10226,28 @@ "component_index": 2, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:36246", "issue:41628", - "issue:41950", "issue:42175", "issue:42491", - "issue:42757", "issue:43122", "issue:43262", "issue:43295", "issue:43299", - "issue:43352", + "issue:43441", "issue:43525", - "issue:43531", "issue:43643", "issue:43650", + "issue:43653", "issue:43673", + "issue:43723", "issue:43761", "issue:43784", "issue:43824", @@ -10283,22 +10256,25 @@ "issue:43976", "issue:43994", "issue:44016", + "issue:44162", "issue:44188", - "issue:44220", "issue:44242", "issue:44246", - "issue:44295", "issue:44297", "issue:44336", - "issue:44351", "issue:44361", - "issue:44373", - "issue:44496", + "issue:44466", "issue:44521", "issue:44589", "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", "issue:44987", - "issue:45250", + "issue:45276", + "issue:45290", "issue:45362", "issue:45397", "issue:45542", @@ -10308,13 +10284,21 @@ "issue:45823" ], "soft_pairs": [ - "issue:43784|issue:45542", + "issue:44466|issue:45276", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43723|issue:44162", "issue:43262|issue:44521", - "issue:44016|issue:45823", + "issue:43784|issue:45542", + "issue:44671|issue:44779", "issue:43673|issue:43761", + "issue:44016|issue:45823", "issue:44361|issue:45593", - "issue:43901|issue:43994", "issue:42175|issue:43976", + "issue:43901|issue:43994", "issue:44987|issue:45542", "issue:43122|issue:43650", "issue:43824|issue:43976", @@ -10323,230 +10307,225 @@ "issue:43525|issue:43643", "issue:44188|issue:44336", "issue:43295|issue:44617", - "issue:44589|issue:45362", "issue:42491|issue:43299", + "issue:44589|issue:45362", "issue:43901|issue:44246", - "issue:41628|issue:43976", "issue:45561|issue:45563", - "issue:44336|issue:44373", - "issue:44242|issue:45593", - "issue:43352|issue:45250", - "issue:41950|issue:44220", - "issue:44295|issue:45397", - "issue:44246|issue:44496", - "issue:43531|issue:45362", - "issue:36246|issue:42757", - "issue:36246|issue:44351" + "issue:41628|issue:43976", + "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "56ad95dd2a41d945ffc8306506b6c5deefc943d380ff17b5aef42bcab27c49c8", + "prepared_review_unit_hash": "8415316f5011c188709f328069a4582b40f5f60c0cbb09a6aa1c978139e19b09", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35506, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose thematic bucket of Transformers regressions, import/config errors, and unrelated model-specific bugs rather than a true duplicate set. None of the soft pairs share the same concrete failure path, so they should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Mostly a grab-bag of unrelated issues; only a small config-loading subcluster looks like a true duplicate. Most other pairs share a broad area (v5 regressions, tokenizer/model loading, chat templates) but not the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue #43643 is the broadest and most central of the near-duplicate loading/config reports: it describes fields being dropped from `AutoConfig.from_pretrained(..., trust_remote_code=True)`, which plausibly underlies the Llama4 `pad_token_id` missing-field error in #43525.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, 43299 is the closest fit because it is a concrete v5 model-loading regression and is thematically central to the set, but it is still not a duplicate anchor for the others.", + "best_issue_reason": "#43643 is the best issue anchor because it captures a general config-deserialization regression rather than a model-specific symptom, making it the cleanest representative of the only credible duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Different code paths: sentence-transformers import NameError vs missing TensorFlow backend from a torch-only install." + "reason": "Different symptoms and code paths: serialization of tied `lm_head.weight` vs `resize_token_embeddings` not updating Gemma4 embeddings." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs multimodal assistant_mask generation bug." + "reason": "Both mention attention/flash issues, but one is Ministral-3 with FlashAttention and the other is compiled flex_attention on torch>=2.9; not the same bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated: one is a low-content misc issue, the other is an `apply_chat_template` crash on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different areas: missing files from `processor.save_pretrained(...)` vs a Gemma-4 ZeRO3 `from_pretrained` loading failure." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files is unrelated to a reported slowdown during filtering after upgrading Transformers." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both concern loading/model usage, but one is a generic tokenizer-loading regression and the other is an ESM2-specific model breakage; too different to merge." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio processor sampling-rate defaults and multimodal assistant mask generation are distinct `apply_chat_template` problems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different missing-backend/import failures: `nn` missing in sentence-transformers import vs undefined `tf` backend when only tensorboard is installed." + }, + { + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Notebook syntax error is unrelated to the Gemma4 device-map forward mismatch." + "reason": "Separate regressions affecting different model/tokenizer paths (CamemBERT MLM vs DeepSeek tokenizer)." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache/chunked prefill regression vs CLIPVisionModel hidden_states being dropped; different subsystems." + "reason": "Generation cache handling during chunked prefill is unrelated to CLIPVisionModel not returning hidden states." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs D-FINE auxiliary-loss behavior; no shared failure mechanism." + "reason": "Notebook syntax error vs Gemma4 device-map mismatch; no shared underlying bug." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Docs mismatch for return_all_scores vs bad model outputs for siglip2." + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss gating." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend dependency problem vs Python version support regression." + "reason": "Package/backend installation issue vs Python version compatibility issue; not the same defect." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs drift for TextClassificationPipeline vs incorrect SigLIP2 inference outputs; different problem types." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model-loading failure for a specific checkpoint vs tf backend undefined due to missing TensorFlow." + "reason": "Model-loading failure for a specific repo is not the same as the TensorFlow/tensorboard backend packaging bug." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior regression vs an unrelated placeholder/data issue." + "reason": "Tokenizer behavior regression vs an unrelated low-information issue." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Specific Qwen2.5-VL import export failure vs Python 3.9+/3.10+ compatibility problem." + "reason": "Import error for a specific VL class is unrelated to a Python-version support problem." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs glm-4v loading failure; different model/config bugs." + "reason": "Both are model-loading failures, but they involve different models and different failure modes; too weak to treat as duplicates." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer metadata mismatch on save_pretrained vs a zero3/from_pretrained loading issue." + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 ZeRO3 loading." }, { "left": "issue:43525", "right": "issue:43643", - "accept": false, - "reason": "Missing config attribute vs trust_remote_code stripping fields; related broadly to configs, but not the same bug." + "accept": true, + "reason": "Strong match: both point to config fields missing after remote/custom config loading; #43525 looks like a concrete symptom of the generic field-loss bug in #43643." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI codes leaking from loading_report." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI-code output from loading reports." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression vs CUDA OOM; completely different symptoms and fixes." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage import/type error vs Qwen3.5 chat crash; no shared code path." + "reason": "Processor/tokenizer regression and CUDA OOM are different issues." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3-MoE/Qwen3VL loading, but one is cross-version LoRA compatibility and the other is a main-branch loading regression; not the same concrete bug." + "reason": "Both involve Qwen3/MoE and v5 breakage, but one is LoRA compatibility on hf4.x\u2192main and the other is Qwen3VL MoE loading; similar area, not clearly the same concrete bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Documentation issue vs import-time slowness; unrelated." + "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat loading crashes." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "AutoImageProcessor export issue vs Python version compatibility regression." + "reason": "MoE load-balancing loss gating and D-FINE auxiliary losses are different model-specific training behaviors." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race in testing utilities vs stale warning for num_return_sequences." + "reason": "pytest-xdist file race and a stale generate warning are unrelated." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "ANSI escape codes in loading_report vs incorrect docstring for position_ids." + "reason": "Importing `AutoImageProcessor` and Python version support are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss vs missing auxiliary losses; both are loss-related but for different models and logic." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Unsupported Flash Attention 2 warning for one model vs a generic Flash Attention topic; not the same fix." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline using image processors vs a torch fbank extraction issue." - }, - { - "left": "issue:44295", - "right": "issue:45397", - "accept": false, - "reason": "Buffer/read error for position_ids vs Gemma4 loading failure; different layers." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import slowness vs unrecognized model config; unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; different model behaviors." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Qwen2.5-VL image processor import error vs missing is_offline_mode export from huggingface_hub." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Qwen2.5-VL image processor import error vs HybridCache import error; different missing symbols." + "reason": "MoE router-loss gating and D-FINE denoising/aux-loss behavior are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge verdicts are conservative. The single accepted pair, `issue:43525` / `issue:43643`, is a reasonable config-deserialization duplicate anchor, while the rest are mostly symptom-level or model-specific mismatches and are safely rejected." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10555,37 +10534,37 @@ "component_index": 2, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:36246", + "issue:41950", + "issue:42757", "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", + "issue:43352", "issue:43408", - "issue:43475", "issue:43526", - "issue:43540", + "issue:43531", "issue:43596", - "issue:43653", "issue:43673", "issue:43901", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44336", - "issue:44368", - "issue:44466", + "issue:44351", + "issue:44373", "issue:44485", "issue:44496", "issue:44561", @@ -10594,264 +10573,270 @@ "issue:44857", "issue:44871", "issue:44877", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", "issue:45229", + "issue:45250", "issue:45292", - "issue:45335", + "issue:45362", "issue:45375", + "issue:45397", "issue:45459", "issue:45561", - "issue:45563", "issue:45584", - "issue:45588", "issue:45701", "issue:45759" ], "soft_pairs": [ + "issue:44336|issue:44373", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", "issue:43526|issue:45003", "issue:44336|issue:44485", "issue:45003|issue:45561", "issue:43673|issue:44561", "issue:44246|issue:44871", "issue:44242|issue:44857", - "issue:36246|issue:43596", "issue:44162|issue:45200", - "issue:44779|issue:45292", + "issue:36246|issue:43596", "issue:44295|issue:44749", + "issue:44779|issue:45292", "issue:44877|issue:45375", "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:43901|issue:45003", - "issue:42886|issue:45229", "issue:44987|issue:45459", - "issue:45375|issue:45759", + "issue:42886|issue:45229", "issue:44496|issue:45003", + "issue:43065|issue:43408", "issue:43232|issue:44336", + "issue:45375|issue:45759", "issue:43257|issue:45137", - "issue:43065|issue:43408", "issue:43262|issue:44246", - "issue:44995|issue:45200", - "issue:44060|issue:44077", - "issue:43475|issue:43540", - "issue:44466|issue:45335", - "issue:44995|issue:45588", - "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:44368|issue:45563" + "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "bd564781241a6646892dac37a2f53ac9608df3867fe9f42aa9da9a4bebbd334e", + "prepared_review_unit_hash": "c8ac76f557dee294c1fa761d08651e52493795aa17356523e8e33598d85c76bc", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36908, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports. The only soft duplicate-looking pair is the `resize_token_embeddings` regression across model variants; the rest are different code paths or different model families.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45292 is the broadest formulation of the `resize_token_embeddings` bug, with 45335 looking like a model-specific instance of the same failure mode.", + "summary": "This cluster is very heterogeneous: most items are distinct import/config/model-specific regressions, not duplicates. I wouldn\u2019t merge any soft pair as the same underlying bug/change.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45003 is the most concrete and actionable representative of the cluster\u2019s import/loading surface; it describes a specific code-path bug (`sys.modules` access) rather than a symptom, model-specific variant, or doc issue.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best representative because it states the generic API break, while 45335 narrows it to t5gemma\u2019s decoder embeddings.", + "best_issue_reason": "issue:45003 is the strongest single representative here because it points to a specific runtime/loading implementation defect and is more central than the broader symptom-only tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to a wrong-docstring bug about position_ids." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention 2 unsupported error; the other is a generic FA2 topic, not the same code-path bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "These are different failures: a position_ids buffer read error vs a Gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification/image-processor lookup and audio fbank extraction are different subsystems and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model config are unrelated symptoms with different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are not the same concrete issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5 VLImageProcessor missing and HybridCache missing are separate import failures." + }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Different subsystems: image processor label reduction vs unsafe `sys.modules` access in modeling utils." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Unrelated bugs: terminal ANSI output vs GLM-5 RoPE implementation." + "reason": "Terminal ANSI output in loading_report is not the same as a GLM-5 RoPE implementation issue." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Generic import/cache behavior and xdist file race are different code paths and failure modes." + "reason": "Unsafe `sys.modules` access and an xdist race on captured_info.txt are different bugs in different paths." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "One is generation cache handling; the other is removal of a helper breaking `trust_remote_code` models." + "reason": "A generation cache regression during chunked_prefill is unrelated to removal of `is_torch_fx_available`." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time slowdown is unrelated to Gemma eos token config mismatch." + "reason": "Import performance and Gemma-3 eos_token_id config mismatch are different problems." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss and AMP/CUDA image-loss crash are different model/components." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Qwen2.5 VL import error is unrelated to DeepSpeed ZeRO3/BertModel index failure." + "reason": "MoE router loss handling and an AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaulting are different model bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults do not share the same underlying bug." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Tokenizer behavior regression is not the same as resizing token embeddings not updating outputs." + "reason": "A missing processor import and a DeepSpeed ZeRO3 BertModel index error are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position ID buffer bug and v5 filtering slowdown do not share the same underlying cause." + "reason": "Position_ids buffer access and tokenization slowdown after upgrade are different issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are distinct bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but one is strict config loading and the other is a missing field in Qwen vision config." + "reason": "Strict config rejection for granite_speech and a missing field in Qwen3_5MoeVisionConfig are different config-loading issues." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "`resize_token_embeddings` and Whisper empty-transcription failure after token alignment are different regressions." + "reason": "Embedding resize behavior and Whisper empty-transcription handling after align_special_tokens are not the same bug." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize bug is unrelated to tokenizer behavior changing across versions." + "reason": "A model embedding resize bug is unrelated to version-dependent tokenization changes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for pipeline output is unrelated to unsafe module lookup." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Offline cache loading failure is not the same as Gemma4 multi-GPU OOM." + "reason": "A documentation mismatch about return_all_scores is not the same as unsafe `sys.modules` access." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Physical-intelligence model load failure differs from tokenizer decode-error masking." + "reason": "Loading a specific model failing on transformers>=5.1 and tokenizer error masking without protobuf are different root causes." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Missing config field in Qwen vision config is unrelated to `from_config` text_config unwrapping." + "reason": "Offline cache loading failure and multi-GPU OOM are clearly different problems." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe `sys.modules` access are different issues." + "reason": "Unrecognized model config and unsafe `sys.modules` access are different classes of failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation and a sam3_video/sam3_tracker model-type warning are related only by family, not by the same bug." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update bug is unrelated to ANSI rendering in loading_report." + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 MOE weight conversion and DeepSpeed deque underflow are different problems." + "reason": "Missing `deepstack_visual_indexes` and failing to unwrap `text_config` are different multimodal config issues." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as sam3_video/sam3_tracker config mismatch." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and an empty-deque ZeRO3 crash are different failure modes." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor sampling-rate defaulting is unrelated to import-time slowdown." + "reason": "Audio chat-template sampling-rate defaults and import slowness are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache crash in GlmMoeDsa is unrelated to Gemma 4 mm token type defaults." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are different concerns." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "SAM 3 Video missing attribute and Qwen3OmniMoe video input validation are different bugs." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both mention tied/resized embeddings, but 44466 is a serialization inconsistency while 45335 is a resize propagation bug." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Second-forward stale cache crash and flash-attention `s_aux=None` crash are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage do not share a code path." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "A warning about `tie_word_embeddings` is not the same as a flash-attention generation failure." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Different generation warnings: tied-embedding config vs stale `num_return_sequences` warning." + "reason": "A stale indexer cache crash and Gemma 4 token-type-id defaults are different bugs." } ] }, @@ -10867,46 +10852,45 @@ "component_index": 2, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", - "issue:42673", - "issue:42831", "issue:42994", "issue:43232", "issue:43475", "issue:43482", "issue:43525", + "issue:43540", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", - "issue:43704", - "issue:43873", "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44188", - "issue:44222", "issue:44297", - "issue:44351", "issue:44361", "issue:44368", + "issue:44466", "issue:44623", "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44933", - "issue:44945", + "issue:44977", + "issue:44995", "issue:45081", "issue:45092", "issue:45103", @@ -10914,20 +10898,27 @@ "issue:45230", "issue:45278", "issue:45310", + "issue:45335", "issue:45356", - "issue:45375", "issue:45381", "issue:45397", "issue:45459", - "issue:45478", + "issue:45563", + "issue:45588", "issue:45600", - "issue:45656", - "issue:45753" + "issue:45656" ], "soft_pairs": [ + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", "issue:45397|issue:45656", - "issue:45137|issue:45600", "issue:43673|issue:44734", + "issue:45137|issue:45600", "issue:43931|issue:44368", "issue:44933|issue:45459", "issue:44869|issue:45356", @@ -10939,262 +10930,245 @@ "issue:44623|issue:45656", "issue:42994|issue:43482", "issue:28282|issue:30990", + "issue:44749|issue:45656", "issue:44749|issue:45310", "issue:43475|issue:43643", - "issue:44749|issue:45656", "issue:42371|issue:45092", "issue:43475|issue:45381", - "issue:41628|issue:44933", "issue:45230|issue:45397", "issue:44038|issue:44623", + "issue:41628|issue:44933", "issue:45081|issue:45103", "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:43475|issue:44661", - "issue:42673|issue:43704", - "issue:45310|issue:45375", - "issue:43873|issue:44945", - "issue:43232|issue:44188", - "issue:41628|issue:44351", - "issue:42831|issue:44222", - "issue:44945|issue:45753" + "issue:43475|issue:44661" ], - "prepared_review_unit_hash": "f339c67d6560836bb1afe9066b3b4f2bbf63b88614f13c92738fd1a6332d0c4c", + "prepared_review_unit_hash": "a03580f52b946152d94f46c7fe1b726a467c7bf673578cf54fbd1e104db2f60c", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37327, - "estimated_input_tokens": 9332, - "estimated_eval_tokens": 18920 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36720, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly heterogeneous, but it is not accurate to describe 42673/43704 as the only duplicate-like pair: the packet also contains a near-identical Qwen3.5 Moe pair (45310/45478) with the same title. 42673 remains a good anchor for the Qwen3ForCausalLM VRAM-leak subgroup, not for the whole cluster.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42673 is the best anchor for the Qwen3ForCausalLM VRAM-leak subgroup because issue:43704 repeats the same symptom/title; however, the cluster also contains a separate Qwen3.5 Moe duplicate-like pair (45310/45478), so 42673 should not be treated as the sole canonical for the entire cluster.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions that only share broad themes like imports, generation, tokenizers, or model-loading. None of the soft edges looks like a true duplicate pair under a strict same-bug standard. The broadest representative issue is the open import-regression umbrella #45278.", + "confidence": 0.41, + "canonical_issue_reason": "#45278 is the broadest umbrella in the set: it describes multiple import errors after upgrading to 5.5.0, which makes it the most plausible canonical issue for a cluster containing several import-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue for the largest clearly duplicated subgroup in this packet (the Qwen3ForCausalLM VRAM leak thread), with fuller discussion/context than 43704. It is a subgroup anchor rather than a cluster-wide canonical.", + "best_issue_reason": "#45278 is the best cluster representative because it is broad enough to cover the recurring import-failure theme, while the other issues are mostly narrow, model-specific, or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Different bugs: Gemma-4 Zero3 from_pretrained failure vs DeepSpeed optimizer being called twice." + "reason": "Both are warnings/regression reports, but they concern different models and different code paths; no evidence of the same bug." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-input issues, but one is a SAM 3 attribute error and the other is a Qwen3OmniMoe value error; not the same underlying defect." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding/tied-weight behavior, but one is about inconsistent serialization and the other about resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "These are unrelated crashes in different subsystems: GlmMoeDsa caching versus flash_attention handling of s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Unrelated failures: ZeRO3 deque underflow vs auto_mappings CI breakage from removed Sam3LiteText configs." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different bugs with no clear shared code path." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a tied-weights warning in Qwen3.5 fine-tuning; the other is a stale warning for num_return_sequences in paged generate()." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed ZeRO3 from_pretrained and a doubled optimizer step are distinct training/runtime problems." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both touch generation internals, but one is missing cache state in chunked prefill and the other is a KV-cache continuation tensor-indexing crash in serve." + "reason": "Both mention generation/cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing in serve KV-cache continuation." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated failures." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Different problems: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning." + "reason": "A Qwen3-VL weight-shape mismatch is not the same as a tied-embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Import error in image_utils vs tokenizer error handling that hides protobuf-related decode errors; not the same bug." + "reason": "Both involve imports or decoding paths, but one is a missing image_utils import and the other is protobuf decode-error masking." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions with different triggers: Whisper timestamp decoding crash vs Kimi-K2.5 codec handling." + "reason": "Whisper timestamp decoding and Kimi-K2.5 tokenizer codec handling are different tokenizer bugs." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but the code paths differ: sync_gpus/update_model_kwargs ordering vs missing cache state during chunked_prefill." + "reason": "Both are generation internals, but they are different regressions in different functions and scenarios." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Different save_pretrained failures: tokenizer_config class mismatch vs processor missing files." + "reason": "Saving tokenizer metadata and saving processor files are related only at a high level; the concrete failures differ." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Generation cache bug vs broad upgrade-time import errors; not the same code path." + "reason": "Generation cache handling is not the same bug as a broad report about multiple import errors after upgrade." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Unrelated issues: missing fields from trust_remote_code AutoConfig vs ESM2 broken workflows." + "reason": "Custom model initialization under Transformers v5 and ESM2 breakage are not the same underlying issue." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs a performance regression after upgrading Transformers; distinct symptoms and causes." + "reason": "An MLukeTokenizer AttributeError and a data-filtering slowdown after upgrade are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "processor.save_pretrained missing files is unrelated to DeepSpeed optimizer being called twice." + "reason": "Processor save_pretrained file loss and a duplicated optimizer step are different problems in different layers." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model save failure and Qwen2.5-GGUF loading failure are separate save/load paths." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions and different failure modes." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different environment/runtime problems." + "reason": "A missing PyTorch import error and Sentence Transformers hanging on load are not the same bug." }, { "left": "issue:44749", - "right": "issue:45310", + "right": "issue:45656", "accept": false, - "reason": "A slowdown after upgrade is not the same as a Qwen3.5 Moe from_pretrained error; different model and failure mode." + "reason": "A data-processing slowdown after upgrade has nothing to do with double optimizer stepping in DeepSpeed." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "SAM 3 video missing attribute is unrelated to trust_remote_code returning configs with missing fields." + "reason": "Performance regression in data filtering and Qwen3.5-Moe from_pretrained failure are unrelated." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Filtering slowdown after upgrade vs optimizer double-step under deepspeed; not the same behavior." + "reason": "Both involve model/config loading, but one is a SAM 3 vision encoder attribute error and the other is missing fields from AutoConfig with trust_remote_code." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API/settings warning is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "TF32 API-setting guidance and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are vision/video issues, but they affect different models and different tensor fields." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Separate import failures: AutoImageProcessor missing vs image_utils import missing." + "reason": "Both concern video models, but they affect different model families and different failure modes." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Placeholder bug report vs a specific Gemma-4 Zero3 from_pretrained regression." + "reason": "A generic bug report and a DeepSpeed/Gemma-4 from_pretrained issue do not indicate the same defect." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe Transformers 5 issue is not the same as processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe import/compatibility problems are not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "These are both import errors, but they refer to different missing symbols in different modules." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto_docstring annotation handling crash are unrelated code paths." + "reason": "The Mistral regex crash and the future-annotations auto-docstring crash are separate AttributeError issues." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and Llama4Config missing pad_token_id are different model/config bugs." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5-Moe, but one is a missing vision-config field and the other is a from_pretrained regression; different fix targets." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 vision encoder attribute error is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same underlying bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads; same title/symptom and 43704 looks like a duplicate." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Related Qwen3.5-Moe family, but one is a from_pretrained error and the other is a missing config field silently dropped by strict; different bug and fix target." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output corruption are distinct issues." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Different generation/attention bugs: sync_gpus kwargs update vs torch.compile branching causing attention-kernel divergence." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Separate import failures: AutoImageProcessor missing vs HybridCache missing." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different problems." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallelism output corruption is unrelated to a specific-image infinite loop in Qwen3_5." + "reason": "A SAM 3 vision-encoder attribute error is not the same as add-new-model-like failing for tokenizer mapping names." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary overstates exclusivity. The packet contains another near-identical pair, issue:45310 and issue:45478, with the same title ('Qwen3.5 Moe from_pretrained error'), so 42673/43704 is not the only duplicate-like pair supported by the packet. The cluster may still be heterogeneous overall, but the canonical-anchor claim needs to be more conservative and acknowledge that additional duplicate-like Qwen pairs exist." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11203,22 +11177,22 @@ "component_index": 2, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:30333", "issue:30990", - "issue:33290", "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42222", + "issue:42673", + "issue:42831", "issue:42898", "issue:42994", "issue:43232", @@ -11228,52 +11202,60 @@ "issue:43504", "issue:43526", "issue:43673", - "issue:43723", + "issue:43704", "issue:43784", "issue:43824", - "issue:43874", + "issue:43873", "issue:43976", "issue:44038", - "issue:44060", "issue:44079", "issue:44188", "issue:44222", "issue:44242", + "issue:44351", "issue:44373", "issue:44496", "issue:44568", "issue:44623", "issue:44734", - "issue:44779", "issue:44792", "issue:44869", "issue:44933", + "issue:44945", "issue:44964", - "issue:45092", "issue:45103", - "issue:45125", "issue:45137", "issue:45200", "issue:45310", - "issue:45356", + "issue:45375", + "issue:45478", "issue:45561", "issue:45712", + "issue:45753", "issue:45812" ], "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", "issue:42222|issue:45200", "issue:44222|issue:45310", "issue:42994|issue:43824", - "issue:36010|issue:41628", "issue:43232|issue:44792", + "issue:36010|issue:41628", "issue:42175|issue:45712", - "issue:43377|issue:44242", "issue:43673|issue:44188", "issue:44038|issue:45310", + "issue:43377|issue:44242", "issue:43526|issue:45561", "issue:44496|issue:45561", - "issue:44964|issue:45137", "issue:43504|issue:45561", + "issue:44964|issue:45137", "issue:42898|issue:44568", "issue:42175|issue:44933", "issue:43479|issue:44869", @@ -11283,237 +11265,246 @@ "issue:42898|issue:45812", "issue:43784|issue:43824", "issue:44188|issue:44373", - "issue:43278|issue:45137", "issue:44623|issue:45310", - "issue:44734|issue:45103", - "issue:30333|issue:33290", - "issue:43723|issue:44568", - "issue:42898|issue:45356", - "issue:44060|issue:45125", - "issue:42898|issue:44779", - "issue:43874|issue:45092" + "issue:43278|issue:45137", + "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "c60c4989e89e544eb8fd3c3a564fe251961f1637a593ab92a32bc0dbf718e6b9", + "prepared_review_unit_hash": "fa0fa99ad59093464e80402746c7d40d762b26a80960673e24073b7e52497f95", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37053, - "estimated_input_tokens": 9264, - "estimated_eval_tokens": 18784 + "soft_pair_count": 33, + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: a few items are tokenizer/model-loading regressions, but most are unrelated bugs across training, multimodal, generation, packaging, and test infrastructure. I would not collapse any soft pair as a duplicate, and there is no safe single canonical issue for the whole cluster.", + "summary": "This cluster is mostly heterogeneous, but it does contain two clear exact-duplicate pairs: 42673/43704 for the Qwen3ForCausalLM VRAM leak, and 45310/45478 for the Qwen3.5 Moe from_pretrained error. The remaining Qwen/vision/config/import items are thematically related in places, but not confidently the same underlying bug.", "confidence": 0.93, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 42673 is a strong canonical issue because it has an exact duplicate in 43704 and the pair describes the same concrete VRAM-leak failure in multi-dataloader-thread use. It is also the earliest clearly matched duplicate pair in the packet.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 42673 is the best overall issue anchor for this packet because it is a clean exact-duplicate case with a concrete reproduction, while the other near-matches are weaker. The separate 45310/45478 exact-title pair is also a duplicate, but it represents a different bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Different failures: vitpose model breakage vs Gemma 4 mm_token_type_ids defaults." + "reason": "Same model family, but one is a specific missing config-field symptom and the other is a broader from_pretrained error; not the same concrete bug." }, { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "Both mention MoE/FP8, but one is save_pretrained and the other is from_pretrained loading; different code paths." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same VRAM-leak behavior for Qwen3ForCausalLM in multi-dataloader threads." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Quantized model saving and a missing Qwen2.5-VL import are unrelated." + "reason": "Both touch generation internals, but the concrete failures differ: sync_gpus kwarg handling vs attention-kernel branching under torch.compile." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Different missing symbols from different modules: GenerationMixin vs AutoImageProcessor." + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are different failure modes and likely different fixes." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Generation cache/sync_gpus bug vs a janus image-generation test failure; not the same defect." + "reason": "Related Qwen3.5 MoE area, but a generic from_pretrained error and a specific missing config field are not clearly the same bug." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Packaging/backend dependency issue vs leftover dummy classes in repo checks." + "reason": "Both are import errors, but they involve different missing symbols and different fixes." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe serialization problem." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong output and infinite-loop generation for a specific image are distinct symptoms and code paths." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model config bugs, but they concern different fields and different models." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe and Qwen3.5 MoE from_pretrained error are unrelated beyond broad model-family overlap." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and an import error for a specific class are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg syncing and janus image-generation test failure are different issues." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import-related, but they concern different APIs and likely different regressions." + }, + { + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "MIMI padding-mask batching bug vs router-logits load-balancing loss omission." + "reason": "Backend dependency packaging and leftover dummy classes in repo checks are unrelated." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Both involve generation behavior, but one is cache/chunked_prefill and the other is attention kernel divergence under torch.compile." + "reason": "Cache-missing generation bug and divergent attention kernels under torch.compile are different problems." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen-related model compatibility errors; not the same concrete bug." + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs router-logit loss gating in MoE are unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs pytest-xdist file race." + "reason": "BeitImageProcessorFast label reduction bug and xdist race on captured_info.txt are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading vs test utility file contention." + "reason": "Unrecognized model loading and xdist race in testing utils are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Legacy field during pretrained load vs xdist race in testing utils are unrelated." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Legacy BEiT preset loading bug vs pytest-xdist race; no common code path." + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are different code paths." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization cleanup behavior change vs mdeberta BOS/EOS token insertion; related area but different bug." + "reason": "Tokenization cleanup behavior change and missing BOS/EOS addition are different tokenizer regressions." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging vs missing image_utils import are distinct issues." + "reason": "Backend dependency packaging and missing import from image_utils are unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Default multimodal config initialization vs Whisper word timestamp decode crash." + "reason": "Default multimodal config initialization and Whisper word-timestamp decode crash are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang vs embedding reinit on resize; unrelated." + "reason": "Sentence Transformers loading hang and embedding resize reinitialization are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue vs missing import from image_utils." + "reason": "Python version support issue and missing image_utils import are unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config-default bug vs ModelOutput key assignment bug; different objects and code paths." + "reason": "Default multimodal config initialization and ModelOutput None-key assignment are unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions with different models and symptoms; not one underlying bug." + "reason": "Tokenization cleanup change and Granite token-id regression are different bugs." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError vs Qwen2.5-VL import error; different missing imports." + "reason": "Both are import errors after a transformers update, but for different symbols and different fixes." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence vs docstring typo; not a duplicate." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype drift in evaluation vs DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Attention-kernel branching bug and docstring issue are not the same underlying problem." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained file omission vs Qwen3.5 Moe from_pretrained failure; different fixes." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "KV-cache continuation crash in serve vs auto_docstring annotations crash; separate subsystems." + "reason": "Processor save_pretrained file omission and Qwen3.5 MoE from_pretrained error are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLflow job status reporting vs DeepSpeed/Adafactor OOM; unrelated training issues." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading/import problem vs BOS/EOS token behavior change; different failure modes." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Kimi-K2.5 codec/regex handling." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; different model-internal bugs." - }, - { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Different tokenizer regressions: cleanup-space behavior vs DeepSeek token IDs." + "reason": "Embedding dtype drift in eval and ZeRO3 deque pop error are unrelated." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Missing image patch-count method vs old InternVL2 meta-init incompatibility; not the same defect." + "reason": "KV-cache indexing crash in serve and auto_docstring annotation crash are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is a bit too strong for the packet: besides 42673/43704, the packet also contains 45310 and 45478 with the exact same title ('Qwen3.5 Moe from_pretrained error'), so the claim that only the VRAM leak reports are a clear duplicate pair is not fully grounded. The soft-edge rejections are mostly conservative, but the summary understates another obvious duplicate-like pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11522,23 +11513,21 @@ "component_index": 2, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:22355", "issue:28282", "issue:30333", - "issue:30990", + "issue:33290", "issue:34689", "issue:35141", "issue:36331", - "issue:38175", - "issue:39401", "issue:41628", "issue:42757", "issue:42831", @@ -11547,7 +11536,8 @@ "issue:43479", "issue:43644", "issue:43723", - "issue:43824", + "issue:43874", + "issue:44060", "issue:44206", "issue:44222", "issue:44261", @@ -11556,7 +11546,6 @@ "issue:44297", "issue:44360", "issue:44373", - "issue:44442", "issue:44448", "issue:44483", "issue:44484", @@ -11564,14 +11553,16 @@ "issue:44514", "issue:44568", "issue:44623", + "issue:44779", "issue:44871", - "issue:44913", "issue:44933", "issue:44977", "issue:44991", "issue:45092", "issue:45103", + "issue:45125", "issue:45310", + "issue:45356", "issue:45357", "issue:45405", "issue:45406", @@ -11580,10 +11571,16 @@ "issue:45834" ], "soft_pairs": [ + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:43874|issue:45092", "issue:45405|issue:45712", "issue:42898|issue:44448", - "issue:44933|issue:45712", "issue:44295|issue:45656", + "issue:44933|issue:45712", "issue:44222|issue:44297", "issue:44297|issue:45656", "issue:43479|issue:43644", @@ -11591,276 +11588,270 @@ "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:30333|issue:36331", - "issue:22355|issue:28282", "issue:41628|issue:42757", - "issue:30333|issue:34689", + "issue:22355|issue:28282", "issue:43232|issue:45834", + "issue:30333|issue:34689", "issue:43723|issue:44977", - "issue:28282|issue:30333", - "issue:30333|issue:35141", "issue:44222|issue:44484", "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:30333|issue:35141", "issue:44263|issue:45092", - "issue:44263|issue:44360", "issue:44483|issue:45406", + "issue:44263|issue:44360", "issue:44514|issue:45103", "issue:44373|issue:44485", "issue:44295|issue:44623", "issue:43723|issue:44871", - "issue:44261|issue:45092", - "issue:43723|issue:44991", "issue:45092|issue:45357", - "issue:30990|issue:38175", - "issue:43723|issue:44442", - "issue:41628|issue:43824", - "issue:39401|issue:44568", - "issue:43479|issue:44913", - "issue:42831|issue:45310" + "issue:44261|issue:45092", + "issue:43723|issue:44991" ], - "prepared_review_unit_hash": "eaad95596ea1baa5e99e1dcf976084f8332bd5965733937a1395f064c1baf2c9", + "prepared_review_unit_hash": "8064fa8b371931c5d1d7cdde7abdc8da72c63380a0413f8a250887ce36e60387", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38260, - "estimated_input_tokens": 9565, - "estimated_eval_tokens": 19386 + "serialized_chars": 38419, + "estimated_input_tokens": 9605, + "estimated_eval_tokens": 19466 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most soft matches are superficial title similarity across tokenizer/import/save_pretrained/model-config issues, but they do not describe the same underlying bug or change. I would not merge any of the proposed soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "No single issue cleanly represents a true duplicate cluster here; if forced, issue 43723 is the closest umbrella for the tokenizer-loading regressions, but the set is too mixed to call it canonical.", + "summary": "These are mostly unrelated issue reports. The soft-similarity links are driven by broad overlap in areas like tokenizers, save/load, and v5 regressions, but the concrete failures are different, so I would not collapse any of the candidate pairs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:42898 is the broadest and most representative issue here, centered on a v5 tokenizer-behavior regression; it is the closest thing to a topical anchor among the tokenizer-related items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the broadest and most central representative among the tokenizer-related reports, but it still does not unify the cluster into one concrete bug.", + "best_issue_reason": "issue:42898 is the best issue to anchor the cluster because it is generic enough to represent the recurring tokenizer/regression theme, even though the overall set is heterogeneous and not duplicate-safe.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Unrelated topics: PEFT version pin vs leftover dummy classes/import leakage." + "reason": "Different subsystems and failure modes: MLflow reporting after training failure vs a deepspeed/Adafactor OOM." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 AutoTokenizer loading issue and the other is missing BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:42898", - "right": "issue:44448", + "right": "issue:45356", "accept": false, - "reason": "Both concern tokenizer/output behavior, but one is clean_up_tokenization_spaces and the other is a Pegasus v4/v5 generation regression." + "reason": "Both mention tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Kimi-K2.5 codec/ warning handling." }, { - "left": "issue:44933", + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen model bugs: a tied-weights warning in Qwen3-Next vs a missing tensor-parallel plan in Qwen3_5Moe." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different models and different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: a missing image-processor method vs meta-init incompatibility for old InternVL2 remote-code checkpoints." + }, + { + "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Different import/export problems; image_utils symbol absence is not the dummy-class cleanup bug." + "reason": "Unrelated: dependency version bump policy vs leftover dummy classes leaking into the package namespace." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different regression types: tokenizer cleanup behavior vs a model output difference between v4 and v5." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer read error is unrelated to deepspeed double optimizer stepping." + "reason": "Unrelated bugs: reading a registered buffer vs optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different issues: a missing image_utils import/export vs dummy PT class cleanup." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 moe saving and the other is tokenizer config metadata mismatch." + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config save/load bug is unrelated to deepspeed optimizer stepping." + "reason": "Tokenizer save metadata bug vs deepspeed optimizer double-step; no shared underlying failure." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different config/init failures; multimodal None defaults are not the same as non-persistent buffer junk." + "reason": "Different initialization bugs: bad default multimodal configs vs non-persistent buffers being filled with junk." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature-extractor center-arg crash is a different code path from the auto_docstring future-annotations crash." + "reason": "Different code paths: feature extractor argument compatibility vs auto-docstring parsing under future annotations." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving, but one is FP8 model save_pretrained and the other is processor save_pretrained missing files." + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file omission." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issues are not the same as missing processor files on save_pretrained." + "reason": "Accuracy issue in FineGrainedFP8 is unrelated to processor save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed training is unrelated to the CustomTrainer compute_loss signature break." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but one is transformers.onnx and the other is missing PyTorch for AutoModel." + "reason": "Training-related, but not the same bug: MLflow status reporting vs CustomTrainer API breakage." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying bug." + "reason": "Separate import failures from different packages and causes: transformers AutoImageProcessor vs huggingface_hub offline mode." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Training-job reporting bug and Llama 3.2 model-loading regression are unrelated." + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch for AutoModel." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling is unrelated to long-OCR index errors in Kosmos2.5." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Both are tokenizer/generation adjacent, but one is generic AutoTokenizer loading and the other is Qwen3.5 flash-attention generation." + "reason": "Different generation/input failures with no shared code-path." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import error is unrelated to MLflow not closing failed runs." + "reason": "Unrelated issues: MLflow reporting after training failure vs a model-loading regression for Llama 3.2 Vision." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Training reporting bug and embedding reinit bug are different failure modes." + "reason": "Tokenizer loading regression vs generation failure with flash-attention; different layers of the stack." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "save_pretrained appears in both, but FP8 moe serialization is unrelated to max_shard_size default behavior." + "reason": "Save_pretrained serialization bug vs a question about default shard size; not the same defect." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch is not the same as the Qwen3.5 MoE from_pretrained regression." + "reason": "Tokenizer config mismatch on save vs Qwen3.5 MoE from_pretrained error; different symptom and model area." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to MLflow not reporting failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Both touch model internals, but torch.split indexing and remote-code meta-init incompatibility are different bugs." + "reason": "Different issues: MLflow reporting vs embeddings being reinitialized in post_init." }, { "left": "issue:44263", - "right": "issue:44360", + "right": "issue:45092", "accept": false, - "reason": "Two distinct DSA-indexer issues: split-return handling vs missing ReLU." + "reason": "Different GLM/DSA indexing bug vs InternVL2 meta-init incompatibility." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request handling is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Different serving failures: chat completions request handling vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but different concrete bugs: torch.split outputs vs missing ReLU." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VL batched apply_chat_template crash is unrelated to the docstring annotation crash." + "reason": "Different failures: batched chat template padding behavior vs docstring tooling crashing on future annotations." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring and GLM-5 RoPE implementation are not the same underlying problem." + "reason": "A docstring typo about position_ids is unrelated to a GLM-5 RoPE implementation discussion." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer and missing processor save files are different issues." + "reason": "Reading a registered buffer error is unrelated to processor save_pretrained file omission." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Generic tokenizer loading failure is not the same as eos_token_id mismatch." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "MLA layernorm epsilon precision and meta-init remote-code incompatibility are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading regressions, but they target different code paths/models and are not clearly the same bug." + "reason": "Both are tokenizer/config issues, but one is loading v5 tokenizers and the other is eos_token_id mismatch between tokenizer and model config." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to incorrect visual-encoder keys on save_pretrained." + "reason": "Different Qwen/VL issues: old InternVL2 meta-init compatibility vs Qwen3.5 visual encoder keys saved incorrectly." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "SentenceTransformers loading hang is unrelated to SigLIP2 zero-probability outputs." + "reason": "Precision/config mismatch in MLA q_a_layernorm is not the same as remote-code checkpoint meta-init incompatibility." }, { "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Generic tokenizer loading failure and FastSpeech2ConformerTokenizer loading failure are related only at a broad level, not the same bug." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Different missing-export/import problems for different symbols and modules." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer offset_mapping bug is unrelated to BOS/EOS token insertion behavior." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Multimodal default-config initialization is unrelated to GPTNeoX rotary_pct reload loss." - }, - { - "left": "issue:42831", - "right": "issue:45310", + "right": "issue:44991", "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "Both are tokenizer loading regressions in v5, but they affect different models and likely different tokenizer implementations." } ] }, @@ -11876,19 +11867,19 @@ "component_index": 2, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:22355", "issue:28218", - "issue:29127", "issue:30990", "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -11898,288 +11889,288 @@ "issue:42907", "issue:42994", "issue:43066", - "issue:43116", "issue:43122", "issue:43232", "issue:43408", "issue:43475", + "issue:43479", "issue:43576", + "issue:43723", "issue:43756", "issue:43784", + "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", - "issue:44485", + "issue:44442", "issue:44488", "issue:44514", "issue:44521", - "issue:44625", + "issue:44568", "issue:44704", "issue:44743", - "issue:44829", + "issue:44913", "issue:44945", - "issue:45200", "issue:45278", "issue:45290", + "issue:45310", "issue:45593", "issue:45600", "issue:45753" ], "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:42831|issue:45310", "issue:42886|issue:42994", "issue:42757|issue:45278", - "issue:44263|issue:44373", "issue:43756|issue:44060", + "issue:44263|issue:44373", "issue:42831|issue:44038", "issue:43232|issue:45593", "issue:43576|issue:43784", "issue:42831|issue:45753", "issue:42886|issue:43066", "issue:22355|issue:28218", - "issue:42371|issue:44263", "issue:43122|issue:44521", + "issue:42371|issue:44263", "issue:44117|issue:44704", "issue:30990|issue:33357", "issue:43232|issue:44743", "issue:42907|issue:44945", - "issue:41628|issue:45278", - "issue:43976|issue:44945", "issue:44704|issue:45290", - "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:41628|issue:45278", "issue:44295|issue:44297", - "issue:43784|issue:45600", "issue:43122|issue:44514", + "issue:39401|issue:44488", + "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:43408|issue:43475", - "issue:44360|issue:44485", - "issue:44261|issue:44373", - "issue:39401|issue:44521", - "issue:44625|issue:44829", - "issue:43116|issue:45200", - "issue:29127|issue:30990" + "issue:43408|issue:43475" ], - "prepared_review_unit_hash": "5e4377141d04fe6abcbe62d454654bf6e19f9ab692791f17f5a2bea7ac6f7274", + "prepared_review_unit_hash": "05e25974bd00fa569a1b278cc5095df6ca9c12c8057a74430f722bb242403aec", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36541, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: a few loose theme overlaps around imports/tokenizers/generation, but none of the soft pairs look like true duplicates or the same concrete fix.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most items are unrelated transformer bugs spanning tokenization, loading/imports, generation, config, and quantization. I did not find any soft pair that looks like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.41, + "canonical_issue_reason": "If one issue must serve as the cluster representative, issue:45278 is the broadest umbrella for the import-regression theme after upgrading to v5. That said, this cluster does not appear to contain true duplicates overall.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor triage because it is broad, recent, and open; it captures the most general regression signal in the set, even though many other items are distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different problems: loading hang vs zero-probability output on a specific model." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading, but the affected tokenizers and failure modes are different." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols; not the same code-path bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config defaults/reload issues, but they concern different model families and fields." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but one is offset mapping and the other is special-token insertion." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: FineGrainedFP8 accuracy vs Qwen3.5-MoE from_pretrained failure." + }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Both involve loading/saving problems, but one is offline tokenizer cache loading and the other is quantized model saving; different code paths and failure modes." + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention import problems, but 42757 is a specific missing Hub symbol while 45278 is a broad post-upgrade import breakage report." + "reason": "The latter is a broad import-regression report, but the former is a specific missing hub symbol; not the same defect." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "One is a tensor split/indexer behavior issue and the other is a docstring problem; not the same bug." + "reason": "Different model-specific architecture issues with no shared failing code path." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "RoPE-layer behavior and tied-weights warning are unrelated model issues." + "reason": "A runtime tensor split issue is not the same as a docstring correction." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different models and symptoms: FP8 accuracy regression versus a Qwen3-VL-Moe bug report." + "reason": "Different model/runtime bugs; no concrete overlap." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation-state bug vs D-FINE training-loss behavior; unrelated." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "CLI env-command breakage and a sentence-transformers import NameError are different failures." + "reason": "CLI/env-command breakage is unrelated to a missing nn import in sentence-transformers integration." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy regression in FP8 is unrelated to a Qwen3_5 infinite-loop image bug." + "reason": "Different model issues with no shared concrete code path." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and tokenizer decoder-type mismatch are distinct tokenizer issues." + "reason": "Offline cache loading failure is not the same as a wrong decoder type mapping." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Transformers.onnx import error and tokenizer spacing after added token are unrelated." + "reason": "ONNX import error and tokenizer spacing bug are unrelated." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "TF32 settings warning and DSA indexer tensor-return behavior are unrelated." + "reason": "Tokenization drift and multimodal assistant-mask failure are different behaviors." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Both involve tokenization/chat-template behavior, but one is version-to-version tokenization drift and the other is multimodal assistant mask generation." + "reason": "TF32 settings warning has nothing to do with torch.split indexing." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES fallback handling and AutoProcessor kwargs forwarding are separate framework plumbing issues." + "reason": "Tokenizer-mapping None handling and AutoProcessor cached_file kwargs are different loading bugs." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading stalling for Sentence Transformers and a MacOS bus error with CLIP are different runtime problems." + "reason": "Different symptoms and model/runtime contexts; not duplicates." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation state update logic and Qwen3_5 recurrent-state reset are not the same code path." + "reason": "Both are generation-related, but they affect different mechanisms and code paths." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized model saving and incorrect pipeline-parallel output are unrelated." + "reason": "Quantized model save failure is unrelated to pipeline-parallel generation correctness." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "AutoImageProcessor import failure is one specific import regression; 45278 is a broad collection of import errors after upgrade." + "reason": "Both mention chat/template-style APIs, but one is cached-file argument forwarding and the other is assistant-message crash handling." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline parallelism output correctness are unrelated." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "Kwargs forwarding in AutoProcessor and chat-template crashes on tool-call assistant messages are different bugs." + "reason": "Python-version compatibility issue vs incorrect LLM output under pipeline parallelism." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Qwen3 offset mapping and failing to load cjvt/sleng-bert are separate tokenizer/model-loading issues." + "reason": "The broad import-regression theme is different from the specific AutoImageProcessor import failure." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading registered buffer position_ids and tokenizer_class metadata mismatch are unrelated." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Import-time NameError in sentence-transformers and stale auto_mappings config references are different import failures." + "reason": "Buffer access for position_ids and tokenizer class metadata are unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Both are tokenization/chat-template related, but one is version drift and the other is batched padding=False crash; not the same concrete bug." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Model saving failure and invalid GenerationConfig for GLM-5 are unrelated." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Wrong model-type warning and missing fpn_position_embeddings attribute are different SAM 3 issues." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are not the same bug." - }, - { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "Precision/epsilon discussion for MLA q_a_layernorm and a wrong docstring for position_ids are unrelated." + "reason": "Different tokenizer/chat-template failures with different triggers." }, { "left": "issue:39401", - "right": "issue:44521", + "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping and all-zero assistant masks are different tokenizer/template bugs." + "reason": "Offset mapping regression and loading a specific model are not the same bug." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated." + "reason": "Missing nn import in integration code is unrelated to stale auto_mappings references." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Example-script multi-label behavior and Gemma 4 mm_token_type_ids defaults are different application areas." + "reason": "Quantized save failure is unrelated to invalid GenerationConfig." }, { - "left": "issue:29127", - "right": "issue:30990", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading stall are unrelated." + "reason": "Warning about mismatched model type is not the same as a missing output attribute in SAM 3 Video." } ] }, @@ -12195,17 +12186,17 @@ "component_index": 2, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:22355", "issue:29127", - "issue:33453", + "issue:30990", "issue:36296", "issue:38617", "issue:39401", @@ -12214,7 +12205,6 @@ "issue:42673", "issue:42757", "issue:42907", - "issue:43064", "issue:43066", "issue:43116", "issue:43122", @@ -12222,37 +12212,43 @@ "issue:43441", "issue:43452", "issue:43493", - "issue:43673", "issue:43784", "issue:43824", - "issue:43825", "issue:43874", "issue:43937", - "issue:43976", "issue:43992", "issue:44038", - "issue:44075", "issue:44222", + "issue:44261", "issue:44295", "issue:44297", "issue:44351", + "issue:44360", + "issue:44373", "issue:44485", + "issue:44521", + "issue:44625", "issue:44704", "issue:44779", - "issue:44936", + "issue:44829", "issue:44945", "issue:44964", "issue:44977", "issue:45072", - "issue:45083", + "issue:45200", "issue:45216", "issue:45278", "issue:45446", "issue:45478", - "issue:45563", "issue:45753" ], "soft_pairs": [ + "issue:44360|issue:44485", + "issue:44261|issue:44373", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", "issue:43122|issue:44779", "issue:42907|issue:44964", "issue:44038|issue:44297", @@ -12263,8 +12259,8 @@ "issue:44038|issue:44222", "issue:42757|issue:44351", "issue:45216|issue:45478", - "issue:43066|issue:44779", "issue:43278|issue:44945", + "issue:43066|issue:44779", "issue:43493|issue:45753", "issue:43122|issue:44977", "issue:42907|issue:44222", @@ -12275,251 +12271,210 @@ "issue:43937|issue:44485", "issue:22355|issue:29127", "issue:42222|issue:43441", - "issue:42371|issue:43874", - "issue:43064|issue:43673", - "issue:43976|issue:45446", - "issue:43116|issue:43493", - "issue:44075|issue:44936", - "issue:43116|issue:43825", - "issue:44038|issue:45478", - "issue:44222|issue:45478", - "issue:45083|issue:45446", - "issue:43937|issue:45563", - "issue:39401|issue:44779", - "issue:33453|issue:39401" + "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "3ebfb32e14a9602d8a31b43ea7a510f067a352e323c13afca972b2648e74d153", + "prepared_review_unit_hash": "608c50a01c793d3cbc27c31c59ab3c60a797b75a69f775d48606e0f1bfe69472", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37377, - "estimated_input_tokens": 9345, - "estimated_eval_tokens": 18946 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35378, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose set of Transformers v5 regression reports rather than true duplicates. A few pairs are thematically related (tokenizer regressions, import errors, Qwen3.5 issues), but they usually point to different code paths or different model-specific failures.", - "confidence": 0.38, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set and best represents the import-error regression subset; it is more central than the very specific single-symbol failures.", + "summary": "This is a heterogeneous set of Transformers bug reports, mostly around import regressions, tokenizer/model behavior, and model-family-specific failures. The soft-similar pairs share broad themes but do not look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set because it captures the general post-upgrade import-regression theme and can reasonably subsume several import-related reports. That said, the cluster is still very mixed, so it is only a partial canonical fit.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single anchor for deduping because it is open, broad, and likely to collect closely related import-regression reports.", + "best_issue_reason": "issue:45278 is the best representative because it is the most general, high-level issue here and aligns with the most recurring subtheme (import errors after upgrading to v5.5.0).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Both are model/math bugs, but they affect different components and symptoms; not the same concrete defect." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "One is a precision/config bug in MLA q_a_layernorm, the other is a docstring issue for position_ids." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization-related outputs, but one is offset_mapping and the other is multimodal assistant masks; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated failures." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different example/model contexts and different failure modes; not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are unrelated." + }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a general v4->v5 behavior change and the other is Deepseek-specific incorrect output; not clearly the same bug." + "reason": "Both are tokenization regressions, but for different model families and symptoms; too broad to be one bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different failures: saving dequantized Ministral/Devstral models vs loading Phi-4-multimodal-instruct." + "reason": "Saving a dequantized model and failing to load Phi-4 multimodal are separate code paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe model loading vs tokenizer save metadata mismatch; different code paths." + "reason": "Qwen3-VL-Moe compatibility and tokenizer save_pretrained class metadata are different issues." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe issue vs reading a registered position_ids buffer." + "reason": "One is a Qwen3-VL-Moe bug, the other is a position_ids buffer access problem." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Both involve model I/O, but one is quantized save handling and the other is AutoTokenizer/AutoModel loading with gguf_file; not the same defect." + "reason": "Dequantized model saving and gguf_file loading are not the same defect." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Unrelated: tensor-parallel training bug vs multi-label classification example script returning empty results." + "reason": "Tensor-parallel training and example-script multi-label classification are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are missing different symbols from different modules; separate regressions." + "reason": "Both are import errors, but for different missing symbols and different dependency layers." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same broad Qwen/MOE area, but one is a model-loading bug and the other is FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe and FP8 save_pretrained moe problems are model-specific but not the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: huggingface_hub is_offline_mode vs transformers HybridCache." + "reason": "These are import failures from different packages/symbols; no shared underlying defect is evident." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family/version range, but one is save_pretrained producing a bad checkpoint and the other is a from_pretrained error; not enough to say one underlying bug." + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint output and the other is from_pretrained loading behavior." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Both are tokenizer-related regressions, but they concern different tokenizers and different symptoms." + "reason": "A dtype regression in evaluate is unrelated to incorrect outputs under pipeline parallelism." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Embedding dtype drift during evaluate vs incorrect output under pipeline parallelism; unrelated." + "reason": "Both mention tokenizer behavior across v5, but they concern different tokenizer implementations and outputs." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3.5 infinite loop on a specific image." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop generation are unrelated model bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Different issues: tokenizer regression vs flash-attention generation failure." + "reason": "Both are Qwen/tokenizer-related regressions, but one is general tokenization drift and the other is flash-attention generation failure." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both touch saving quantized models, but dequantized save failure and FP8 save_pretrained are distinct bugs." + "reason": "Model saving after dequantization and FP8 save_pretrained are different serialization problems." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained, but one misses embed_tokens.weight in UMT5Encoder and the other drops kwargs in AutoProcessor/cached_file." + "reason": "Missing embed_tokens.weight in a specific encoder and AutoProcessor kwarg forwarding are separate loading issues." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Import error in sentence-transformers vs a PyTorch version check issue in flex_attention; unrelated." + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import-error reports, but 38617 is one missing symbol while 45278 is a broader upgrade-wide umbrella; not the same concrete bug." + "reason": "Both are import-related, but they refer to different missing names and different release contexts; not the same bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threading vs dtype mismatch in bfloat16 inference; different failures." + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch CI failure are distinct problems." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same GLM-5 family, but GenerationConfig validation and RoPE implementation are separate code-path issues." + "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different code-path issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module vs LayoutLMv3 error-message clarity." + "reason": "A missing transformers.onnx module and a LayoutLMv3 error-message concern are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model families and problems: VitPose import/path breakage vs Ministral-3 FlashAttention failure." + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are different model-specific bugs." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance warning vs missing image-patch helper in GLM46V; unrelated." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Different training/runtime bugs: FSDP2/PEFT optimizer-state corruption vs GenerationMixin cache missing during chunked prefill." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python version compatibility issue vs AuxRequest import version-check bug; not the same defect." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Classification example script bug vs SigLIP2 model discrepancy; unrelated." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Optimizer argument handling vs trainer.evaluate() failing after train(); different problems." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example script returning empty multi-label outputs vs pipeline translation-task error messaging; unrelated." - }, - { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "Same Qwen3.5/Qwen-related area, but one is a Qwen3-VL-Moe loading issue and the other is a Qwen3.5 MoE from_pretrained regression." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Both involve MoE/Qwen3.5-adjacent model persistence, but FP8 save_pretrained and from_pretrained load failure are not clearly the same bug." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Different subsystems: qwen3_omni_moe feature-extract length helper vs flex_attention import version check." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GLM-5 GenerationConfig validation vs a stale warning in paged generate(); different issues." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both tokenizer regressions, but they concern different models and symptoms." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Both are tokenizer-loading/tokenization regressions, but one is generic loading regression and the other is Qwen3 wrong offset mapping; not the same underlying bug." + "reason": "TF32 API guidance and a missing image-patch method are unrelated." } ] }, @@ -12535,267 +12490,295 @@ "component_index": 2, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", "issue:42371", - "issue:42617", "issue:42673", - "issue:42831", - "issue:43012", - "issue:43066", - "issue:43122", + "issue:43064", + "issue:43116", "issue:43408", "issue:43421", "issue:43450", - "issue:43577", + "issue:43493", "issue:43582", "issue:43673", "issue:43742", + "issue:43825", "issue:43827", "issue:43906", "issue:43937", + "issue:43976", "issue:43986", + "issue:44038", "issue:44075", "issue:44117", - "issue:44220", + "issue:44222", "issue:44261", "issue:44291", "issue:44410", - "issue:44483", "issue:44484", - "issue:44496", + "issue:44779", "issue:44829", - "issue:44933", + "issue:44936", "issue:44977", "issue:45071", "issue:45081", + "issue:45083", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", "issue:45405", "issue:45446", - "issue:45464", + "issue:45478", "issue:45542", "issue:45561", - "issue:45588", - "issue:45656" + "issue:45563", + "issue:45588" ], "soft_pairs": [ + "issue:43064|issue:43673", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:43116|issue:43493", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:39401|issue:44779", "issue:44117|issue:45588", "issue:43827|issue:45446", "issue:43937|issue:44977", "issue:42673|issue:43906", - "issue:45405|issue:45446", "issue:44291|issue:45071", "issue:43450|issue:43986", + "issue:45405|issue:45446", "issue:45341|issue:45561", "issue:44117|issue:45081", "issue:38617|issue:41628", "issue:39401|issue:43421", "issue:44410|issue:45310", "issue:44829|issue:45216", - "issue:42673|issue:43582", "issue:44484|issue:45310", + "issue:42673|issue:43582", "issue:42371|issue:44261", "issue:42222|issue:45542", - "issue:43408|issue:43742", - "issue:44933|issue:45278", - "issue:42617|issue:45341", - "issue:42673|issue:43577", - "issue:42175|issue:42222", - "issue:43937|issue:44496", - "issue:38617|issue:44220", - "issue:44075|issue:45656", - "issue:44483|issue:45464", - "issue:42371|issue:42831", - "issue:43066|issue:43122", - "issue:43012|issue:43577", - "issue:43673|issue:45341" + "issue:43408|issue:43742" ], - "prepared_review_unit_hash": "5f5f82f17a655144ef6335c7a20f170bad2283dd64c8f3e4113a89b34857581b", + "prepared_review_unit_hash": "f58488340764759d5bdc7e995a7af879af81cc62ae7e38dd212df215342addf4", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These reports are mostly unrelated across tokenizer, import, model-loading, optimizer, backend, and testing areas. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "No strong canonical duplicate stands out. If forced to pick an anchor, issue 45278 is the broadest umbrella for upgrade-time import regressions, but it does not clearly subsume the other reports.", + "summary": "The proposed soft edges are mostly false positives: they share broad subsystems like tokenizers, Qwen, training, or testing utils, but they describe different failure modes and code paths. No PRs are present. The closest actual duplicate in the set is the pair of Qwen3.5 Moe from_pretrained reports (45310/45478), but that pair is not among the soft edges.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an earlier, clearer report of the Qwen3.5 Moe from_pretrained failure and is effectively duplicated by the later 45478 report with the same title.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best cluster anchor because it is open and broadly framed around multiple import failures after a version update, while the others are narrower and largely unrelated.", + "best_issue_reason": "Issue 45310 is the strongest global representative among these items due to its direct duplicate signal with 45478 and its concrete, user-facing reproduction of the model-loading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failures: optimizer state corruption during FSDP2+PEFT training vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated compatibility checks: Python version support for Transformers 5.1.0 vs a PyTorch version guard in flex_attention." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments not being applied is a different bug from trainer.evaluate() failing after training." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation mismatch; different models and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example classification output bug vs pipeline() error-message/docs mismatch; not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen/Moe models, but one is a v5 Qwen3-VL-Moe bug and the other is a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior is a different code path from from_pretrained loading failures." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs a stale warning for num_return_sequences; unrelated symptoms." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Audio feature-length helper behavior in qwen3_omni_moe vs a flex_attention import/version check." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a tokenizer-loading regression and the other is a wrong offset_mapping bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer models and failures: offset_mapping correctness vs general incorrect results in Deepseek tokenizer." + }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Different failure modes: tokenizer mapping lookup returning None vs flash-attention crash on s_aux=None." + "reason": "TOKENIZER_MAPPING_NAMES fallback issue vs flash_attention crashing on s_aux=None; different subsystems." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mentioning removed pipeline() is unrelated to the flex_attention AuxRequest import/version-check bug." + "reason": "Docs still referencing pipeline() after removals is unrelated to a PyTorch version check bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both involve generation, but one is invalid GenerationConfig handling and the other is a Qwen3.5 flash-attention inference failure." + "reason": "GenerationConfig invalidity in GLM-5 is a different failure from Qwen3.5 flash-attention generation problems." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in threaded Qwen3 loading is not the same concrete bug as an isolated reproduction of another issue." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "Package dependency/version bump issue is unrelated to the flex_attention import guard regression." + "reason": "VRAM leak in multi-dataloader-thread usage does not match an isolated reproduction of another issue." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Distinct v5 regressions: init_empty_weights/_is_hf_initialized TypeError vs PretrainedConfig type-checking breakage." + "reason": "init_empty_weights unexpected argument error and PretrainedConfig type-checking breakage are separate API compatibility issues." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug is unrelated to AutoProcessor crashing when torchvision is missing." + "reason": "Incorrect batched video processor shapes are different from AutoProcessor crashing without torchvision installed." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version dependency bump problem vs flex_attention import/version guard; not the same bug." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utils, but one is a vague bug report and the other is a specific xdist race on captured_info.txt; not enough evidence of the same root cause." + "reason": "A minor testing_utils bug is not the same as the xdist race on captured_info.txt." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None lookup and Mistral regex patch crashes are separate tokenizer-path failures." + "reason": "Tokenizer mapping returning None is unrelated to a Mistral regex patch crash." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different missing imports from different symbols; no sign of a single shared API regression." + "reason": "Two different missing symbol import errors in different modules; not the same underlying export regression." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 is a tokenizer output bug, while the other is about runtime special-token/post-processor updates." + "reason": "Wrong offset mappings and stale post-processor updates are distinct tokenizer-runtime issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing attn projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." + "reason": "Missing projections in qwen3next is a model-architecture bug, not a from_pretrained loading error for Qwen3.5 Moe." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and Qwen3.5 checkpoint save_regression are different code paths and symptoms." + "reason": "Degenerate training under flash_attention_3 is unrelated to an incorrect checkpoint saved by save_pretrained." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "VRAM leak in threaded dataloading is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + "reason": "Sharding-size question is unrelated to the Qwen3.5 Moe loading failure." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Chat/completions request rejection is not the same bug as the Qwen3.5 MoE from_pretrained error." + "reason": "VRAM leakage and Apple Silicon TypeError in caching_allocator_warmup are unrelated failures." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior warning/setting change is unrelated to FineGrainedFP8 accuracy drift from missing rms_norm_eps." + "reason": "TF32 settings guidance and MLA q_a_layernorm precision/config handling are different issues." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage and missing-TensorFlow backend error are different subsystems and failure modes." + "reason": "VitPose model breakage and a TensorBoard-without-TensorFlow backend error are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_tracker type warning is unrelated to the MobileLLM key error while loading facebook/MobileLLM-125M." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "A specific image_utils import error may be thematically close, but the broader 'many import errors' report is not enough to prove the same concrete bug." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "SGD args being ignored is a different optimizer bug from deepspeed causing optimizer.step() to run twice." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "General /v1/chat/completions request handling failure is not the same as the streaming inference failure on Qwen3.5-0.8B." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Wrong decoder type and changed tokenization output are related to tokenizer v5 regressions but do not appear to be the same concrete fix." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A compile-time float32 warning on bfloat16 models is different from model/qformer dtype staying float32 on BLIP2 load." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to the testing_utils.py bug." + "reason": "sam3_video/sam3_tracker warning mismatch is not the same as a MobileLLM-125M key-loading error." } ] }, @@ -12811,68 +12794,80 @@ "component_index": 2, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:38617", "issue:41628", + "issue:42175", "issue:42222", - "issue:42757", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", "issue:43452", - "issue:43502", - "issue:43531", - "issue:43824", - "issue:43873", + "issue:43577", + "issue:43673", "issue:43874", - "issue:43906", "issue:43931", + "issue:43937", "issue:43976", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", "issue:44368", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", - "issue:44704", + "issue:44496", "issue:44829", + "issue:44933", "issue:44987", "issue:45003", "issue:45071", - "issue:45103", - "issue:45245", + "issue:45278", "issue:45341", - "issue:45372", - "issue:45375", "issue:45459", + "issue:45464", "issue:45478", "issue:45542", - "issue:45588" + "issue:45656" ], "soft_pairs": [ - "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:42673|issue:43577", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43673|issue:45341", "issue:44484|issue:45478", - "issue:43097|issue:44493", + "issue:44410|issue:45478", "issue:43874|issue:44261", + "issue:43097|issue:44493", "issue:44263|issue:44485", "issue:42222|issue:45459", "issue:43012|issue:43408", @@ -12886,284 +12881,237 @@ "issue:43097|issue:43452", "issue:43335|issue:45071", "issue:43986|issue:45341", - "issue:43408|issue:44368", "issue:43986|issue:44484", + "issue:43408|issue:44368", "issue:43874|issue:44263", - "issue:43976|issue:45071", - "issue:43531|issue:45341", - "issue:44829|issue:45245", - "issue:43986|issue:45372", - "issue:38617|issue:42757", - "issue:44261|issue:44485", - "issue:43064|issue:44315", - "issue:44410|issue:45375", - "issue:38617|issue:44351", - "issue:43097|issue:45588", - "issue:44062|issue:44117", - "issue:44038|issue:44410", - "issue:44704|issue:45103", - "issue:43502|issue:43992", - "issue:43097|issue:43873", - "issue:43986|issue:44117", - "issue:43824|issue:43986", - "issue:43066|issue:43906" + "issue:43976|issue:45071" ], - "prepared_review_unit_hash": "f3b62b55831eac313479b29eb450e0c9d09e41e1e640d10e76c6d6072b220ec0", + "prepared_review_unit_hash": "49c48daa1665f645cea2639d0730456ffff424634faf0fbbe359f5c7f3c2240a", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39090, - "estimated_input_tokens": 9773, - "estimated_eval_tokens": 19802 + "soft_pair_count": 33, + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically similar but not duplicate-tight: the items span unrelated import errors, model-loading regressions, config/runtime warnings, and training issues. None of the soft pairs appear to describe the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45478 is the best representative of the cluster's recurring Transformers v5 model-loading regressions: it is concrete, versioned, and actionable.", + "summary": "These items are mostly unrelated issue reports; I did not find any soft pair that clearly describes the same concrete bug/change strongly enough to merge. The closest is the broad import-regression report, but it is still too generic to treat as a duplicate of a specific import error. No PRs were present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes multiple import failures after a version bump, making it the best anchor for an import-regression cluster if one is formed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the strongest overall issue candidate because it is specific, clearly reproducible, and closest to the cluster's main loading/regression theme.", + "best_issue_reason": "issue:45278 has the widest impact and clearest regression framing among the issues shown, so it is the best single issue to keep as the representative report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Different Qwen-family problems: missing layer projections vs a from_pretrained failure in Qwen3.5 MoE." + "reason": "Both are import-related, but 44933 is one specific missing import while 45278 is a broad post-upgrade import-regression report; not the same concrete bug." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Unrelated topics: shard-size documentation/question vs Qwen3.5 MoE loading error." + "reason": "Unrelated: failing to run a script vs a small testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Different regressions: removal of tie_embeddings_and_encoder_decoder vs unexpected position-id keys." + "reason": "Packaging/backend installation issue vs a broken VitPose model path; different symptoms and fixes." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Different subsystems: image-patch counting AttributeError vs MLA rms_norm_eps precision issue." + "reason": "Different failures: invalid GenerationConfig vs unrecognized model/config missing model_type." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "Both GLM-related, but distinct code paths: torch.split behavior vs RoPE implementation." + "reason": "VRAM leak in threaded dataloader use is unrelated to dtype staying float32 when loading Blip2." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different bug classes: broken vitpose models vs tokenizer error masking when protobuf is absent." + "reason": "Separate import error vs audio feature extraction bug." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "A warning during bf16 compilation is unrelated to a model-type mismatch warning." + "reason": "Both touch chat/completions, but one is a general request rejection and the other is a streaming-specific inference failure." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Importing AutoImageProcessor is unrelated to PretrainedConfig type-checking changes." + "reason": "Optimizer argument handling and double step calls under deepspeed are different code paths and likely different bugs." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Different FlashAttention failures in different models/tasks; not the same concrete bug." + "reason": "TF32 behavior guidance is unrelated to FineGrainedFP8 accuracy regression." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "PretrainedConfig typing and TensorFlow/tensorboard backend detection are unrelated." + "reason": "Tokenizer decoder-type issue and changed tokenization output are related to tokenization, but not the same concrete bug." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different Qwen model failures: weight-shape mismatch vs missing attention projections." + "reason": "A precision warning during bf16 compilation is not the same as Blip2 parameters remaining float32 after loading." }, { - "left": "issue:45003", + "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a small testing_utils bug." + "reason": "Generation cache/chunked_prefill regression is unrelated to the testing_utils bug." }, { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Both involve Qwen3-VL, but one is a weight mismatch and the other is a broader version/MoE incompatibility." - }, - { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer mapping returning None is not the same as failing to load a specific model repo." + "reason": "A question about save_pretrained shard size is unrelated to a Qwen3.5-Moe from_pretrained load failure." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Removal of a config field is unrelated to gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + "reason": "Missing layer projections in qwen3next is a different model bug than the Qwen3.5-Moe loading error." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to PretrainedConfig type checking." + "reason": "Missing image patch helper and missing rms_norm_eps are separate multimodal bugs." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "A processor crash without torchvision is unrelated to a testing_utils bug." + "reason": "Removed config field warning and unexpected position-id keys are not the same underlying change." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "These are different warning conditions with different model/config causes." + "reason": "torch.split return handling in GlmMoeDsaIndexer is distinct from the GLM-5 RoPE implementation issue." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "Model loading without torchvision is unrelated to a max_shard_size question." + "reason": "A broken model family and a tokenizer error-mask bug are unrelated." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Different GLM-related failures: missing image-patch method vs torch.split return handling." + "reason": "Both mention warnings, but they concern different models and different warning causes." }, { - "left": "issue:43976", + "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Python version compatibility problem is unrelated to config type checking." + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking regression are separate API breakages." }, { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to a testing_utils bug." - }, - { - "left": "issue:44829", - "right": "issue:45245", - "accept": false, - "reason": "FlashAttention training degradation is unrelated to the categorical cardinality runtime error." - }, - { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Missing torchvision crash is unrelated to the ReasoningEffort import regression." + "reason": "FlashAttention load failure for one model is unrelated to degenerate training under flash_attention_3." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Both are import errors, but they come from different packages and symbols." + "reason": "Config type-checking regression and undefined TF backend due to tensorboard-only install are different problems." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Different GLM issues: layernorm epsilon precision vs RoPE implementation." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied." + "reason": "Unsafe sys.modules access is unrelated to the testing_utils bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Missing attention projections in qwen3next is unrelated to a missing config field in Qwen3_5MoeVisionConfig." + "reason": "Different Qwen3-VL-related failures with different symptoms and likely different fixes." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different import failures from different modules and symbols." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different failure mode than loading a specific model repo on v5.1.0." }, { "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Config-field removal is unrelated to flash_attention.py crashing on s_aux=None." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Tokenizer AddedToken argument duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." - }, - { - "left": "issue:44038", - "right": "issue:44410", + "right": "issue:43452", "accept": false, - "reason": "Both touch Qwen variants, but one is a broader loading bug and the other is a missing-layer-0 projection issue." + "reason": "Removed tie_embeddings-related config behavior is unrelated to gguf_file breaking from_pretrained calls." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to auto_docstring crashes under future annotations." + "reason": "SwitchTransformers config construction bug and PreTrainedConfig type checking regression are unrelated." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight are separate loading bugs." + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Embedding-tie removal and offloading/quantization behavior are not the same bug." + "reason": "Video-model import crash and a save_pretrained shard-size question do not share a concrete bug." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Processor loading without torchvision and tokenizer mapping None are different failure modes." + "reason": "These are both warning-related but involve different configs/models and different warning conditions." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Qwen2.5-VL import failure and video-model processor crash are distinct model-loading problems." + "reason": "Missing image patch counting and torch.split return handling are unrelated implementation bugs." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43976", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer decoder type regression is unrelated to the isolated reproduction of another issue." + "reason": "Python-version compatibility and type-checking regression are separate issues." } ] }, @@ -13179,64 +13127,80 @@ "component_index": 2, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42757", "issue:42886", "issue:42907", - "issue:42994", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", "issue:43352", "issue:43381", - "issue:43475", "issue:43502", "issue:43526", + "issue:43531", "issue:43550", "issue:43582", - "issue:43618", - "issue:43756", - "issue:43761", "issue:43824", "issue:43825", - "issue:43867", + "issue:43873", "issue:43901", - "issue:43937", + "issue:43906", "issue:43976", + "issue:43986", "issue:43992", "issue:44038", - "issue:44077", - "issue:44220", - "issue:44230", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", + "issue:44410", "issue:44484", "issue:44485", - "issue:44514", "issue:44655", - "issue:44683", - "issue:44938", - "issue:45216", - "issue:45290", - "issue:45381", + "issue:44704", + "issue:44829", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", "issue:45479", + "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", "issue:43097|issue:43901", "issue:43825|issue:44655", "issue:43992|issue:44484", @@ -13251,287 +13215,531 @@ "issue:43352|issue:43976", "issue:43064|issue:44380", "issue:43208|issue:43526", - "issue:36683|issue:43582", - "issue:44483|issue:44514", - "issue:43012|issue:44683", - "issue:43618|issue:44380", - "issue:42757|issue:43824", - "issue:43618|issue:43761", - "issue:38617|issue:43502", - "issue:44038|issue:44230", - "issue:44483|issue:45290", - "issue:43756|issue:44485", - "issue:43299|issue:43867", - "issue:44483|issue:45381", - "issue:43299|issue:45753", - "issue:43901|issue:44655", - "issue:36683|issue:43475", - "issue:42994|issue:44655", - "issue:43867|issue:45216", - "issue:43352|issue:43937", - "issue:44077|issue:44380", - "issue:36010|issue:42757", - "issue:43066|issue:45381", - "issue:36683|issue:44077", - "issue:44220|issue:44655", - "issue:43976|issue:44938" + "issue:36683|issue:43582" ], - "prepared_review_unit_hash": "fd0e67524222420abf982f743f8d4a9a103830c10ddbbc45e73057dd0957da18", + "prepared_review_unit_hash": "2802e91ac11d376d76adf9647714f5ae122577600d8ac0156803afac886aa3fd", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38790, - "estimated_input_tokens": 9698, - "estimated_eval_tokens": 19652 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct Transformers regressions or feature/compatibility issues that only share broad theme words like v5, loading, saving, or attention. None of the soft edges look like true duplicates.", + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across different models, loaders, tokenizer behavior, and training paths. I do not see a true duplicate group here.", "confidence": 0.93, - "canonical_issue_reason": "issue:44483 is the broadest user-facing v5 regression in the set, but the cluster is too mixed to treat it as a true duplicate canonical.", + "canonical_issue_reason": "No single canonical issue stands out; the items are largely unrelated bugs rather than the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, issue:44483 is the most generic and broadly impactful, though still not a mergeable umbrella for the rest.", + "best_issue_reason": "issue:43097 is the closest representative by visibility and references, but it is still only a broad v5 compatibility complaint, not a duplicate anchor for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs a small testing_utils bug; unrelated code paths." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention 3 training degeneration vs category-count limit error; no shared underlying defect." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/torchvision loading crash vs Gemma 4 processor import failure from mistral_common; different failure sources." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and dependencies; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs GLM-5 RoPE discussion; distinct model implementations." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training bugs: FSDP2/PEFT optimizer state corruption vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 family config/model issues; missing projections is not the same as a dropped vision config field." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports ('layer_type_validation' vs 'HybridCache'); separate compatibility problems." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken constructor error vs TOKENIZER_MAPPING_NAMES returning None; different tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie API removal vs flash_attention sink handling crash; unrelated changes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different symptoms; not the same code-path bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs auto_docstring annotation handling; unrelated failures." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local file access bug vs missing embed_tokens.weight in UMT5Encoder; separate loading issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video model loading without torchvision vs tokenizer mapping None; different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Embedding tie API removal vs quantization offloading behavior; not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL export vs AutoProcessor crash without torchvision; different import/load paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue; no concrete overlap shown." + }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Removed API warning/deprecation vs docs mismatch; same release era, but not the same bug." + "reason": "API removal warning vs TextClassificationPipeline docs mismatch; one is behavior, the other documentation." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Chat template/task support error vs pipeline serialization; different code paths and symptoms." + "reason": "Pipeline task message bug vs inability to save Pipeline objects; different pipeline operations." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing model weight on load vs save_pretrained shard sizing question; unrelated save/load problems." + "reason": "Missing encoder weights on load vs save_pretrained shard-size question; unrelated save/load concerns." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention support limitation vs GPT2 attention scaling being ignored; different attention bugs." + "reason": "FlashAttention 2 support error vs attention-scaling ignored under SDPA/FlashAttention; different attention backend issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different models and root causes." + "reason": "xLSTM training blockers vs Bamba torch.compile+SDPA failure; unrelated models and symptoms." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Precision warning during compile vs actual compile failure under SDPA; not the same defect." + "reason": "PyTorch warning during bf16 compilation vs compile-time failure with SDPA; not the same bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "bfloat16 compile warning vs tie_word_embeddings warning; both warnings, but different code paths." + "reason": "Compilation precision warning vs tie_word_embeddings warning; unrelated warnings." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading failure vs gradient checkpointing in eval mode; unrelated behaviors." + "reason": "Offline cache loading bug vs gradient checkpointing in eval mode; separate behaviors." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Quantized/dequantized save failure vs image-generation infinite loop; different models and failure modes." + "reason": "Saving dequantized models vs Qwen3_5 infinite loop on a specific image; unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model saving vs pipeline object serialization; both saving-related, but not the same bug." + "reason": "Both involve saving, but one is dequantized model save failure and the other is pipeline save_pretrained; different code paths." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend scaling bug vs degenerate single-label classification loss; unrelated subsystems." + "reason": "Attention backend scaling bug vs degenerate zero-loss classification with num_labels=1; unrelated training behavior." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Missing Flash Attention support vs Python version compatibility failure; no shared root cause." + "reason": "Model-specific FlashAttention support issue vs Python version compatibility problem; not the same bug." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer-state corruption vs attention scaling ignored; different training vs inference issues." + "reason": "Optimizer-state corruption in distributed training vs attention scaling ignored under backend swap; different subsystems." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; unrelated components." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; no shared defect." + } + ] + }, + "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": 17, + "review_unit_index": 42, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:43618|issue:44380", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:44483|issue:45381", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380", + "issue:36683|issue:44242", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "890014d64f0bdae68357c2d0596270dfc7e0078b599d1b71ddab98c3730ea37e", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37130, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions: import errors, model-loading/saving bugs, tokenizer/chat-template behavior changes, and a few unrelated model-specific issues. The strongest umbrella issue is the open report about many import errors after upgrading to 5.5.0.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest umbrella: it is open, user-facing, and explicitly groups multiple import failures after upgrading to 5.5.0, which matches the repeated import-regression theme in this cluster best.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is the most general and consolidating report; the others are narrower model- or API-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Gemma3Config attribute missing vs Apple Silicon TypeError in allocator warmup; unrelated errors." + "reason": "Both involve chat-related APIs, but one is an OpenAI-style /v1/chat/completions acceptance issue and the other is a batched apply_chat_template crash. Different code paths." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Chat/completions request rejection vs batched apply_chat_template crash; both v5-facing, but different APIs and code paths." + "reason": "Both mention CLIP and v5 regressions, but one is about attentions in CLIPOutput and the other is about hidden_states in CLIPVisionModel.forward. Not the same bug." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Compile warning vs compiled flex_attention failure on newer torch; different failure severity and cause." + "reason": "A PyTorch precision warning from torch.compile is unrelated to a compiled flex_attention failure on torch>=2.9." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions not assigned vs GPT2 attention scaling ignored; both mention attention, but not the same bug." + "reason": "Different models and failures: CLIPOutput attentions vs GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing huggingface_hub symbol vs missing Transformers export; both import errors, but for different modules/symbols." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Missing attentions output vs hidden_states=None regression; same model family, different output fields and fixes." + "reason": "Both are import errors, but they are for different symbols and packages; no sign of the same missing export or code path." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing internal import vs unexpected network access when local_files_only=True; different offline-related problems." + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated problems." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Loading bug in Qwen3-VL-Moe vs fp8 support request for Qwen3-VL/Qwen3.5 MoE; bug vs feature request." + "reason": "Both reference Qwen3-VL MoE, but one is a loading regression and the other is fp8 support for inference; not the same underlying bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions endpoint rejection vs assistant tool-call template crash; different layers of the chat stack." + "reason": "Different chat surfaces: request validation at /v1/chat/completions versus apply_chat_template crashing on assistant tool-call messages." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Smollm3 RoPE layer drop bug vs GLM-5 RoPE discussion; both RoPE-themed, but not the same issue." + "reason": "Both are model loading failures, but one is Qwen3-VL MoE import/loading breakage and the other is a state_dict sorting error. Different root causes." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Qwen3VL-Moe loading break vs sorted-state_dict load error; both load failures, but different triggers and models." + "reason": "RoPE-layer count in Smollm3 is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request handling vs Qwen2.5-VL video position-ids bug; unrelated failures." + "reason": "One is an API request acceptance problem; the other is Qwen2.5-VL video position IDs being wrong." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL-Moe loading regression vs Qwen3.5 image infinite loop; different model families and symptoms." + "reason": "Qwen3-VL MoE loading breakage and a specific-image infinite loop are different bugs." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mention stale return_all_scores vs pipeline save_pretrained failure; documentation drift is not the same as serialization bug." + "reason": "Documentation mismatch for return_all_scores is unrelated to Pipeline save_pretrained failing." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing Gemma3Config attribute vs missing SAM3 vision encoder attribute; both are attribute errors, but unrelated models." + "reason": "Gemma3Config missing vocab_size and SAM3 output missing fpn_position_embeddings are different model-specific attribute errors." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure vs pipeline object save_pretrained; both save-related, but not the same code path." + "reason": "Quantized model saving failure and pipeline serialization failure are both about saving, but they are not the same issue." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Sorted state_dict load issue vs Qwen3.5 checkpoint regression in save_pretrained; different save/load directions and root causes." + "reason": "Both concern saving/loading checkpoints, but one is a state_dict ordering error and the other is a Qwen3.5 save_pretrained regression." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support limitation vs invalid GenerationConfig for GLM-5; unrelated model-specific problems." + "reason": "FlashAttention2 support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init policy issue vs GPT2 attention scaling bug; no shared underlying defect." + "reason": "patchtsmixer post_init validation and GPT2 attention scaling under backend kernels are different code paths." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; both are import errors, but not the same broken symbol." + "reason": "Both are import errors, but they are for different missing symbols from different modules." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Tokenizer decoder-type regression vs Qwen2.5-VL video position_ids bug; separate v5 regressions." + "reason": "A v5 tokenization_spaces behavior change and an incorrect tokenizer decoder type are distinct tokenizer issues." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config missing vocab_size vs patchtsmixer post_init validation; unrelated model/config issues." + "reason": "Unrelated issues: Gemma3Config attribute error versus patchtsmixer post_init policy change." }, { - "left": "issue:44220", + "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Audio feature extraction bug vs pipeline save_pretrained serialization; different subsystems entirely." + "reason": "base_model_prefix loading breakage is not the same bug as inability to save Pipeline objects." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Different Python compatibility failures (3.9/3.10 vs 3.14); same general theme, but not the same bug." + "reason": "Both are version/platform compatibility reports, but one is Python 3.9/3.10 package compatibility and the other is Python 3.14 loading failure. Different causes." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and DeepseekV3MoE divergence are different model internals, not one bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs: vocab_size on Gemma3Config versus pad_token_id on Llama4Config." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention2 support for Nemotron is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP attentions regression and a Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention kernels, but one is a torch.compile branching divergence and the other is backend-specific attention scaling being ignored." } ] }, @@ -13546,74 +13754,64 @@ "label": "issue", "component_index": 2, "component_count": 17, - "review_unit_index": 42, - "review_unit_count": 45, + "review_unit_index": 43, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:28282", "issue:33453", "issue:36296", "issue:36683", "issue:41669", + "issue:42548", "issue:42890", "issue:43010", "issue:43064", - "issue:43352", + "issue:43065", "issue:43502", - "issue:43525", "issue:43575", "issue:43618", + "issue:43723", "issue:43867", - "issue:43931", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", "issue:44112", - "issue:44188", - "issue:44242", + "issue:44222", "issue:44246", - "issue:44263", + "issue:44351", "issue:44355", "issue:44360", - "issue:44380", + "issue:44387", "issue:44484", - "issue:44492", + "issue:44485", + "issue:44556", + "issue:44749", "issue:44855", - "issue:44857", "issue:44938", "issue:44964", "issue:44977", "issue:45071", - "issue:45216", - "issue:45278", - "issue:45310", + "issue:45125", + "issue:45341", "issue:45357", "issue:45375", "issue:45381", "issue:45440", "issue:45478", "issue:45561", - "issue:45593", + "issue:45588", "issue:45600", "issue:45850" ], "soft_pairs": [ - "issue:44263|issue:45440", - "issue:36683|issue:43525", - "issue:43352|issue:45593", - "issue:43618|issue:45216", - "issue:44188|issue:44380", - "issue:43064|issue:44492", - "issue:36683|issue:44242", - "issue:43352|issue:43931", - "issue:43010|issue:45278", - "issue:43992|issue:45310", "issue:43867|issue:45375", "issue:41669|issue:44246", "issue:44355|issue:44855", @@ -13624,245 +13822,248 @@ "issue:43010|issue:45850", "issue:43992|issue:45478", "issue:43010|issue:43976", - "issue:43618|issue:44077", "issue:44938|issue:45381", + "issue:43618|issue:44077", "issue:44360|issue:45440", "issue:36296|issue:43575", "issue:28282|issue:33453", "issue:43867|issue:44484", "issue:43618|issue:44977", - "issue:43618|issue:44857", + "issue:43618|issue:45588", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", - "issue:43502|issue:44062" + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:42548|issue:44351", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749" ], - "prepared_review_unit_hash": "bb3cde54d810b0b246451ebf927d6007184e572e23877a8d161fc00e13fd247e", + "prepared_review_unit_hash": "8ad98356e6c7c3bb67b608d5a0e48592f04166d6d40389a0c3ab5099965e0de2", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36293, - "estimated_input_tokens": 9074, - "estimated_eval_tokens": 18404 + "soft_pair_count": 31, + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions across different models, backends, and version upgrades. I only see one true soft duplicate pair: the import slowdown issues around `import *` in model imports.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s general regression/import-failure theme, but it is still not a true duplicate of the more specific model- and backend-level bugs.", + "summary": "This cluster is mostly heterogeneous v5-era regression reports. The only strong duplicate-like pair is the import-time slowdown issue around `import *` in model modules; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41669 is the most concrete and actionable report: it identifies a specific root cause (`import *` in models) and a measurable impact (slow import / many files).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative because it is broad, recent, and closest to the common \"latest Transformers broke things\" pattern across the cluster.", + "best_issue_reason": "issue:41669 is the best representative because it clearly states the underlying bug and can anchor the small import-performance subset of this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44263", - "right": "issue:45440", - "accept": false, - "reason": "Both involve MoE-related code, but they are different models and different failure modes (`torch.split` indexing vs implementation divergence)." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing-config-attribute errors, but for different configs and different absent fields; not the same bug." - }, - { - "left": "issue:43352", - "right": "issue:45593", - "accept": false, - "reason": "Completely different subsystems: FlashAttention support gating vs auxiliary loss handling in D-FINE." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "One is an output field regression in CLIP; the other is a save_pretrained checkpoint-key regression for Qwen3.5." - }, - { - "left": "issue:44188", - "right": "issue:44380", - "accept": false, - "reason": "Both touch attention code, but the concrete bugs differ: torch.compile branching divergence vs attention scaling ignored under SDPA/FlashAttention." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "A distributed training optimizer-state bug and a cache-strategy typo are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:44242", - "accept": false, - "reason": "Missing config attribute vs MoE load-balancing loss gating; same broad area, different bug." - }, - { - "left": "issue:43352", - "right": "issue:43931", - "accept": false, - "reason": "Different model families and different loading errors." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "`update()` needing `no_grad` is a specific runtime behavior bug; 45278 is a broad import-error report, not the same issue." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Different models and different from_pretrained failures; no clear shared root cause." - }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict sorting/load error vs missing config field in Qwen3_5MoeVisionConfig; not the same defect." + "reason": "Both concern model/config loading, but one is a state-dict loading error and the other is a missing config field; different bugs." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "These both point to slow `import transformers` behavior, and 41669\u2019s `import *` cleanup is a plausible concrete fix for 44246\u2019s intermittent import slowness." + "reason": "`44246` describes the same symptom as `41669`: importing transformers is intermittently slow, and `41669` identifies the likely cause in model `import *` usage." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors and a Python 3.13 `torch.jit.script` parsing/indentation issue are different import-time failures." + "reason": "Both are import-related, but one is a generic compiled-file/import failure and the other is a Python 3.13 `torch.jit.script` parsing issue; not the same bug." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Unrelated bugs: missing config property vs distributed training state corruption." + "reason": "These are unrelated: a missing config attribute in Gemma3 versus a distributed training optimizer-state bug." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are flaky tests, but one is seed-related and the other is an xdist file race; different causes." + "reason": "Both are test flakiness, but they involve different failure modes and code paths (`set_seed` omissions vs xdist race on captured_info.txt)." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are distinct regressions." + "reason": "One is a Python 3.14 load failure and the other is a `PretrainedConfig` type-checking regression; they do not point to the same underlying defect." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Model loading with sorted state_dict is not the same as incorrect saved visual encoder keys." + "reason": "Different Qwen-related load/save issues: one is sorted-state-dict loading, the other is incorrect visual encoder keys during save." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache/update bug is not the same as a broad complaint that Transformers 5.0 breaks many models." + "reason": "`43010` is a specific no-grad decoration request for cache updates; `45850` is a broad complaint about many broken models after v5." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same general `from_pretrained` wording, but different models and likely different root causes." + "reason": "Both are model-loading failures, but one is a missing encoder weight and the other is a Qwen3.5 MoE `from_pretrained` error; different root causes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "`no_grad` decoration on cache updates has nothing to do with Python-version compatibility." + "reason": "Unrelated problems: cache update decoration versus Python-version compatibility for Transformers 5.1.0." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "An attention output regression and a `patchtsmixer` post_init policy change are unrelated." + "reason": "Both mention version regressions, but one is a Python 3.14 load failure and the other is a Qwen2.5-VL video-position-id bug." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Python 3.14 loading failure vs Qwen2.5-VL video position-id bug; different code paths." + "reason": "Different functionality and failures: missing CLIP attentions output versus an API change around `patchtsmixer` `post_init`." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are different model-level issues." + "reason": "Completely different bugs in different model families: DSA indexer activation versus DeepSeekV3MoE divergence." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training state bug vs TP load OOM; related topic but not the same concrete problem." + "reason": "Both involve tensor parallelism, but one is a training bug and the other is OOM when loading a large model; too different to merge." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import and tokenizer loading regression are unrelated." + "reason": "An environment import error for PyTorch is unrelated to a tokenizer-loading regression." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State-dict loading error vs a question about `max_shard_size`; not the same issue." + "reason": "Model load failure versus a question about the default `max_shard_size`; not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention code, but one is CLIP output fields and the other is a flash-attention crash on `s_aux=None`; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to a model-loading failure for Phi-4-multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing `set_seed` in a model test versus a stale device-override test in GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: a flaky SamHQ test versus stale auto-mapping references to removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is an offline-loading network bug, the other is an `AddedToken` argument conflict in tokenizer construction." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "A no-grad decoration request for cache updates is unrelated to SGD arguments being ignored." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility after upgrading versions are related only broadly; they are not the same concrete bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import issues, but they affect different exported symbols (`PreTrainedModel` vs `HybridCache`) and likely different fixes." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 FlashAttention generation failure are different bugs." + "reason": "A flaky integration test due to seeding is unrelated to a generic bug in `testing_utils.py`." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "CLIP output field regression and an AMP/CUDA loss crash are unrelated." + "reason": "FP8 save/pretrained behavior for MoE is different from a missing tensor-parallel plan on a Qwen3_5 model." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Seed-related test flakiness and a Phi-4 multimodal loading failure are not the same bug." + "reason": "Int4 quantization memory growth and checkpoint reload incompatibility are distinct problems." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "A flaky integration test and a GraniteSpeech CI device-override regression have different causes." + "reason": "Cache update no-grad behavior is unrelated to a dummy `nn.Conv2d` in Sam3PixelDecoder." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Seed-related test flakiness and stale auto_mappings references are unrelated CI failures." + "reason": "Offline loading/network behavior is unrelated to the GLM-5 RoPE implementation discussion." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "`local_files_only=True` still making API calls is unrelated to `AddedToken` argument duplication." + "reason": "Compiled-file/import failures and a Chinese-language report about slowdown after upgrading to 5.3.0 are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The only accepted soft pair, issue:41669 with issue:44246, is plausibly mergeable as a single import-time performance fix. The other pairs are rejected with appropriately specific reasons, and the representative issue choice is defensible without overstating duplicate evidence." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The accepted soft pair (41669/44246) is a plausible duplicate around import-time slowdown, and the rejected pairs are mostly separated by clear differences in failure mode or code path. No PR-pair mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -13874,14 +14075,14 @@ "label": "issue", "component_index": 2, "component_count": 17, - "review_unit_index": 43, - "review_unit_count": 45, + "review_unit_index": 44, + "review_unit_count": 46, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:30333", "issue:30990", @@ -13894,63 +14095,54 @@ "issue:42548", "issue:42757", "issue:42831", - "issue:42890", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43502", "issue:43526", "issue:43576", "issue:43673", - "issue:43723", "issue:43824", "issue:43827", "issue:43874", "issue:43901", - "issue:44075", "issue:44222", "issue:44230", + "issue:44261", + "issue:44273", "issue:44315", - "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44485", "issue:44492", "issue:44556", + "issue:44623", "issue:44655", - "issue:44749", "issue:44908", "issue:44938", "issue:44961", + "issue:45003", "issue:45071", "issue:45125", - "issue:45341", + "issue:45230", + "issue:45362", "issue:45375", "issue:45468", - "issue:45478" + "issue:45478", + "issue:45542", + "issue:45850" ], "soft_pairs": [ - "issue:43723|issue:44556", - "issue:42548|issue:44351", - "issue:43010|issue:44075", - "issue:44387|issue:44556", - "issue:44222|issue:45125", - "issue:42890|issue:45341", - "issue:43010|issue:43065", - "issue:44355|issue:44749", - "issue:43502|issue:44485", - "issue:45125|issue:45478", "issue:30990|issue:31795", "issue:43010|issue:43232", + "issue:45125|issue:45478", "issue:45125|issue:45375", "issue:30333|issue:33453", "issue:43502|issue:44222", "issue:43299|issue:44556", "issue:44315|issue:44360", - "issue:43502|issue:44961", "issue:42831|issue:43874", + "issue:43502|issue:44961", "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:44222|issue:44230", @@ -13959,10 +14151,10 @@ "issue:33453|issue:34689", "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43576|issue:45071", "issue:43576|issue:43824", - "issue:41628|issue:42548", + "issue:43576|issue:45071", "issue:31795|issue:38617", + "issue:41628|issue:42548", "issue:44961|issue:45468", "issue:38617|issue:43576", "issue:43673|issue:44492", @@ -13971,282 +14163,263 @@ "issue:44485|issue:44961", "issue:36296|issue:43901", "issue:41628|issue:44355", - "issue:36296|issue:43526" + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "a3b9149a31929f5810e68e6fed853491a05f05de43134eab493b1646a8d60a95", + "prepared_review_unit_hash": "4f6c672451d8dbc02844d6f4a0b6c237eb57eaa26491446992fd887ad3f3661a", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38441, - "estimated_input_tokens": 9611, - "estimated_eval_tokens": 19478 + "soft_pair_count": 36, + "serialized_chars": 37082, + "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 mostly noisy: many issues share Transformer/v5/loading/import wording but appear to describe different bugs. I only see one soft edge that plausibly points to the same underlying model-loading problem.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43576 is the broadest and most central v5 regression report in the set, with inbound references and cluster-wide similarity to other v5 breakage reports.", + "summary": "Most pairs are clearly different bugs. The only plausible duplicate is the Qwen3.5 MoE loading pair (45125/45478), where one issue describes the underlying missing tensor-parallel plan and the other describes the resulting from_pretrained failure.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45125 is the cleaner, root-cause-oriented report: it names the specific missing _tp_plan problem for Qwen3_5MoeForConditionalGeneration, which can explain the broader loading failure reported elsewhere.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best representative issue because it is the most umbrella-like and high-signal among otherwise mostly unrelated regression reports.", + "best_issue_reason": "issue:45125 is the best representative issue in this set because it is specific, actionable, and tied to a concrete code path rather than a broad symptom or unrelated regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Both are loading failures, but one is tokenizer loading and the other is checkpoint reload after upgrade; different concrete bugs." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different exported symbols and likely different missing re-exports." - }, - { - "left": "issue:43010", - "right": "issue:44075", - "accept": false, - "reason": "Cache update/no_grad and SGD args not used are unrelated code paths and symptoms." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 OOM from reserved memory and checkpoint reload failure are unrelated regression types." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained bug and missing tensor-parallel plan for Qwen3.5 Moe are different problems." - }, - { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Both touch testing, but one is flaky integration tests and the other is a generic testing_utils bug; not the same issue." + "reason": "Different problems: a runtime loading hang vs documentation confusion about forward arguments." }, { "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache update semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors and a data-loading slowdown after upgrade are different issues." - }, - { - "left": "issue:43502", - "right": "issue:44485", + "right": "issue:43232", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Different generation/cache issues: one is about no_grad decoration, the other about sync_gpus and _update_model_kwargs_for_generation." }, { "left": "issue:45125", "right": "issue:45478", "accept": true, - "reason": "Both point to the same Qwen3.5 Moe loading regression around from_pretrained / tensor-parallel support in v5.4.x." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Stuck loading Sentence Transformers and docs confusion for model.forward are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Different generation/cache bugs with different failing code paths." + "reason": "Likely the same Qwen3.5 MoE loading bug: one reports the missing _tp_plan/root cause, the other the resulting from_pretrained failure on newer transformers." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel Qwen3.5 Moe loading and missing deepstack_visual_indexes in vision config are different config issues." + "reason": "Related Qwen3.5 MoE area, but this is about a missing vision config field, not the tensor-parallel loading path." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure and tokenizer-loading regression are unrelated." + "reason": "Different failure modes: MLFlow reporting on training failure vs tokenizer loading regression." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network request suppression and FP8 save_pretrained are different bugs." + "reason": "Different bugs: offline/local_files_only network leakage vs FP8 moe save_pretrained behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL Moe loading regression and checkpoint reload after version upgrade are not the same concrete failure." + "reason": "Both are loading regressions, but they affect different scenarios and model families; too broad to treat as the same bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application and DSA indexer missing ReLU are unrelated." + "reason": "Unrelated: Liger Kernel application during model_init vs a DSA indexer activation/detail issue." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "local_files_only behavior and an unrelated issue titled 'racoon' do not match." + "reason": "Different model-specific numerical/attribute issues in different components." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "FP8 accuracy and missing image-patch count method are different defects." + "reason": "Unrelated: network requests despite local_files_only vs a placeholder/non-descriptive issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training bug are unrelated." + "reason": "Different subsystems and symptoms: MLFlow job status reporting vs tensor parallel training." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file loading failure and PretrainedConfig type-checking regression are different problems." + "reason": "Different code paths: compiled Python file handling vs PretrainedConfig type checking." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are related by theme, but not the same bug or code path." + "reason": "Both mention FP8/moe, but one is about saving pretrained models and the other about inference support." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file errors and Pipeline.save_pretrained failure are separate save/load issues." + "reason": "Different save/load mechanics: compiled Python file errors vs saving Pipeline objects." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated issue titled 'racoon' are not duplicates." + "reason": "Documentation referencing pipeline() vs an unrelated non-specific issue." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 vision model loading breakage are different model families and failures." + "reason": "Both are loading regressions, but the titles point to different concrete failures: tokenizer loading vs Llama 3.2 vision model loading." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import and broken transformers env command are different surface areas." + "reason": "Unrelated: missing huggingface_hub import vs a broken transformers env command." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Different components and symptoms: tokenizer loading regression vs tensor parallel training bug." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:43824", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type checking are different regressions." + "reason": "Different issues: env command breakage vs missing Qwen2_5_VL export." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:45071", "accept": false, - "reason": "Env command breakage and missing Qwen2_5_VLForConditionalGeneration import are different import/CLI problems." + "reason": "Different code paths: env command broken vs PretrainedConfig type-checking regression." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing exports." + "reason": "Documentation issue vs import error for layer_type_validation." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Documentation confusion and missing layer_type_validation import are unrelated." + "reason": "Both are import errors, but they concern different exported symbols and are not clearly the same root cause." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful relation between the two reports." + "reason": "Unrelated: placeholder issue vs Gemma-4 audio positional encoding bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing configuration_utils import and broken env command are unrelated." + "reason": "Different failures: missing configuration_utils symbol vs broken env command." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing cache during chunked_prefill and a typo in cache strategies are different issues." + "reason": "Different cache-related problems: missing GenerationMixin cache in chunked_prefill vs a typo in cache strategies." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are not the same bug." + "reason": "Different problems: env command breakage vs Python 3.14 import/load failure." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated issue titled 'racoon' do not match." + "reason": "Unrelated: scheduler kwargs handling vs placeholder issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and unrelated 'racoon' issue are unrelated." + "reason": "Unrelated: GLM-5 RoPE implementation vs placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are different." + "reason": "Tensor parallel training bug vs documentation mismatch for TextClassificationPipeline." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "AutoImageProcessor import error and compiled-file loading errors are different problems." + "reason": "Different issues: missing AutoImageProcessor export vs compiled Python file errors." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are unrelated." + "reason": "Different problems: tensor parallel training vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "General model crashes under chat vs a broad complaint about v5 breaking too many models; not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Different bugs: missing rms_norm_eps precision discussion vs DSA indexer missing ReLU." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files vs an unspecified bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs a TensorFlow/tensorboard backend initialization issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs: lazy loading vs unsafe sys.modules access in modeling_utils." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is cautious and stays within what the packet supports: issue:43576 does have inbound references and several similarity links, and the soft-edge verdicts are generally conservative given only titles/body metadata. The one accepted Qwen3.5 MoE pair also looks plausibly like the same bug family." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are appropriately conservative. The only accepted duplicate, issue:45125 vs issue:45478, is stated as likely rather than certain, which fits the evidence available from the titles." }, "evaluator_used": true, "retried": false, @@ -14258,33 +14431,36 @@ "label": "issue", "component_index": 2, "component_count": 17, - "review_unit_index": 44, - "review_unit_count": 45, + "review_unit_index": 45, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:31795", "issue:33453", + "issue:34689", + "issue:37428", "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:43874", "issue:43976", "issue:44038", "issue:44077", "issue:44246", - "issue:44261", "issue:44273", "issue:44295", "issue:44297", @@ -14292,16 +14468,15 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:44945", - "issue:45003", "issue:45071", "issue:45092", "issue:45125", @@ -14309,32 +14484,25 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45362", "issue:45468", "issue:45478", - "issue:45542", "issue:45753", "issue:45850" ], "soft_pairs": [ - "issue:45362|issue:45850", - "issue:44261|issue:44360", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44273|issue:45003", "issue:44393|issue:45753", - "issue:44038|issue:45125", "issue:43576|issue:44556", "issue:44393|issue:45071", + "issue:44038|issue:45125", "issue:43525|issue:45850", - "issue:44556|issue:45092", "issue:41669|issue:43673", + "issue:44556|issue:45092", "issue:44492|issue:45850", "issue:43572|issue:45850", "issue:42371|issue:44492", - "issue:45278|issue:45850", "issue:42890|issue:44908", "issue:44704|issue:44908", + "issue:45278|issue:45850", "issue:43408|issue:44315", "issue:44246|issue:44273", "issue:43976|issue:44393", @@ -14342,279 +14510,300 @@ "issue:43576|issue:44908", "issue:44297|issue:45230", "issue:44908|issue:45071", - "issue:41669|issue:44351", "issue:44295|issue:45230", + "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:44492|issue:44945", "issue:43874|issue:45850", "issue:44393|issue:45478", - "issue:44315|issue:44829", "issue:44077|issue:44861", + "issue:44315|issue:44829", "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:41669|issue:44908", "issue:43576|issue:44273", "issue:44655|issue:44861", "issue:44360|issue:45468", + "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:45230|issue:45310" + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704" ], - "prepared_review_unit_hash": "5a09bc777a278c4631ae416d05da6b490fa573962f03290c8840cf9c5f7a155e", + "prepared_review_unit_hash": "4dee5a1f01b1ab8aa54eff347dd3d84a1bc5da98f12b51c7526e1a4e713ff977", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39356, - "estimated_input_tokens": 9839, - "estimated_eval_tokens": 19934 + "soft_pair_count": 45, + "serialized_chars": 40581, + "estimated_input_tokens": 10146, + "estimated_eval_tokens": 20548 }, "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, model-specific config/load failures, and a few docs/perf issues. The items are related by broad similarity, but they do not look like the same underlying bug/change in most cases, so I would not collapse them into duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "If a single issue must represent the cluster, issue:45850 is the broadest umbrella ('Since 5.0 version it breaks too many models'), but it is too generic to be a true duplicate canonical for the narrower bug reports.", + "summary": "This cluster is dominated by broad v5-era regression reports, but the soft-edge pairs mostly point to different model-specific or subsystem-specific bugs rather than true duplicates. No soft-edge pair is a safe merge candidate.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the most representative anchor: it describes a concrete upgrade regression (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d) and fits the cluster\u2019s broad v5 breakage theme better than the more generic complaint issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45850 is the best overall representative because it captures the broad v5 breakage theme that most of the soft-similarity edges are circling around, even though it is not a precise technical duplicate target.", + "best_issue_reason": "issue:45278 is the best single issue to keep as the cluster representative because it is specific enough to be actionable while still covering the common version-regression theme seen across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Generic v5 breakage meta-report vs a specific Qwen3.5 chat crash; different failure modes." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "Unrelated models and symptoms; MLA config precision issue vs DSA indexer/ReLU discussion." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "One is a concrete save_pretrained missing-files bug; the other is a placeholder generic report." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy-loading problem vs tensorboard/TF backend error; not the same code-path." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Both touch import/loading behavior, but one is lazy loading and the other is sys.modules access; too different." - }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is bbox hallucination/output error and the other is an infinite loop on a specific image." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Model compatibility issue vs missing tensor-parallel plan; different concrete bugs." + "reason": "Same model family, but different failures: 2D bbox hallucination/error vs an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI/env command breakage vs checkpoint reload incompatibility after upgrade." + "reason": "Both are v5-related breakages, but one is the `transformers env` CLI and the other is checkpoint reload compatibility; different code paths." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Vision-model output bug vs PretrainedConfig type-checking regression." + "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are unrelated issues." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Specific Llama4 config attribute error is not the same as a broad v5 breakage complaint." + "reason": "Both involve Qwen3-VL/MoE naming, but one is a from_pretrained failure and the other is a missing tensor-parallel plan; not the same bug." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Both are v5 upgrade/load regressions, but they describe different model/loading paths and are not clearly the same bug." + "reason": "A missing `pad_token_id` attribute in Llama4Config is a specific config bug, not the generic \u201cmany models break\u201d complaint." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance regression vs missing GenerationMixin cache during chunked prefill; unrelated." + "reason": "Import-star cleanup/performance and missing GenerationMixin cache during chunked prefill are different underlying problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint-loading regressions after v5, but one is general reload failure and the other is InternVL2 remote-code/meta-init incompatibility; not clearly the same defect." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Typo in cache strategy docs/labels is not a v5 model-breakage duplicate." + "reason": "A cache-strategy typo is not the same as a broad v5 breakage report." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token field regression is model-specific, not the broad meta issue." + "reason": "StableLmConfig missing `pad_token_idx` is a specific attribute regression, not the generic v5 complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings API change vs cache-strategy typo; no shared underlying bug." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Both mention many v5 breakages, but one is a broad import-error report and the other a generic complaint; not the same concrete issue." + "reason": "TF32 API guidance and a cache-strategy typo do not describe the same issue." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing seeds vs scheduler kwargs ignored; unrelated." + "reason": "A flaky integration test due to missing seeds is unrelated to an inverse_sqrt scheduler kwargs bug." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding bug vs learning-rate scheduler kwargs bug; different subsystems." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are separate code paths." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression reports, but one is about import errors after upgrade and the other is a vague general complaint; too imprecise to treat as duplicates." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning vs Liger Kernel/model_init behavior; no common bug." + "reason": "A model-type mismatch warning and Liger Kernel application with `model_init` are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowdown and lazy-loading behavior may be related broadly, but these are not the same specific defect." + "reason": "Import slowness and lazy-loading malfunction are related in theme, but not clearly the same concrete bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility issue vs Qwen3-VL output problem; unrelated." + "reason": "Python-version compatibility and Qwen3-VL bounding-box output errors are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash-Attention-2 support gap vs vision output bug; different code paths." + "reason": "Flash Attention 2 support for NemotronH and Qwen3-VL hallucination are different model bugs." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI/env command vs scheduler kwargs; no match." + "reason": "CLI env behavior and scheduler-kwargs forwarding do not share an underlying bug." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs generic bug report; not duplicate." + "reason": "Tokenizer save metadata mismatch is a specific serialization bug, while the other item is too vague to establish sameness." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Import-performance cleanup issue vs missing exported symbol import error; different problems." + "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type checking." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access bug is unrelated to the generic report." + "reason": "position_ids buffer handling and an unspecific bug report are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/perf and a missing `HybridCache` import are different import-related problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance cleanup and a testing_utils typo/bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are different bugs." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Missing image-patch helper in GLM46V is model-specific, not a broad v5 regression duplicate." + "reason": "A missing image-patch helper in GLM46V is a specific multimodal bug, not a general v5 breakage report." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different issue titles and symptoms; one is 2D bbox behavior, the other is a from_pretrained error." + "reason": "Same model family and same broad area, but one is bbox output behavior and the other is a from_pretrained error; not the same defect." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Training hook/model_init behavior vs flash_attention_3 degeneracy; unrelated." + "reason": "Optional post_init enforcement and `_get_tied_weight_keys` crashing on a list are distinct code issues." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "post_init allowance issue vs tied-weights key handling crash; different concrete bugs." + "reason": "Liger Kernel application and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation still referencing removed pipeline APIs vs scheduler kwargs bug." + "reason": "Docs still referencing pipeline() and a scheduler kwargs bug are not duplicates." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression; not the same defect." + "reason": "Documentation confusion about forward args and tokenizer-loading regression are unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import cleanup/perf issue vs scheduler configuration bug; unrelated." + "reason": "Import-star cleanup/performance and inverse_sqrt scheduler kwargs are different issues." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Broken env command vs lazy-loading issue; different surface area." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Pipeline save_pretrained failure vs tied-weights crash; unrelated." + "reason": "A generic bug report cannot be safely merged with a specific Qwen3.5-Moe from_pretrained error report." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Completely different model discussions; no shared underlying bug." + "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45341", + "accept": false, + "reason": "The generic placeholder report does not establish the same bug as the testing_utils issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior vs inverse_sqrt scheduler kwargs; no overlap." + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are different subsystems." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and different failure modes; not duplicates." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; not duplicate." + "reason": "TF32 API behavior and a Qwen3ForCausalLM VRAM leak are unrelated." } ] }, @@ -14629,25 +14818,21 @@ "label": "issue", "component_index": 2, "component_count": 17, - "review_unit_index": 45, - "review_unit_count": 45, + "review_unit_index": 46, + "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-393", + "cluster_id": "cluster-15354-395", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:37428", "issue:38617", - "issue:41669", - "issue:42371", "issue:42913", "issue:43066", "issue:43298", @@ -14661,14 +14846,11 @@ "issue:44230", "issue:44261", "issue:44263", - "issue:44315", - "issue:44485", "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", - "issue:45092", "issue:45290", "issue:45310", "issue:45341", @@ -14676,21 +14858,13 @@ "issue:45850" ], "soft_pairs": [ - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31795|issue:37428", - "issue:44315|issue:45092", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:42371|issue:43704", "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", "issue:43606|issue:45468", "issue:44261|issue:45468", + "issue:43704|issue:45341", "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44861|issue:45290", @@ -14709,220 +14883,178 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "75ca6793cc7dda85c4a1e6508ae64e3b246bbe67ba4710ef100095007ad1a05d", + "prepared_review_unit_hash": "632739abd6585a0ccaac3950f0f02e9286b3097ae735c00587335086f05cd8fe", "component_budget": { - "node_count": 393, - "item_count": 393, - "soft_pair_count": 1479, - "serialized_chars": 761590, - "estimated_input_tokens": 190398, - "estimated_eval_tokens": 381052 + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 }, "budget": { - "node_count": 36, - "item_count": 36, - "soft_pair_count": 32, - "serialized_chars": 29795, - "estimated_input_tokens": 7449, - "estimated_eval_tokens": 15154 + "node_count": 29, + "item_count": 29, + "soft_pair_count": 24, + "serialized_chars": 23391, + "estimated_input_tokens": 5848, + "estimated_eval_tokens": 11952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy; the soft-similarity pairs do not look like true duplicates once the concrete bugs are compared. The dominant loose theme is Transformers v5/model-loading/tokenizer regression complaints, but the individual reports target different code paths.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45850 is the broadest umbrella item in the set and best matches the cluster\u2019s loose theme of many v5 breakages across models/loading paths.", + "summary": "The cluster is mostly noisy and spans unrelated bugs across loading, tokenizers, configs, processors, and assorted regressions. The only somewhat coherent theme is a small tokenizer/v5 regression subgroup, but none of the proposed soft pairs are safe duplicate merges.", + "confidence": 0.37, + "canonical_issue_reason": "issue:42913 is the clearest broad regression report in the tokenizer/v5 subgroup and is more representative than the more specific follow-up-style reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the strongest concrete representative of the shared regression class: a specific Transformers v5 meta-initialization incompatibility affecting model loading.", + "best_issue_reason": "42913 is the best single representative issue for the only coherent mini-theme in this noisy cluster; the rest are too heterogeneous to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Different model components and failures: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Unrelated subsystems: processor timestamp math vs scheduler keyword handling." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-time package cleanup/performance issue vs a runtime VRAM leak in Qwen3ForCausalLM." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation ambiguity vs a concrete model-loading regression." - }, - { - "left": "issue:31795", - "right": "issue:37428", - "accept": false, - "reason": "Different problems: docs clarification vs missing flash-attention import." - }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Both mention model initialization, but one is about Liger Kernel application in training setup and the other is a remote-code checkpoint/meta-init incompatibility." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "Different model families and different math paths." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 settings guidance is unrelated to VRAM leakage." - }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local file/network access bug vs processor timestamp calculation." + "reason": "Different bugs: unwanted remote API calls with local_files_only versus a Qwen3VL timestamp calculation error." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug is unrelated to save_pretrained missing files." + "reason": "Different code paths: timestamp computation in a processor versus missing files from processor.save_pretrained()." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different code paths: Qwen3VL processor math vs Qwen3ForCausalLM memory behavior." + "reason": "Unrelated symptoms: processor timestamp math versus VRAM leak in Qwen3ForCausalLM multithreaded use." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling is unrelated to Gemma-4 audio positional encoding." + "reason": "Different models and failures: torch.split return handling in GlmMoeDsaIndexer versus Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a different failure mode than audio positional encoding." + "reason": "Different bug classes: CPU offload device mismatch in bark-small CI versus Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Config eps propagation in MLA differs from Gemma-4 audio positional encoding." + "reason": "Related only at a very high level; these are distinct model-specific precision/config issues." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "Different bugs and subsystems: VRAM leak under multithreaded dataloaders versus a testing_utils issue." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer changes in v5, but one is broad behavior regression and the other is a specific decoder-type bug; not enough to treat as the same underlying issue." + "reason": "Both are tokenizer/v5 regressions, but the descriptions point to different concrete failures and there's not enough evidence they are the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated unemployment placeholder issue." + "reason": "No duplicate relationship: inverse_sqrt scheduler kwargs bug versus an unrelated issue titled 'Unemployment'." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling crash and chat-template/tool-call crash are different APIs and root causes." + "reason": "Different failures: tied-weights key handling versus apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategy text is unrelated to the placeholder unemployment issue." + "reason": "A typo in cache strategy naming is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder/non-technical issue is not the same as a broad Transformers v5 regression report." + "reason": "'Unemployment' is not the same underlying bug as a broad '5.0 breaks too many models' report." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attention assignment regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions assignment regression is unrelated to the generic 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No shared bug: 'Unemployment' versus a small testing_utils bug." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing config field in Llama4Config is unrelated to tied-weight key crash." + "reason": "Different root causes: missing pad_token_id on Llama4Config versus AttributeError from _tied_weights_keys being a list." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + "reason": "Different config issues: StableLm pad_token_idx regression versus tied-weights key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading is a performance issue, not an import error for a missing symbol." + "reason": "Checkpoint loading speed is unrelated to the layer_type_validation import error." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request is unrelated to processor.save_pretrained file emission." + "reason": "FP8 inference support for qwen3-vl/qwen3.5 moe is unrelated to missing save_pretrained files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading speed." + "reason": "MLflow training-job reporting failure and slow from_pretrained checkpoint loading are different issues." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading speed issue vs tensor-parallel training bug." + "reason": "Slow checkpoint loading is not the same bug as tensor-parallel training failure." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Performance loading issue vs documentation confusion." + "reason": "Checkpoint loading performance and confusing forward docs are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request is not the same as a v5 from_pretrained loading error." + "reason": "Both mention Qwen3.5/MoE-style regressions, but one is FP8 inference support and the other is a from_pretrained error; not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness is distinct from tokenizer loading regression." + "reason": "Slow checkpoint loading and tokenizer loading regression are different failure modes." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and fp8 inference support are different feature gaps." + "reason": "Continuous batching support for audio models is a different feature gap than FP8 qwen3-vl/qwen3.5 inference support." } ] }, @@ -14941,8 +15073,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -14952,12 +15084,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "21e3a71f0c0bd65c709cadf9728c56b6bb17e51d6de26c8457dde6dc6c8133d6", + "prepared_review_unit_hash": "cbe7c5ce88ed257c8cd416fe06597acfed64b53c3af7112b126b31f8fb6d4521", "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 }, @@ -14965,7 +15097,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14974,18 +15106,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different community feature requests in the same general area (model/runtime support) but for unrelated backends: Flash Attention 2 vs GGUF. They should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #26350 is the more central representative of this cluster because it has substantially higher discussion activity and is the older, broader feature request.", + "summary": "These two issues are not duplicates: one requests Flash Attention 2 support for more architectures, while the other requests GGUF support for more architectures. They concern different features and different code paths, so the soft match should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "If a single representative is needed, issue 26350 is the better canonical issue because it is older and has substantially more discussion activity; however, it is not the same request as 33260.", "canonical_pr_reason": null, - "best_issue_reason": "#26350 is the best issue representative here because it has the most engagement and the topic is a concrete support-extension request, but it is not a duplicate of #33260.", + "best_issue_reason": "Issue 26350 is the stronger overall cluster representative due to higher engagement and earlier creation, but it should not be treated as a duplicate of issue 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying changes: Flash Attention 2 support and GGUF support are separate architecture/backend requests with different code paths and implementation goals." + "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF architecture support. They do not describe the same underlying bug or change." } ] }, @@ -15004,8 +15136,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -15022,12 +15154,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "ec7a7fe249462e7a0f339892d8b7cf27e3df5c7231b6e7b35397688de8e12f27", + "prepared_review_unit_hash": "921fa6141fa1fc1bee104dc3719f77fe2fafd3847e490b6a8140cdb637ec39f9", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15035,7 +15167,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15044,48 +15176,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues all use the same documentation-translation template, but they refer to different languages, so they are not the same underlying task/bug. The Turkish issue is the only concrete one; the others look like placeholder or separate language requests.", - "confidence": 0.9, - "canonical_issue_reason": "issue:27088 is the only concrete, language-specific request ([i18n-TR] Turkish). The others are generic placeholders for different languages, so they should not be merged as duplicates of the Turkish task.", + "summary": "All four items are the same issue template family for translating docs, but they do not appear to be the same underlying translation request. One is concrete (Turkish); the others are placeholder/template variants that likely correspond to different language tasks. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:27088 is the only concrete request with an actual language code/title ([i18n-TR] Translating docs to Turkish); the others are generic placeholder titles and are less informative as a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the best representative because it is specific and actionable, unlike the placeholder/template issues.", + "best_issue_reason": "issue:27088 is the best representative because it identifies a specific target language and looks like a real actionable translation request rather than a template stub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation template, but not the same underlying request: Turkish vs another language placeholder." + "reason": "Same translation-template family, but no evidence they target the same language or change; likely separate doc-translation requests." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Same template wording, but they represent different languages and therefore different tasks." + "reason": "The concrete Turkish request is not the same underlying issue as a generic placeholder translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Both are docs-translation requests, but the language target differs, so they are not duplicates." + "reason": "These look like different language-specific translation issues, not duplicates of one concrete bug/change." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Generic language placeholders; no evidence they refer to the same specific language or work item." + "reason": "Both are placeholder translation issues, but there is no sign they refer to the same language or work item." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template-matched requests only; different language placeholders, so not the same issue." + "reason": "Highly similar template text alone is insufficient; they likely represent separate localization tasks." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder translation issues, but for different languages, so they should remain separate." + "reason": "Same generic i18n template, but not enough evidence of the same underlying request." } ] }, @@ -15104,8 +15236,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-15", "nodes": [ @@ -15162,232 +15294,250 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "e673687f895e0935c0f9afcf686ae3d52b17c7b25d21532482a32d08c4a52732", + "prepared_review_unit_hash": "5d2932690eeecec36024c072820e4442488e6d417b33c4e8a000b2cd16f7f0a7", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20706, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20706, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: the items are all separate model-request issues spanning different models, modalities, and architectures. The high soft similarity is driven by templated wording, not the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are thematically similar model-request issues, but they describe distinct models, modalities, and code paths. No pair looks like a true duplicate; the cluster is better treated as related requests rather than one underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out because each issue targets a different model or architecture request. If forced to pick the broadest umbrella, issue:42738 is the most general, but it does not actually subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42738 is the broadest and most umbrella-like topic in the set ('BERT-like models with RoPE'), so it is the closest thing to a representative issue, though still not a true duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests (EuroBert config vs DEIMv2 support); same request template only." + "reason": "EuroBert and DEIMv2 are different model requests with different architectures and scopes." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated model additions." + "reason": "EuroBert model config request and Qwen3-TTS support are unrelated model families and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are different models and changes." + "reason": "EuroBert and RF-DETR are different models; no shared underlying bug/change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model requests." + "reason": "RF-DETR and DEIMv2 are separate model additions, not the same request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are unrelated models/modalities." + "reason": "RF-DETR is a detection model, while LFM2.5 Audio 1.5B is an audio model; different code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are different underlying changes." + "reason": "RF-DETR and the weight-sparse transformer request concern different architectures." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model additions." + "reason": "RF-DETR and Qwen3-ASR are distinct model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + "reason": "RF-DETR and Qwen3-TTS are different modalities and implementations." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated models and not the same underlying change." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are different model families." + "reason": "NeoBERT support and the OpenAI weight-sparse transformer request target different architectures." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated additions." + "reason": "NeoBERT is a text model request; LFM2.5 Audio 1.5B is an audio model request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models and code paths." + "reason": "RF-DETR and NeoBERT are separate model requests with no concrete overlap." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions." + "reason": "NeoBERT and ModernVBERT are different model additions, not duplicates." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated requests." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model/task requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture support and the sparse transformer request are different changes." + "reason": "MiniCPM3 and the weight-sparse transformer request are distinct architecture additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "MiniCPM3 and ModernVBERT are different models; similarity is only thematic." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support and Voxtral TTS are unrelated models." + "reason": "MiniCPM3 and Voxtral TTS are separate model requests for different modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model additions." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model requests." + "reason": "ModernVBERT models and Qwen3-ASR are different models/tasks, not the same bug/change." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different models/tasks." + "reason": "ModernVBERT and Qwen3-TTS are separate requests with different code paths." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are not the same change." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely; they are not the same concrete request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Generic RoPE support for BERT-like models and Voxtral TTS are unrelated." + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated model families and tasks." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by name but are distinct modalities and requests." + "reason": "Qwen3-TTS and Qwen3-ASR are related by prefix but are different tasks and implementations." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; not one code-path fix." + "reason": "Qwen3-TTS support and LFM2.5 Audio 1.5B support are different audio-model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated changes." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request are different underlying changes." + "reason": "Qwen3-TTS and Voxtral TTS are both audio/text models, but they are different model-specific additions." }, { "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests with different code paths." + }, + { + "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model additions." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model support requests." }, { "left": "issue:43837", - "right": "issue:44205", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and SAM3-LiteText are unrelated models." + "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same underlying change." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "Sparse transformer support and EUPE are different model requests." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model tasks." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate model additions." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and modalities." + }, + { + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are different model families." + "reason": "OpenAI weight-sparse transformer and EUPE are distinct architecture requests, not one fix." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different models and modalities." + "reason": "Qwen3-ASR and Voxtral TTS are different model support tasks." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated requests." }, { "left": "issue:43837", @@ -15412,8 +15562,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -15434,82 +15584,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "90fda2da84ff3715f67316d45749179f936f3ac170881cc4e0ad93361a1b1414", + "prepared_review_unit_hash": "a7f91a21d26aa513f6025d4bdd36f8b8dc0a18ffd65192495c666dd321fca80a", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6287, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6287, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues only share superficial \u201csmall bug in model/config handling\u201d similarity; they describe different models, parameters, and failure modes, so none of the soft links look like true duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43668 is the most broadly representative of the cluster\u2019s loose theme (a concrete API/config correctness bug), but the set is still too heterogeneous to justify a stronger canonical duplicate grouping.", + "summary": "These issues are not duplicates; they span unrelated models, config typing, tokenizer warnings, and a loss-argument bug. The soft-similarity links are superficial.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate exists here. If one issue must represent the cluster, issue 43240 is the most concrete code-path bug report; the others are unrelated and should not be merged into it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43668 is the clearest, most self-contained problem statement and the most central by similarity, even though it should not absorb the others as duplicates.", + "best_issue_reason": "Issue 43240 is the strongest standalone issue: it describes a specific runtime bug with clear behavior and likely actionable fix. The rest are narrower API/typo/reporting issues or unrelated model problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different models and different bugs: Llama4TextL2Norm vs ModernBERTConfig type hint; only generic norm-related wording overlaps." + "reason": "Different components and bug types: Llama4 normalization behavior vs ModernBERT config type hint. No shared code-path problem." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is Mask2Former ignore_value not being used; the other is kwargs not forwarded to a loss function. Same broad area, different code paths." + "reason": "Mask2Former ignore_value handling and loss kwargs propagation are distinct bugs in different call sites." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warning behavior." + "reason": "Mask2Former target handling bug vs tokenizer regex warning regression; unrelated subsystems and symptoms." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different subsystems and failure modes; a typo in one quantization attribute is not the same as an unused ignore_value setting." + "reason": "Model loss/ignore_value issue is unrelated to a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Both are parameter-related bugs, but they affect different models and different code paths; not the same underlying issue." + "reason": "Unrelated: training target usage in Mask2Former versus a ModernBERT config annotation mistake." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Forwarding kwargs to loss calculation is unrelated to ModernBERTConfig norm_eps typing." + "reason": "Loss-function kwargs forwarding bug is not the same as an incorrect type hint in config." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint in a model config and tokenizer regex warnings are unrelated problems." + "reason": "Config type-hint problem and tokenizer regex warning regression are different issues with no common fix." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type-hint typo is not the same bug as a quantization attribute typo." + "reason": "These are separate small correctness issues in different modules: config typing vs typo in quantization attribute." } ] }, @@ -15528,8 +15678,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -15539,12 +15689,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "d7537a911c297ab83e9b32b938ff362639e2ad3647a9d572e95c93d8a308a23c", + "prepared_review_unit_hash": "8a36da8cebcc0bf116ddb625130b95e98b4c052502b87012b2e5fdc2e07d8794", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15552,7 +15702,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15561,18 +15711,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about block decoding mechanics, the other is a request for DeepSeek v3.2 support. They refer to different user problems and different likely code paths.", + "summary": "The two issues are about different topics: one requests block decoding, the other asks for DeepSeek v3.2 support. They are not duplicates or the same underlying bug/change.", "confidence": 0.97, - "canonical_issue_reason": "If a representative must be chosen, issue #41084 is the more concrete technical issue; #43037 is a broad model-support request and does not overlap in substance.", + "canonical_issue_reason": "No canonical issue: the issues describe unrelated requests, so there is no single shared problem to canonicalize.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41084 is the better cluster representative because it describes a specific decoding feature/problem rather than a generic support request.", + "best_issue_reason": "Issue 43037 is the more specific and actionable request; issue 41084 is too terse to serve as a representative cluster issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and problem domains: block decoding vs DeepSeek v3.2 support. No evidence they describe the same underlying bug or change." + "reason": "Different feature requests with no shared underlying bug or implementation change." } ] }, @@ -15591,8 +15741,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -15602,12 +15752,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "0fb68af1bb2a9b173c9617c778fa1891a4e9cfa52804cd03f448444d66eff91f", + "prepared_review_unit_hash": "22d8a8696d915764b5bdac159d95ff6699880673bc066a0ebe2ad72a9311d10d", "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 }, @@ -15615,7 +15765,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15624,18 +15774,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer custom behavior, but they describe different problems: one is about `remove_unused_column` configurability, the other is about FLOPS estimation for custom trainers. They are not the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits well here because the two issues target different code paths and user problems.", + "summary": "These issues are related to Trainer extensibility/custom trainer behavior, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers.", + "confidence": 0.88, + "canonical_issue_reason": "No strong canonical issue: the titles point to separate Trainer edge cases rather than the same bug or feature request.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a true duplicate; if forced to pick a representative, `Revisit remove_unused_column in Trainer for better customizability` is the clearer broader Trainer customization request.", + "best_issue_reason": "If forced to pick one representative issue, #43598 is the broader Trainer customizability request and is slightly more central to the cluster theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one concerns unused-column handling and the other concerns FLOPS estimation. Different behavior, different fix." + "reason": "They share the general area of custom trainers, but the underlying concerns differ: column-removal customizability vs FLOPS estimation logic. They do not look like the same bug/change." } ] }, @@ -15654,8 +15804,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -15665,7 +15815,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "40e0d97fb77b8a0b2489c3aa8f9267e07315879f51947c1e7d0b79ad531e428d", + "prepared_review_unit_hash": "e8c5eff11a70e1a75a7b86da489d2cd6fdf6db00a13050791bd9e90b074e3b0f", "component_budget": { "node_count": 2, "item_count": 2, @@ -15687,18 +15837,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high model-family level, but they request different capabilities for different Qwen variants: one is about registering Qwen3-Omni with generic auto classes, the other is about adding sequence classification support for Qwen3.5. Not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43684 is the broader and more central request: it targets AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, which is a foundational compatibility change.", + "summary": "The two issues are related to Qwen/Qwen3.x support, but they request different changes: one is broad model registration for Qwen3-Omni, the other is a specific AutoModelForSequenceClassification mapping for Qwen3.5. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43684 is the broader, more foundational request about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, so it is the better canonical issue among the two.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better canonical issue because it describes a general registration gap rather than a narrower task-specific head support request.", + "best_issue_reason": "Issue 43684 is the best representative issue because it targets core model registration rather than a narrower task-head support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: model registration for Qwen3-Omni auto classes versus sequence classification support for Qwen3.5. They concern different model variants and different code paths, so they should not be merged as duplicates." + "reason": "Different underlying change requests: model registration for Qwen3-Omni vs adding sequence-classification support for Qwen3.5. They touch related model families but not the same code-path or fix." } ] }, @@ -15717,8 +15867,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -15735,80 +15885,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "15efe102201ef0e23434d739dcf5af12fba357aecb051706e79084645039133c", + "prepared_review_unit_hash": "c25569be07e74ba8b6bb021c7237314e3b285e0bcd1828193b7280890080084e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three closed issues share the exact title \"huggingface \" and look like duplicates; issue #43835 titled \"Fett\" appears unrelated. I would keep the earliest huggingface report as the canonical issue.", - "confidence": 0.84, - "canonical_issue_reason": "Issue #43845 is the earliest of the three near-identical \"huggingface \" reports, so it is the best canonical issue among the likely duplicates.", + "summary": "These are ultra-low-information issue reports. Three issues share the exact title \"huggingface \" and were opened close together, but there is no body detail or target to confirm they describe the same underlying problem; the \"Fett\" issue looks unrelated from the title alone.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the earliest of the three identical-title \"huggingface \" reports, so it is the best placeholder representative if this cluster is treated as duplicate-like.", "canonical_pr_reason": null, - "best_issue_reason": "No richer issue content is available, but #43845 is the earliest clearly matching report and is the best single issue to retain for the duplicate cluster.", + "best_issue_reason": "43845 is the strongest cluster anchor because it is earliest and shares the exact title with 43846 and 43859; 43835 is title-distinct.", "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; only weak similarity." + "reason": "Titles are unrelated and there is no body evidence of the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared target or file evidence; likely unrelated." + "reason": "Titles are unrelated and there is no body evidence of the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" does not match the \"huggingface\" reports and there is no substantive overlap." + "reason": "Titles are unrelated and there is no body evidence of the same bug." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same exact title and similar minimal metadata; these look like duplicate reports of the same issue." + "accept": false, + "reason": "Exact title match is not enough here; the bodies provide no concrete shared bug description." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and same apparent topic; likely another duplicate report." + "accept": false, + "reason": "Exact title match is not enough here; the bodies provide no concrete shared bug description." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and no distinguishing evidence; likely the same underlying issue." + "accept": false, + "reason": "Exact title match is not enough here; the bodies provide no concrete shared bug description." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: #43845, #43846, and #43859 share the exact title \"huggingface \" and are the only plausible duplicate cluster, while #43835 has a different title and no evidence tying it in. The canonical choice of #43845 is conservative because it is simply the earliest of the matching trio. The pairwise verdicts are also suitably cautious, relying only on identical titles and the absence of distinguishing evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15820,8 +15967,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -15842,88 +15989,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "13c6327423b956499c64887bbae323eec5630302f837b284486869ae99214b03", + "prepared_review_unit_hash": "72422d0dfcd5a7bd0a6fb871df5a1eebee266a336dff48d0f45435a112932c16", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5779, - "estimated_input_tokens": 1445, - "estimated_eval_tokens": 3146 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5779, - "estimated_input_tokens": 1445, - "estimated_eval_tokens": 3146 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like unrelated low-information issue noise/spam, not true duplicates. There isn\u2019t enough substance to merge any pair as the same underlying bug or request.", - "confidence": 0.58, - "canonical_issue_reason": "issue:44418 is the only item with a non-placeholder title, so it is the most usable anchor if one must be chosen; the others are generic spam-like placeholders.", + "summary": "This cluster looks like unrelated low-signal spam/placeholder issues rather than duplicates of one concrete bug. There is no substantive shared problem statement to consolidate.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists here; the tickets are mostly spam/placeholder titles with no usable body or explicit linkage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the most descriptive issue in an otherwise content-poor cluster, but it should still be treated cautiously because the cluster does not show a shared concrete problem.", + "best_issue_reason": "None of the issues provides enough concrete detail to serve as a reliable representative for a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder-style title, but no body/context to show a shared underlying bug or change." + "reason": "Both are placeholder spam titles, but there is no concrete bug report or shared underlying problem to confirm duplication." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like titles are not enough to establish the same issue; no concrete evidence ties them together." + "reason": "Identical spam-style titles are not enough to establish the same underlying issue without any real description." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a placeholder/spam-like issue and the other is a generic documentation suggestion; no clear shared problem." + "reason": "One is spam and the other is a generic documentation suggestion; these do not describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different titles and no supporting details; cannot treat them as the same issue." + "reason": "The titles are unrelated and there is no evidence they refer to the same bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus placeholder spam; no evidence of the same underlying topic." + "reason": "A documentation enhancement request is not the same as a spam placeholder ticket." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus placeholder spam; too little information to merge." + "reason": "Generic documentation feedback and spam placeholder content are different underlying reports." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Same placeholder title, but identical titles alone are insufficient without any issue content showing the same bug/request." + "reason": "Although the titles match, the items contain no substantive details to verify they are the same real issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared concrete subject matter is visible; the titles do not indicate the same underlying issue." + "reason": "Spam placeholder and quoted-name title are unrelated; no shared bug or change is visible." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap beyond being closed issues; not enough to call them duplicates." + "reason": "No evidence indicates these refer to the same underlying problem; the titles are unrelated." } ] }, @@ -15942,8 +16089,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -15953,7 +16100,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "9eb1b482dc991bc2be0dc9c26039713098674912f853eefdefe756a6dd20ee80", + "prepared_review_unit_hash": "732ca3ee77261dedce8b543dfbcbb8419e71792c55d92cbb9fba873b027ecddd", "component_budget": { "node_count": 2, "item_count": 2, @@ -15975,28 +16122,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is only weakly similar: same title and comparable body length, but no direct body comparison or other hard signals. With deterministic_accept=false, this should be treated conservatively as a non-duplicate soft match rather than an accepted duplicate.", - "confidence": 0.87, - "canonical_issue_reason": null, + "summary": "These two closed issues have identical titles and very similar body lengths, with no explicit links or targets, so they look like likely duplicates even though the packet does not show the full report bodies. issue:45145 is the better canonical issue because it was created first and has the only inbound reference.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45145 is the earliest of the likely duplicate pair and has the only inbound reference, so it is the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best single representative if one must be chosen: it is earlier and has the only inbound reference, but this does not by itself justify merging the pair as duplicates.", + "best_issue_reason": "issue:45145 is the best overall issue candidate because it appears to be the earlier instance of the likely duplicate report and has slightly stronger inbound evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Identical title alone plus soft similarity is not enough here; there is no body-level comparison, target, filename, or other deterministic evidence that these are the same underlying issue." + "accept": true, + "reason": "Identical titles plus closely similar body lengths make these look like the same underlying issue, but the evidence is limited because the packet does not expose the bodies or any explicit links/targets." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate call is too strong for the packet. The evidence only supports soft similarity: identical title and similar body length, but no direct body comparison, links, targets, filenames, or deterministic accept signal. The summary also overstates by saying the bodies are likely the same and that there are no distinguishing signals. Canonicalization to #45145 is fine only if the pair itself is accepted, but here the soft-edge verdict should remain conservative." + "feedback": "The duplicate call is a bit too strong for the packet: we only know the titles are identical, body lengths are close, and there are no explicit links/targets. The packet does not show the report bodies, so saying they are the \"exact same report\" or that the content is \"essentially the same\" overstates the evidence. The canonical choice of the earlier issue is grounded, but the soft-edge verdict and summary should be phrased more conservatively." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16062,8 +16209,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -16073,7 +16220,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "8bb320c344d835e1306d73607cde92e67523e8eff5967b31517c17f3b666f9a0", + "prepared_review_unit_hash": "8a94fa9346501088f3aebf95adb27b196dac52057554c27f7307135f4f8da59e", "component_budget": { "node_count": 2, "item_count": 2, @@ -16095,18 +16242,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module uint8 dtype TypeError from `torch.finfo()`, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying issue.", + "summary": "The two issues are both 4-bit inference bugs, but they describe different failure modes and likely different root causes: one is a Gemma4/audio-module torch.finfo TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They should not be deduplicated.", "confidence": 0.96, - "canonical_issue_reason": "Issue #45674 is the better anchor because it describes a specific, reusable configuration regression with a clear failure mode and reproduction path. #45672 appears to be a separate Gemma4/audio-module dtype bug.", + "canonical_issue_reason": "If one issue must represent the cluster, 45674 is the cleaner canonical issue because it isolates a specific BitsAndBytesConfig regression with a concrete trigger and assertion failure. 45672 appears to be a separate Gemma4 audio-module bug.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the strongest representative issue in this cluster because it is narrowly defined and actionable; however, the cluster itself looks heterogeneous rather than duplicate.", + "best_issue_reason": "45674 is the better global issue candidate: it names the exact configuration path, states the observable failure, and is easier to action. 45672 is also valid, but it is a different bug rather than the same report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different root causes and failure paths: #45672 is a Gemma4 audio-module `torch.finfo()` TypeError on uint8 weights, while #45674 is a BitsAndBytesConfig `llm_int8_skip_modules` / `lm_head` exclusion regression causing AssertionError. Same broad area, but not the same bug." + "reason": "Different bug reports: one concerns torch.finfo on uint8 weights in Gemma4 audio modules, the other concerns llm_int8_skip_modules clearing lm_head exclusion and causing an AssertionError. Same broad 4-bit area, but not the same underlying issue." } ] }, @@ -16125,8 +16272,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -16136,7 +16283,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "313c85982daf129cf286dc5af6243be86df942233c1215e9ee6683019e0ae5ed", + "prepared_review_unit_hash": "92e52ef0a4ec2976b03d79bec2c27aeea501b848ec1e75b5009f57c732d65d1d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16158,18 +16305,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with empty bodies and unrelated personal-name titles; they do not appear to describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two closed issues are just empty titles with different personal names and birth dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 45762 is only the earliest item, but neither issue has enough content to justify a true canonical duplicate choice.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative: both are low-signal, unrelated entries with no description, targets, or evidence of a shared problem.", + "best_issue_reason": "45762 is the earliest and therefore the least arbitrary representative, though this does not look like a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles refer to different people and dates, and there is no body or other evidence indicating the same underlying issue." + "reason": "Titles refer to different people and different dates, with no body or shared context suggesting the same underlying issue." } ] }, @@ -16188,8 +16335,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -16199,7 +16346,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "39e5d44a72d7ed6f82f415b83f1ee459873bc381a21267e8f4b558e71fe31d2a", + "prepared_review_unit_hash": "88a238557d0374e32cd79eca39b5d02676ce8f706767a5e389e3bb4ca7069f2f", "component_budget": { "node_count": 2, "item_count": 2, @@ -16221,18 +16368,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues only share a loose text similarity in their titles and do not describe the same bug, request, or code change. They should not be clustered as duplicates.", + "summary": "These two issues are not duplicates; they are unrelated by title and contain no substantive discussion or shared target.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the issues reference different names and dates, with no shared bug report or problem statement.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good representative for a cluster because they do not appear to describe the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Unrelated personal-name/date titles with no shared problem statement, code context, or issue target; not the same underlying bug or change." + "reason": "Different named subjects and dates; no evidence they refer to the same underlying issue." } ] }, @@ -16250,9 +16397,9 @@ "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -16272,88 +16419,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "203baefa561837a9b95002ae37334d4facbfe89f7517ecbfa88cacd8f9f60b84", + "prepared_review_unit_hash": "263a4e2826871b8027743cf0c4326eb7e93f887fee3b62da7e5d3cf10499586c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is about a dataset offering and does not match the example/scraping-service requests, so it should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue covers the whole cluster; the items split into two separate duplicate groups. If one representative must be chosen, 45872 is the strongest because it is the more specific, concrete request and has an exact duplicate in 45873.", + "summary": "The cluster contains two separate duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related by theme but is not the same underlying request/bug as either pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue for the full set: there are two distinct duplicate groups, and 45869 is unrelated to both. If triaged separately, 45870 and 45872 are the earliest representatives of their respective pairs.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best representative issue overall: it is specific, concrete, and clearly has an exact duplicate partner (45873).", + "best_issue_reason": "No single global best issue across this cluster because it splits into two independent duplicate topics rather than one shared bug/change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different requests: dataset bundle advertisement vs a financial time-series example. Same general finance theme, but not the same underlying issue." + "reason": "Same general finance/DataForge theme, but one is a dataset promo and the other is an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different requests: dataset bundle advertisement vs a financial time-series example. Not the same bug/change." + "reason": "Dataset listing vs. example writeup; related topic but not the same concrete request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same example request; these are duplicates describing the same underlying issue." + "reason": "Identical title and highly similar body; clear duplicate of the same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance-related examples, but 45872 adds a scraping-service component and is a different request from the example issue." + "reason": "Both mention finance/DataForge, but one is a prediction example and the other adds a scraping service; different underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request content: example time-series prediction vs time-series plus scraping service. Related topic, not the same issue." + "reason": "Same as 45870/45872: similar broad theme, but not the same concrete change/request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same reasoning as 45870/45872: overlapping finance theme, but different concrete request." + "reason": "Different feature ideas: example prediction workflow versus prediction plus scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different request content: example time-series prediction vs time-series plus scraping service. Not a duplicate." + "reason": "Different concrete request; only the broad finance/DataForge context overlaps." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title match and matching request content; these are duplicates of the same underlying issue." + "reason": "Identical title and body characteristics; clear duplicate of the same DataForge scraping-service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 45870/45871 and 45872/45873 are the only clearly identical pairs by title/body similarity, and 45869 is visibly different in topic. The soft-edge rejections stay conservative, and the overall \u2018no single canonical issue\u2019 conclusion fits the split cluster structure." + "feedback": "Grounded in the packet. The summary cleanly separates the two exact-duplicate pairs (45870/45871 and 45872/45873) and treats 45869 as only theme-related, not the same request. The soft-edge rejections are conservative, and the accepted edges are supported by identical titles plus matching body lengths." }, "evaluator_used": true, "retried": false, @@ -16372,7 +16519,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-13", + "cluster_id": "cluster-39895-14", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16386,7 +16533,8 @@ "pull_request:45170", "pull_request:45213", "pull_request:45655", - "pull_request:45795" + "pull_request:45795", + "pull_request:45899" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -16395,204 +16543,217 @@ "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:45899", "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:44827", "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45899", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45795", "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:45899", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:45899", + "pull_request:45795|pull_request:45899", "pull_request:43823|pull_request:45795", + "pull_request:43823|pull_request:45899", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "ac06a9df45eac5ff5b496a9d92ed1b7cd35c8742965aa1ddc4cdaa2c2378e01f", + "prepared_review_unit_hash": "9e2400ce1b300f526cf5adfeb7a6b370b9683111f20a6408b7856450b91608a5", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35208, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 26, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 19, - "serialized_chars": 35208, - "estimated_input_tokens": 8802, - "estimated_eval_tokens": 17860 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 26, + "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 cluster is mostly unrelated PRs that only share broad technical similarity; the only clear duplicate pair is the two loss-function fixes for `fixed_cross_entropy` (43251 and 43254).", - "confidence": 0.94, + "summary": "This cluster is almost entirely a set of unrelated PRs across different models, docs, and utilities. The only true duplicate/competing change is the pair of PRs updating `fixed_cross_entropy` to accept extra `cross_entropy` kwargs.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the cluster: it mixes model additions, docs, tokenizer utilities, a test-only change, and unrelated refactors. If a representative PR is needed, 43251 is the best anchor because it is the most concrete, issue-linked fix in the set.", + "canonical_pr_reason": "PR 43251 is the clearest representative: it is explicitly tied to issue 43240 and directly implements the `fixed_cross_entropy` kwargs fix in `loss_utils.py`. PR 43254 is an overlapping alternative patch for the same code path.", "best_issue_reason": null, - "best_pr_reason": "43251 is the strongest representative because it has an explicit issue target, a narrowly scoped code-path fix, and the clearest bug explanation. It is still not a duplicate of the other PR topics.", + "best_pr_reason": "PR 43251 is the best cluster representative because it is the only issue-linked, concrete fix for the shared `fixed_cross_entropy` change; the rest of the items are unrelated or only loosely similar.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are open-ended PRs touching different subsystems (model addition vs export test). They do not fix the same concrete bug or implement the same change." + "reason": "Unrelated PRs: VideoPrism model addition vs ExecuTorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer helper methods for Mistral common and adding a new MobileLLM model are unrelated changes; only superficial model/code-generation similarity." + "reason": "Different targets: Mistral tokenizer methods vs adding MobileLLM model files." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "A tokenizer API addition and an executorch dynamic-shape test are different fixes with no shared underlying code-path issue." + "reason": "Tokenizer API fix and ExecuTorch export test are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "These address different processor/model-pretrained concerns versus adding a new model; broad processor-auto similarities are not enough." + "reason": "Processor robustness changes for audio models do not match a new MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs plumbing and a new model implementation are unrelated." + "reason": "Cross-entropy loss kwargs fix is unrelated to MobileLLM model scaffolding." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "One is a cross-entropy helper fix; the other is a Mistral4 test/modeling update. Different code paths and problems." + "reason": "Loss utility kwargs fix and Mistral4 test/model updates are different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45899", + "accept": false, + "reason": "ExecuTorch export testing is unrelated to continuous batching docs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing and Mistral4 test fixes do not target the same bug or change." + "reason": "Dynamic-shape export tests do not overlap with Mistral4 test/model fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A dynamic-shape export test and a new model addition are not the same underlying change." + "reason": "ExecuTorch exportability testing is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support and config-resolution ordering in `modeling_utils` are unrelated." + "reason": "New MobileLLM model code is unrelated to the `cls.config` resolution fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition versus Falcon output-interface refactoring are distinct changes." + "reason": "MobileLLM model addition and Falcon output-collection refactor are not the same change." }, { - "left": "pull_request:43823", - "right": "pull_request:45213", + "left": "pull_request:43995", + "right": "pull_request:44827", "accept": false, - "reason": "A model addition and a meta PR about creating a model skill are not duplicates." + "reason": "Falcon refactoring and Mistral4 test fixes touch different models and problems." }, { - "left": "pull_request:43823", - "right": "pull_request:45795", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "New model support and docs for audio/video processors are different deliverables." + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45899", "accept": false, - "reason": "Falcon output-capture refactoring and Mistral4 test fixes are unrelated." + "reason": "Falcon refactor and continuous batching docs are unrelated." }, { - "left": "pull_request:43995", - "right": "pull_request:45213", + "left": "pull_request:44827", + "right": "pull_request:45899", "accept": false, - "reason": "A model refactor and a model-creation skill PR do not address the same code-path problem." + "reason": "Mistral4 test/model changes and decode fast-path docs are unrelated despite both mentioning performance/testing." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/modeling work and the `layrnorm` spelling fix are different changes with different targets." + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` -> `layernorm` rename across CLIP-like models." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test fixes and processor docs updates are unrelated." + "reason": "Mistral4 fixes are unrelated to docs for adding audio/video processors." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "A model-specific test fix and `cls.config` resolution ordering are not the same bug." + "reason": "Mistral4 test fixes and `cls.config` resolution ordering are different issues." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:45170", + "right": "pull_request:45899", "accept": false, - "reason": "Model test fixes and the model-creation skill PR are unrelated." + "reason": "Weight-renaming/model cleanup and continuous batching docs do not describe the same bug or change." }, { - "left": "pull_request:43823", + "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A concrete model implementation and a draft skill/tooling PR are not duplicates." + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", - "right": "pull_request:45655", + "right": "pull_request:45213", "accept": false, - "reason": "Model addition versus metaclass/config resolution fix are unrelated." + "reason": "Adding MobileLLM and adding the model-creation skill are unrelated." }, { - "left": "pull_request:43823", - "right": "pull_request:45795", + "left": "pull_request:45213", + "right": "pull_request:45899", "accept": false, - "reason": "Model addition and docs for adding processors are different changes." + "reason": "Model-creation skill content is unrelated to continuous batching documentation." }, { - "left": "pull_request:44827", - "right": "pull_request:45170", + "left": "pull_request:45795", + "right": "pull_request:45899", "accept": false, - "reason": "Mistral4 work and the `layrnorm` -> `layernorm` renaming fix address different issues." + "reason": "Docs for audio/video processors and decode fast-path docs are different documentation changes." }, { - "left": "pull_request:44827", + "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "Test/modeling fixes for Mistral4 and docs for audio/video processors do not share an underlying bug or implementation." + "reason": "MobileLLM model addition and processor docs are unrelated." }, { - "left": "pull_request:44827", - "right": "pull_request:45213", + "left": "pull_request:43823", + "right": "pull_request:45899", "accept": false, - "reason": "These are not the same change: one is model-specific bug fixing, the other is a model-creation skill PR." + "reason": "MobileLLM model code and decode fast-path docs are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` behavior in `src/transformers/loss/loss_utils.py` by exposing supported `cross_entropy` kwargs, and they plausibly collapse into one mergeable PR." + "reason": "Both PRs fix the same `fixed_cross_entropy` code path in `loss_utils.py` by plumbing supported `nn.functional.cross_entropy` kwargs (`weight`, `label_smoothing`) for issue 43240; they are competing implementations of the same change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-similarity pairs. The lone accepted pair, 43251/43254, is well supported by the shared file, shared issue target, and the near-identical `fixed_cross_entropy` kwargs fix. No overstatement stands out." + "feedback": "The summary is grounded in the packet: it correctly isolates the single explicit duplicate/competing fix in `loss_utils.py` and treats the rest as unrelated. The soft-edge verdicts are conservative overall, with only the `43251`/`43254` pair accepted on the same issue-linked code path and file. No evidence of overstatement or unsafe pairing beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -16619,12 +16780,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "33484e151c7c9a6cc030101d7d47acae03c8c9c68319f28eb17dcd6284374aa0", + "prepared_review_unit_hash": "d660bd06c083cce9f582b585b4ae6bcccf3927d10ea0c363c9755068af4e3f11", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16632,7 +16793,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16641,18 +16802,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests overlap on VibeVoice integration, but they are not duplicates: one is the base model implementation, the other adds a separate realtime/acoustic-tokenizer feature set.", - "confidence": 0.94, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice integration, while the other adds a separate Realtime variant plus an acoustic tokenizer. The overlap is mostly shared model scaffolding, not the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the base VibeVoice implementation and the broader core codepath; PR 42781 is a follow-up realtime extension with additional tokenizer/generation work.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the broader, more mature base implementation of VibeVoice, with more review activity and a complete initial integration path.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the main VibeVoice integration effort because it covers the core model addition rather than the narrower realtime variant.", + "best_pr_reason": "PR #40546 is the best overall PR candidate because it covers the core VibeVoice feature set; PR #42781 is a draft, narrower extension focused on Realtime/tokenizer support and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files reflect a common subsystem, but the change sets target different concrete features: core model support vs. realtime/acoustic-tokenizer functionality. They do not look like the same mergeable fix/change." + "reason": "Shared VibeVoice files reflect common scaffolding, but the scopes differ: #40546 implements the base model integration, while #42781 adds VibeVoice Realtime and an acoustic tokenizer. They are not the same concrete fix/change and would not cleanly merge into one PR." } ] }, @@ -16682,7 +16843,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "f70dc0e290948b9a3064ef8e59b07aad2328152c7a203ec3271799fc72cfd197", + "prepared_review_unit_hash": "4aa530911a4fc4e97d637d44aa1217ebc5f0dfd86c5eb134b82748987bb9bfe7", "component_budget": { "node_count": 2, "item_count": 2, @@ -16704,18 +16865,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that add unrelated features in different model families: TimesFM covariate forecasting and DINOv3 image classification support. They are not duplicate changes and should be triaged separately.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. There is no duplicate or same-change relationship here.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the better standalone candidate: it is narrower, self-contained, and clearly targets one concrete capability addition for DINOv3 image classification.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "pull_request:40755", - "right": "pull_request:41224", + "left": "[TimesFM] Add support for forecasting with covariates", + "right": "Add DINOv3ViTForImageClassification support", "accept": false, - "reason": "Reject: these PRs address different code paths and different models. 40755 adds TimesFM forecasting with covariates; 41224 adds DINOv3 image classification support. They are not the same underlying bug or change and would not plausibly be merged into one PR." + "reason": "Different model families, different code paths, and different user-facing features. The TimesFM PR adds covariate-based forecasting utilities and docs; the DINOv3 PR adds image classification support and related examples/tests. They cannot plausibly be merged as one change." } ] }, @@ -16810,7 +16971,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b24793b192df542ebc29cb4e69323ef1859e4d19143d5486cc889915ff4a8fba", + "prepared_review_unit_hash": "72aa9a63325e00a114a795635d7ce0157a4a30f8f48a56956cc36361f8f38b7e", "component_budget": { "node_count": 3, "item_count": 3, @@ -16832,24 +16993,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-addition integrations, not duplicates. The soft edges are based on shared Transformers boilerplate and docs, but each PR targets a different model family and code path.", - "confidence": 0.98, + "summary": "The three PRs are separate model-introduction changes (DeepSeek OCR, Isaac, Kimi2-6). They share routine transformers scaffolding, but they do not fix the same underlying bug or implement the same concrete change, so this cluster is not a duplicate set.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request adds a different model and associated integration files; the overlap is generic new-model boilerplate, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the most active and most complete-looking integration, so it is the best representative PR in this cluster; however, it is still a distinct Kimi2-6 addition, not a duplicate of the others.", + "best_pr_reason": "No single best PR for deduplication: none of these PRs is a duplicate of the others, and each is only the representative for its own model addition.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs Isaac are different model families with different configs, model files, and tests; shared registry/docs edits are boilerplate only." + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto/config/docs wiring is standard boilerplate, not the same code-path change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are unrelated model additions. They touch similar Transformers registration paths, but not the same underlying bug or change." + "reason": "Different model additions (Isaac vs Kimi2-6). The overlap is broad model-registration scaffolding, not one concrete fix or feature." } ] }, @@ -16879,12 +17040,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e36c5eca9e1ae0ee6b8b4f3fbaf9a41183ff96b69d9e8f3b3ca691d774c0123b", + "prepared_review_unit_hash": "ce00d4b9c71f1bcb239566b72a301278b559488ffc64d7e6e5d4672d470f9fe8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16892,7 +17053,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16901,18 +17062,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one is a broad GitHub Actions update for Node 24 compatibility, while the other is a separate bump of docker/build-push-action to v6 and other latest-action updates.", - "confidence": 0.89, + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different upgrade tracks: #42975 is specifically about Node 24 compatibility for several core actions, while #42976 updates Docker-related actions to newer versions. They overlap in workflows but not in the concrete change they\u2019re making.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it captures the broader workflow-action upgrade theme and touches many of the same CI files; PR 42976 is a narrower, separate action-version bump focused on Docker-related workflows.", + "canonical_pr_reason": "#42975 is the more canonical PR because it has the clearest, cohesive goal: upgrading workflow actions for Node 24 compatibility across multiple CI workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best cluster representative: its scope is broader, its title matches the shared maintenance theme, and its changes span multiple workflows rather than a single action family.", + "best_pr_reason": "#42975 is the best standalone PR representative here because its scope and intent are explicit and cohesive, whereas #42976 is a separate version bump focused on Docker actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Overlap is at the general level of GitHub Actions maintenance, but the concrete changes differ: 42975 targets Node 24 compatibility across many workflows, while 42976 upgrades docker/build-push-action and a few other actions. They are not the same underlying bug/change and would not plausibly merge into one PR as duplicates." + "reason": "Do not merge: they change different action families and solve different upgrade concerns. Shared workflow filenames alone are not enough to treat them as the same underlying change." } ] }, @@ -16955,7 +17116,7 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "6a4f499bd430bbe1fe7e8f72f90cc69bbf5a805c2f71583669b77cee4f7caff7", + "prepared_review_unit_hash": "a6a665adbc8958362070639754f9908464079affec07b8d5eb88af5e63e98834", "component_budget": { "node_count": 7, "item_count": 7, @@ -16977,7 +17138,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly superficial similarity: several unrelated model-addition PRs plus one distributed loading PR. They share scaffolding files like docs/toctree and auto-mapping code, but they do not describe the same underlying change or bug, so none should be deduplicated together.", + "summary": "These PRs are not duplicates: they span different model additions and one distributed-loading infrastructure change. The shared files are mostly generic registration/docs plumbing, not evidence of a single underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -16988,55 +17149,55 @@ "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo. Shared docs/auto-registry edits are generic scaffolding, not the same change." + "reason": "Different model families: ViT NEPA vs Molmo. They only overlap on generic docs/auto-registration files, not the same code-path change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions for different architectures and codepaths; not the same underlying PR." + "reason": "Different model families: ViT NEPA vs Molmo2. Shared auto/docs edits are boilerplate for adding a new model, not a duplicate bugfix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions with no shared bug or implementation target." + "reason": "Different model families: ViT NEPA vs CTSM. These are separate model additions with no common underlying change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Both are model additions, but Molmo and Molmo2 are distinct model families/versioned implementations, not one fixable change." + "reason": "Molmo and Molmo2 are related names but distinct model integrations with different files, configs, and tests; not the same PR mergeable into one." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are different model implementations; overlap is only in shared registration/docs files." + "reason": "Molmo vs CTSM are unrelated model additions. Similar registration changes are expected and do not indicate duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions with different modeling and processing code." + "reason": "Molmo2 and CTSM are separate model implementations; overlap is only in standard framework wiring." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 audio is an audio model PR, while PP-OCRv6 is OCR/text recognition; these are clearly different changes." + "reason": "Lfm2 Audio vs PP-OCRv6 text recognition are unrelated domains and code paths; both are new model support, not duplicates." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading support is infrastructure work, not the same concrete change as adding PP-OCRv6 model support." + "reason": "Distributed pipeline-parallel loading support is infrastructure, while PP-OCRv6 is a model family addition. They address different problems." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6 are different model families; shared registry/docs edits do not indicate a duplicate." + "reason": "CTSM time-series model support and PP-OCRv6 OCR support are different model additions with no shared underlying bug or feature." } ] }, @@ -17073,12 +17234,12 @@ "pull_request:43665|pull_request:45892", "pull_request:44815|pull_request:45892" ], - "prepared_review_unit_hash": "7f81db2fde889c0c135c9a8677c76b085daf72798857e1a84de7230602eeafa2", + "prepared_review_unit_hash": "f2334b63bcd0c2e6fa4214a6ea010020b725637a6126ca87410a4c7ce0f22eff", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10136, + "serialized_chars": 10135, "estimated_input_tokens": 2534, "estimated_eval_tokens": 5324 }, @@ -17086,7 +17247,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10136, + "serialized_chars": 10135, "estimated_input_tokens": 2534, "estimated_eval_tokens": 5324 }, @@ -17095,48 +17256,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated pull requests that only loosely resemble each other because many are titled generically as \u201cfix\u201d. The only substantive code fix is the FP8 dequant/loading change; the others are a Whisper tokenizer/test adjustment, a pair of placeholder test edits, and a DeepSeek V4 attention/top-k correction.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: they target different models and code paths, and the apparent similarity is mostly from generic fix/test titles. One is Whisper tokenization/tests, one is test-only CLIP/ViT noise, one is FP8 dequant/loading, and one is DeepSeek v4 attention logic.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR across the cluster; if one must be selected, PR 44815 is the most substantive and concrete code fix, while the others address different models or are test-only noise.", + "canonical_pr_reason": "PR 44815 is the strongest representative of the cluster because it is a concrete code fix with a clear implementation path across loading, quantization, and tests; the others are unrelated fixes or test-only edits.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of an actual bug fix because it changes core loading/FP8 quantization code with a clear technical purpose; the other PRs are unrelated or not meaningful duplicates.", + "best_pr_reason": "PR 44815 is the best standalone PR in this set because it has the clearest bug-fix scope and the most substantive patch, while the others are either test-only or concern different model-specific behaviors.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different artifacts: Whisper tokenizer/test behavior vs CLIP/ViT test placeholders; no shared bug or code path." + "reason": "Whisper tokenizer/test cleanup is unrelated to CLIP/ViT test edits; same generic 'fix' wording only." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decoding/test changes are unrelated to FP8 dequant/loading logic." + "reason": "Different subsystems and bugs: Whisper decoding vs FP8 dequant/loading." }, { "left": "pull_request:43291", "right": "pull_request:45892", "accept": false, - "reason": "Whisper decoding fixes and DeepSeek V4 top-k/casual attention logic are separate model-specific issues." + "reason": "Whisper tokenization/tests and DeepSeek v4 causal attention are unrelated changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT PR is just placeholder test edits, not the same underlying bug as the FP8 dequant fix." + "reason": "Test-only CLIP/ViT edits do not share the same concrete code-path problem as FP8 dequant logic." }, { "left": "pull_request:43665", "right": "pull_request:45892", "accept": false, - "reason": "Unrelated: placeholder model tests vs DeepSeek V4 attention bug fix; not mergeable as one PR." + "reason": "These touch different model families and fix different issues; only superficial title similarity." }, { "left": "pull_request:44815", "right": "pull_request:45892", "accept": false, - "reason": "Both are code fixes, but they target different subsystems and distinct failure modes (FP8 dequant vs DeepSeek V4 top-k selection)." + "reason": "Both are model internals, but they fix different bugs in different paths: FP8 dequant vs DeepSeek v4 top-k attention selection." } ] }, @@ -17166,7 +17327,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "8a3a4635a8d023b90dfb9487586f2c40f24ef8081125d122b2cd10b842b82bd6", + "prepared_review_unit_hash": "dd2ecb21684aabf6080e47fd4577ba4662ea67e51750c38c937c047b21a41967", "component_budget": { "node_count": 2, "item_count": 2, @@ -17188,18 +17349,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both intentional '[don't merge]' PRs, but they target different areas: one tweaks packaging/versioning and a Vit test, while the other changes CI/workflow logic plus testing/utilities. They do not look like the same underlying change.", - "confidence": 0.89, + "summary": "These two PRs are not duplicates: one is a packaging/version/test-dependency change, while the other rewires CI/workflow and test utility behavior. Their overlap is only a shared Vit test file, which is too broad to imply the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better representative because it is broader and more centrally about CI/test harness behavior, whereas #43488 is a smaller packaging/version/test-bot formatting tweak.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: the PRs address different code paths and subsystems, with only a superficial shared test filename.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the more substantial exemplar in the cluster and has stronger discussion/review activity, but it is still not a duplicate of #43488.", + "best_pr_reason": "PR 43532 is the better representative only because it contains the larger, more coherent change set; however, it is still not a duplicate of PR 43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is only a shared Vit test file; #43488 is about setup/version/dependency metadata, while #43532 modifies workflow and test infrastructure. They are not the same concrete bug/change and would not plausibly merge into one PR." + "reason": "They change different areas and solve different problems: 43488 updates packaging/dependencies and a version string, while 43532 modifies CI/workflow and testing utilities. Shared Vit test file alone is not enough to merge them as the same PR." } ] }, @@ -17229,7 +17390,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "df5183c79921782e4b6a112c23709d7bbd7e6c81649356ed1509b232b20077ce", + "prepared_review_unit_hash": "b5ccf2d9e85e2121529873e65c547eeaa70a5b8e01e68b6ab9aeda327fd7e958", "component_budget": { "node_count": 2, "item_count": 2, @@ -17251,18 +17412,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share a pipeline/docs/test scaffolding pattern, but they target different tasks and model integrations, so they should not be collapsed as duplicates.", - "confidence": 0.94, + "summary": "These are two separate pipeline-addition PRs: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share docs/registry boilerplate, but they target different tasks, different pipeline classes, and different model integrations, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: 43612 and 43613 implement different segmentation pipelines, so they should not be merged into one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "43613 is the broader PR with more model/test coverage, so it is the better representative of the pair, but it is still a distinct feature from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: different underlying changes. 43612 adds Promptable Concept Segmentation centered on SAM3, while 43613 adds Promptable Visual Segmentation with EdgeTam/SAM/SAM2/SAM3-tracker support. Shared docs/pipeline infrastructure is not enough to treat them as the same mergeable PR." + "reason": "Reject: despite similar docs/registry edits, one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They touch different pipeline classes and model paths, so they are not the same underlying change." } ] }, @@ -17292,7 +17453,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "82d29de3f6202cb713a648b8178b23604dbf121b6d8b98311cc8eea8573b0e3b", + "prepared_review_unit_hash": "a17d4fd46b5cde7a0dff5366edbf13f01fdc3fa7a83f1f62a59bd95b873dd192", "component_budget": { "node_count": 2, "item_count": 2, @@ -17314,18 +17475,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different Trainer customization PRs touching the same file but fixing unrelated behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT models. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Two open PRs in the same file, but they address different trainer extension points: gradient-accumulation loss scaling vs. column/signature filtering for custom trainers.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better representative if one must be chosen: it addresses a concrete training behavior change with a clear bug-fix motivation and a self-contained code path in training_step.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the strongest standalone PR in the cluster because it targets a specific runtime loss-scaling issue and has the clearest functional impact; PR #43663 is a separate refactor/extension point.", + "best_pr_reason": "PR 43651 is the more direct bug-fix style change and a cleaner representative of the cluster, but it is not a duplicate of 43663.", "soft_edge_verdicts": [ { - "left": "pull_request:43651", - "right": "pull_request:43663", + "left": "PR 43651: Add _loss_is_scaled_for_ga to allow custom trainers to control gradient accumulation loss scaling", + "right": "PR 43663: Add _get_signature_columns method to allow custom trainers to override column filtering", "accept": false, - "reason": "They affect different Trainer subsystems and different code paths: #43651 changes gradient accumulation loss scaling, while #43663 changes how signature columns are computed for column filtering. Same file and soft similarity are not enough to treat them as the same underlying change." + "reason": "Same file, but different code paths and behaviors: one changes loss scaling in training_step, the other refactors input-signature column selection. They could not plausibly be merged as one duplicate PR." } ] }, @@ -17357,53 +17518,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "8f7c2cf65ef8a71657dd47c0bb085d1c77367ec8751047dd2cf989730021eaa0", + "prepared_review_unit_hash": "479d767abf4674dd2107dce59f48da91d70560364ad5fc7302487609abf8aef8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs all touch `src/transformers/cli/serve.py` and are related to TypeAdapter/typing fallout, but they are not the same change. The narrowest, most concrete fix is the pydantic-import guard in PR 43842.", - "confidence": 0.77, + "summary": "PR 43842 is the best standalone fix for the TypeAdapter NameError in `src/transformers/cli/serve.py`. PR 43836 is a broader but still plausibly related annotation fix in the same file and under the same issue target (43824). PR 43656 should not be clustered with 43842: it targets a different issue (43576) and appears to fix a different annotation/runtime problem around `TimedModel` rather than the specific `TypeAdapter` import/annotation issue.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused fix: it directly addresses the `TypeAdapter` NameError when pydantic is unavailable by moving the import under `TYPE_CHECKING` and stringizing the annotation. The other PRs are broader or tackle a different typing/runtime-annotation path.", + "canonical_pr_reason": "PR 43842 is the most direct, narrow fix for the concrete `TypeAdapter` NameError: it moves the import under `TYPE_CHECKING` and quotes the annotation, which cleanly avoids runtime evaluation.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the cluster because it fixes a single concrete runtime failure in the serve CLI with minimal scope and clear issue linkage. It is the easiest to merge independently without dragging in unrelated typing cleanup or refactors.", + "best_pr_reason": "PR 43842 is the best standalone PR because it solves the specific `TypeAdapter` NameError with the least extra refactoring.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and related symptom, but the fixes are not the same concrete change: 43656 is a broader annotations/future-import cleanup, while 43842 specifically guards the pydantic `TypeAdapter` import. They would not naturally collapse into one PR." + "reason": "Do not cluster these: 43656 targets a different issue (43576) and its diff centers on broader `TimedModel` annotation changes, not the same concrete `TypeAdapter` NameError fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "Shared issue target and subsystem are not enough here. 43836 appears to bundle a much larger `Serve` refactor plus typing changes, whereas 43842 is a narrow runtime NameError fix. Different scope and merge shape, so not a duplicate PR pair." + "accept": true, + "reason": "These look like variants of the same annotation/runtime-evaluation problem in `serve.py` under issue 43824; 43836 is broader, but it could plausibly have been merged as one PR with 43842." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for PR 43656. In the packet, 43656 targets a different issue (43576) and its preview shows a broader annotation fix around `TimedModel`, not the specific `TypeAdapter` import/annotation problem shown in 43842. Soft similarity in the same file is not enough to conclude they are the same underlying bug or safely mergeable as one PR. The 43836 \u2194 43842 pair is more defensible because they share issue target 43824 and the diffs are in the same area, but the claim that all three are the same TypeAdapter NameError is too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17588,442 +17752,382 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "35a02b4726b65e0efeb5d21422f793a893ac04e47d340c8878cb85a933eb6d70", + "prepared_review_unit_hash": "f1fa8567be63558447dd2962cc8c55b27421817abc84a2a8ea19db4669bbf09d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75098, - "estimated_input_tokens": 18775, - "estimated_eval_tokens": 37806 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific refactors for standardized output tracing under umbrella issue #43979, not a set of true duplicates. The clear duplicate-like matches are the GPT-Neo pair and the GPT-J/CodeGen reroll pair; the rest touch different model code paths and should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43979 appears to be the umbrella tracking issue for the standardized output-tracing refactor across models, and most PRs in this cluster explicitly point to it.", - "canonical_pr_reason": "PR #44722 is the best cluster representative among the PRs here: it is an explicit #43979-linked GPT-J/CodeGen refactor and directly overlaps the earlier GPT-J/CodeGen refactor in #44066.", - "best_issue_reason": "As the shared tracker for this refactor wave, #43979 best represents the underlying work across the cluster.", - "best_pr_reason": "PR #44722 is the strongest representative of the repeated GPT-J/CodeGen output-tracing change, with direct overlap to #44066 and the broadest concrete code-path coverage among the near-duplicates.", + "summary": "This cluster is mostly a batch of model-specific PRs migrating output tracing to the new standardized decorator pattern. The only clearly duplicate-like pair is GPT-Neo (44018/44068); GPT-J PRs are also close enough to be overlapping iterations of the same code-path refactor. Most other pairs are just the same umbrella migration across different models, which is not enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical representative: it has an explicit tracking issue, touches the core GPT-J path plus its copied CodeGen block, and shows the concrete standardized output-tracing refactor most clearly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest single PR to anchor the cluster because it is broad, explicit about the tracked issue, and contains a concrete code-path change rather than just a model-specific wrapper cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and files; sharing the umbrella issue is not enough to make these the same change." + "reason": "Different model families and files; same umbrella output-tracing effort is too broad to treat as a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and files; both are output-tracing refactors, but not the same concrete code path." + "reason": "FNet/CVT vs DeBERTa are separate model refactors, not the same underlying bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Both involve GPT-J-related output tracing, but the evidence is not strong enough to treat them as the same PR change, especially with the title/file mismatch on 44085." + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; one is a narrower/broader iteration of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different architectures and implementations; same umbrella refactor theme only." + "reason": "RegNet and EfficientNet are distinct model implementations; shared migration pattern alone is insufficient." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); not mergeable as one concrete change." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated concrete code paths despite the same general tracing theme." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and files; same standardized tracing pattern, but distinct changes." + "reason": "GPT-J/CodeGen and EfficientNet are separate refactors in different models." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; shared issue target alone is too broad." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; no shared concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are unrelated code paths; same refactor motif only." + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths, so this is not a duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models and files; these are separate output-tracing migrations." + "reason": "GPT-J/CodeGen vs MPT are distinct model refactors, not one bug fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same file set and look like rerolls/duplicates of the same change." + "reason": "Both target GPT-Neo output tracing in the same file and appear to implement the same decorator-based refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different model families (GPT-J/CodeGen vs GPT-Neo); not the same concrete fix." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model paths; same issue family is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Same umbrella issue, but different model code paths and separate refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families with different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen are unrelated code paths; not a duplicate change." + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and files; only the output-tracing pattern matches." + "reason": "MGP-STR and GPT-J/CodeGen are different concrete fixes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same issue target is too broad." + "reason": "ResNet and GPT-J are separate code paths; no same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate refactors in different model stacks." + "reason": "GPT-Neo and ResNet are separate model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT are unrelated implementations; not the same bug/change." + "reason": "ResNet and MPT are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are different code paths and not duplicates." + "reason": "GPT-Neo and Flaubert are different models; shared tracing theme is too broad." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "Different models and files; same standardized tracing theme only." + "reason": "GPT-Neo and GPT-J are different files and model paths." }, { "left": "pull_request:44071", - "right": "pull_request:44722", + "right": "pull_request:44085", "accept": false, - "reason": "MPT vs GPT-J/CodeGen are separate model-specific changes." + "reason": "MPT and GPT-J are separate model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "Different model families and files; not the same concrete change." + "reason": "GPT-Neo and MGP-STR are not the same underlying fix." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR are unrelated code paths; same general output-tracing theme only." + "reason": "GPT2 and MGP-STR are different model refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different model files and different model stacks; no evidence of one underlying change." + "reason": "GPT-J and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor are separate changes." + "reason": "ViLT and Flaubert/XLM are separate model changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model implementations." + "reason": "Segformer and LongT5 are distinct implementations; same tracing modernization is not enough." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "Different model families; same output-tracing modernization theme only." + "reason": "Segformer and VisualBert are different model paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "The shared file name is not enough here; the metadata/title mismatch makes this too uncertain to merge as the same change." + "reason": "TextNet and Flaubert/XLM are unrelated fixes." }, { - "left": "pull_request:44068", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are unrelated refactors." + "reason": "MPNet and Flaubert/XLM are separate model refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "Different model families and files; not the same code-path fix." + "reason": "RegNet and Segformer are different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-2 vs MPT are separate model-specific changes." + "reason": "RegNet and MPNet are distinct code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "Different models and files; only the issue target overlaps." + "reason": "MPT and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs LongT5 are different model-specific refactors." + "reason": "FNet/CVT and LongT5 are different model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "Different models and code paths; same issue target only." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-J/CodeGen vs LongT5 are unrelated changes." + "reason": "FNet/CVT and Segformer are not the same concrete change." }, { - "left": "pull_request:44017", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SegFormer vs MPT are different concrete implementations." + "reason": "SqueezeBert and MPT are unrelated code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5 are separate model refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", - "accept": false, - "reason": "RegNet vs SegFormer are different code paths; same umbrella issue is too broad." + "reason": "MPNet and LongT5 are different models; same issue family alone is insufficient." }, { "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet vs MPNet are distinct model-specific changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT vs SpeechT5 are different model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert vs MPT are unrelated code paths." + "reason": "RegNet and GPT-Neo are unrelated refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5 are separate refactors." + "reason": "RegNet and LongT5 are separate model changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5 are not the same underlying change." + "reason": "TextNet and LongT5 are different model code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs SpeechT5 are different model stacks." + "reason": "GPT-Neo and ResNet are different models and fixes." }, { "left": "pull_request:44059", - "right": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs GPT-Neo are different model families and concrete implementations." + "reason": "GPT2 and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "SegFormer vs VisualBERT are unrelated code paths." + "reason": "GPT-Neo and GPT2 are separate refactors in different files." }, { "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 vs MPT are separate changes." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44068", "accept": false, - "reason": "MPNet vs Flaubert/XLM are different model-specific refactors." + "reason": "GPT2 and GPT-Neo are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer vs LongT5 are different concrete changes." + "reason": "GPT-Neo and MPT are separate model refactors." }, { - "left": "pull_request:44098", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM are unrelated model refactors." + "reason": "VisualBert and Flaubert/XLM are distinct changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBERT vs Flaubert/XLM are different code paths." + "reason": "Segformer and MPT are unrelated model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT vs LongT5 are separate model changes." + "reason": "SqueezeBert and VisualBert are different concrete fixes." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs LongT5 are unrelated implementations." + "reason": "RegNet and TextNet are different model code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "CVT/FNet vs SegFormer are different model-specific changes." + "reason": "MPT and ImageGPT are separate model changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44074", + "left": "pull_request:44074", + "right": "pull_request:44098", "accept": false, - "reason": "CVT/FNet vs TextNet are unrelated code paths." + "reason": "TextNet and ViLT are unrelated refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44017", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert vs DeBERTa-v2 are separate model refactors." + "reason": "Segformer and TextNet are different models." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 vs TextNet are different concrete changes." + "reason": "DeBERTa and TextNet are separate code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same files; this looks like a reroll/duplicate of the same change." + "reason": "Both are GPT-J/CodeGen output-tracing refactors over the same concrete code path and could be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", - "accept": false, - "reason": "Despite shared GPT-J file overlap, the metadata is inconsistent and the evidence is not strong enough to merge them as one change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J vs SpeechT5 are different model code paths." + "accept": true, + "reason": "Both target GPT-J output tracing in the same file; 44722 is just a broader variant that also includes CodeGen." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 vs SpeechT5 are unrelated refactors." + "reason": "DeBERTa and SpeechT5 are unrelated model fixes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 vs ViT-S are different model stacks; same tracing theme only." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT vs Flaubert/XLM are separate model-specific changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert vs VisualBERT are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet vs VisualBERT are unrelated model refactors." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44085", - "accept": false, - "reason": "ResNet vs GPT-J are different model-specific changes." - }, - { - "left": "pull_request:44086", - "right": "pull_request:44722", - "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen are unrelated concrete changes." + "reason": "DeBERTa and Vits are separate refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: #43979 is a plausible umbrella issue, and the only clearly duplicate-like pairs are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen pair (44066/44722). The other soft-edge rejections stay conservative because they cross model families or lack enough evidence to treat as one concrete bugfix. " + "feedback": "Grounded overall. The accepted soft pairs are mergeable as same-model output-tracing iterations (GPT-Neo and GPT-J/CodeGen), and the rejections stay conservative by not collapsing different model families just because they share the same standardized-tracing theme. The summary matches the packet reasonably well." }, "evaluator_used": true, "retried": false, @@ -18061,70 +18165,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e1357c3406fe648bc61fcb38129247bd776a4370a3c5624af98acbdf1914776f", + "prepared_review_unit_hash": "2f715bb9a8c3f8af57d7f3bb38a04942ac06af7282068f9e90f238dda8c2e1c0", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84901, - "estimated_input_tokens": 21226, - "estimated_eval_tokens": 42708 + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs migrating different architectures to standardized output tracing/capture utilities. They are thematically related but not duplicate fixes for the same concrete code path.", - "confidence": 0.92, + "summary": "These are mostly separate model-specific refactors to adopt standardized output tracing/capture_outputs. They share a common theme, but each PR touches a different architecture and code path, so they should not be collapsed as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a clear standardized output-capture refactor, and a substantial implementation in a single model code path.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantial output-tracing refactor, and its changes are concrete rather than just naming/cleanup. It best captures the cluster\u2019s theme without being the most generic.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best overall representative because it is the only item tied to an explicit issue and it clearly exemplifies the output-tracing migration pattern in a concrete model implementation.", + "best_pr_reason": "PR 44129 is the best standalone PR in this set because it appears more complete and anchored to a tracked issue, while still exemplifying the standardized output-capture migration pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model implementations (FocalNet vs ImageGPT) and are not the same underlying bug/change." + "reason": "Both are output-tracing migrations, but they affect different model implementations (FocalNet vs ImageGPT). This is a shared refactor pattern, not the same underlying bug or change set." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same broad migration theme, but VisualBert and TextNet are separate model-specific refactors with different code paths and tests/outputs." + "reason": "VisualBert and TextNet are unrelated code paths. The similarity is only that both adopt the same output-capture approach, so they should stay separate." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but MPNet and VisualBert are unrelated model code paths; this is not one mergeable duplicate change." + "reason": "MPNet and VisualBert are different models with different forward/output semantics. They are not the same fix and would not plausibly be merged into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are distinct per-model refactors; they share the utility migration pattern but not the same concrete behavior or code path." + "reason": "These are independent model refactors in different files and architectures. Same theme, but not the same concrete change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different models with separate output-handling implementations, so they are not duplicates." + "reason": "RegNet and SqueezeBert each migrate output handling in their own model code. The overlap is generic standardization, not a duplicate bug or patch." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SpeechT5 has an explicit issue-driven refactor and different output-capture logic than SqueezeBert; same theme, but not the same fix." + "reason": "SqueezeBert and SpeechT5 touch unrelated model internals. The shared output-tracing motif is too broad to treat as one change." } ] }, @@ -18204,7 +18308,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "397536740f9cd7c6b8796fbc95662c7a6f781ca55c789256f9002c4a741fbb41", + "prepared_review_unit_hash": "e6b6781e8bb2d108158f59acd5d06beee14a0fd3ea259144ba905d6343dbf036", "component_budget": { "node_count": 13, "item_count": 13, @@ -18226,252 +18330,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are model-specific \"refactor output tracing\" PRs with similar mechanics, but they touch different code paths and should not be deduplicated into one change set.", - "confidence": 0.96, + "summary": "These PRs are all model-specific output-tracing refactors with similar naming, but they target different code paths and model families. I would not treat them as duplicates; the cluster is more a thematic grouping than a single underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the cleanest representative of the cluster: it applies the output-tracing refactor in a focused way across two closely related depth-anything files.", + "canonical_pr_reason": "PR #44025 is the best representative: it makes a coherent decorator-based output-tracing change across two closely related Depth Anything files, with a clear, self-contained scope.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative PR because it is cohesive, scoped, and clearly illustrates the recurring output-tracing migration pattern without extra cross-model noise.", + "best_pr_reason": "PR #44025 is the strongest cluster representative because it is centralized, model-family-consistent, and more complete than the narrower single-model refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, not the same bug/change." + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model code paths (`timm_backbone` vs `vision_text_dual_encoder`); only superficially similar output-tracing cleanup." + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); no shared code path or overlapping fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model families (`timm_backbone` vs `univnet`); not one mergeable fix." + "reason": "Different models (`timm_backbone` vs `univnet`); analogous output-tracing cleanup, not a duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate implementations with different tracing changes." + "reason": "Different code paths (`timm_backbone` vs `mamba/falcon_mamba`); same subsystem theme is too broad to merge as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`timm_backbone` vs `rwkv`); similar refactor pattern only." + "reason": "Different model families (`timm_backbone` vs `rwkv`) and different output plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated targets; same helper adoption, not same underlying change." + "reason": "Separate model implementations (`mobilenet_v1` vs `univnet`); same refactor pattern, not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; this is a shared refactor style, not a duplicate fix." + "reason": "`mobilenet_v1` and `upernet` are unrelated model paths; not a duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model paths; not the same concrete change." + "reason": "Different model families (`mobilenet_v1` vs `depth_anything/prompt_depth_anything`); only the naming is similar." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrapper models in different files; analogous refactor, not one bug." + "reason": "Different model wrappers (`mobilenet_v1` vs `vision_encoder_decoder`); same generic refactor theme is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` vs `speech_encoder_decoder` are unrelated code paths." + "reason": "Different model wrappers (`mobilenet_v1` vs `speech_encoder_decoder`); not the same code path." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Separate models (`vision_text_dual_encoder` vs `univnet`); no shared concrete code-path issue." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated implementations; no overlapping bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations with similar refactoring intent only." + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); only the output-tracing refactor pattern matches." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba` touch different subsystems and fixes." + "reason": "Different architectures and files; not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; same tracing helper, not the same underlying change." + "reason": "`vision_text_dual_encoder` vs `depth_anything` are separate code paths; same refactor language, not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate models; similar refactor pattern only." + "reason": "`univnet` and `upernet` are different model implementations; no shared concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths (`univnet` vs `mamba/falcon_mamba`); not mergeable as one PR." + "reason": "Different model families (`univnet` vs `mamba/falcon_mamba`); not mergeable as the same PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are unrelated model implementations." + "reason": "Different models (`univnet` vs `depth_anything/prompt_depth_anything`); same broad refactor theme only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`upernet` vs `rwkv`); shared helper migration only." + "reason": "Different model families (`upernet` vs `rwkv`); no shared code-path bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` are distinct code paths with different tracing behavior." + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated implementations; same subsystem wording is too broad." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated models; not the same fix." + "reason": "Different model code paths (`mamba/falcon_mamba` vs `superpoint`); no evidence of the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` are different model families and code paths." + "reason": "`mamba/falcon_mamba` and `codegen` are distinct implementations; same output-tracing theme is not enough." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated implementations; only the refactor theme matches." + "reason": "Different model families (`timm_backbone` vs `codegen`); not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`univnet` vs `codegen`); not the same underlying bug/change." + "reason": "`univnet` and `codegen` are unrelated code paths; same refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are separate code paths; same helper adoption only." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model files and behaviors; not one concrete fix." + "reason": "`upernet` and `codegen` are different implementations; no duplicate evidence." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model code paths; analogous refactor, not duplicate." + "reason": "`depth_anything` vs `vision_encoder_decoder` are different model families; they are parallel refactors, not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different wrappers and files; same output-tracing pattern only." + "reason": "`depth_anything` and `speech_encoder_decoder` do not share a concrete code path or bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint` are unrelated models." + "reason": "`depth_anything` vs `superpoint`; different model implementations and output handling." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are separate implementations with different mechanics." + "reason": "`depth_anything` and `rwkv` are separate code paths; same naming pattern is not a duplicate signal." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; not the same concrete change." + "reason": "`depth_anything` vs `dpr`; unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated implementations; no common concrete bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are sibling wrappers, but still separate files/code paths; not a duplicate fix." + "reason": "Vision and speech encoder-decoder wrappers are analogous but separate code paths; not a duplicate PR." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); same refactor style only." + "reason": "`vision_encoder_decoder` vs `superpoint`; different models and different output behavior." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are different concrete implementations." + "reason": "`vision_encoder_decoder` and `dpr` are distinct implementations; same refactor style only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths; not mergeable as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths (`speech_encoder_decoder` vs `rwkv`)." + "reason": "`speech_encoder_decoder` vs `rwkv`; separate model families and separate output plumbing." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate model families and files; not mergeable as one PR." + "reason": "`speech_encoder_decoder` and `dpr` are different implementations; no duplicate evidence." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated implementations." + "reason": "`superpoint` and `rwkv` are unrelated model code paths; same refactor theme is too broad." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths (`superpoint` vs `dpr`); only the helper refactor is shared." + "reason": "`superpoint` and `dpr` are different models with different output handling." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different model families; not the same underlying bug/change." + "reason": "`rwkv` and `dpr` are distinct implementations; not the same underlying bug or change." } ] }, @@ -18504,7 +18602,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "8bae6a0a97fee7fa9585b810ee880ac66ca3ca487de4eb9d13709526cb7ce728", + "prepared_review_unit_hash": "d26f93017d1948c51ff7fc42720dcd314654560ffa06a3cdcb5acac4132e272f", "component_budget": { "node_count": 3, "item_count": 3, @@ -18526,30 +18624,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-addition work with similar Transformers boilerplate, but they implement three different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The overlap is broad infrastructure and docs, not the same underlying change, so none should be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS). They share boilerplate integration files, but they do not fix the same underlying code or implement the same change, so none should be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each pull request adds a different model and code path, so they are not duplicates of one another.", + "canonical_pr_reason": "No canonical PR for duplication: the PRs target different models and different implementation paths, despite overlapping Transformers integration scaffolding.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication purposes; the shared files reflect standard model-registration scaffolding rather than one common fix or feature.", + "best_pr_reason": "PR 45075 is the strongest standalone representative only because it is the most developed non-draft model-addition PR with broad implementation and review activity; it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Both add new model integrations, but for different models (PenguinVL vs Voxtral TTS) with different implementations and tests. Shared auto/docs registration is generic scaffolding, not the same underlying change." + "reason": "Different models and different feature domains: PenguinVL is a vision-language model implementation, while Voxtral-TTS is a text-to-speech model. Shared auto/docs plumbing is generic scaffolding, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model additions. The overlap in registration/docs files is expected for new model support and does not indicate one concrete bug or feature." + "reason": "Both add unrelated model implementations. PenguinVL and DeepSeek-OCR-2 have different architectures, files, and conversion/processing logic; the overlap is only common Transformers registration and docs." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS target different model families and different functionality. They share Transformers plumbing files, but they would not plausibly be merged as one PR fixing the same code-path problem." + "reason": "DeepSeek-OCR-2 and Voxtral-TTS are distinct model families with different code paths and asset types. Similar repo integration files do not make them the same bug or change." } ] }, @@ -18579,12 +18677,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "dc4db01d63ddde9a0a638ae68e1df7845ecbff4a91d9090af3727df360aec968", + "prepared_review_unit_hash": "a9c0d405a529015eaf893c8a845cf9d498d51eb16401e4b07768d985804e7f37", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18592,7 +18690,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18601,18 +18699,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the same general fusion effort, but they are not duplicates: #44979 introduces a standalone Module Fusion API and tests, while #45363 wires kernel-config-driven n-to-1 fusion into model loading and integrations, plus an example. Different scopes and code paths.", - "confidence": 0.92, + "summary": "These PRs are related by the general theme of fusion, but they are not the same change: one introduces a generic Module Fusion API, while the other implements KernelConfig-driven n-to-1 kernel fusion and example wiring. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the broader, more user-facing feature PR and appears to build on fusion concepts across multiple files; #44979 is a lower-level API foundation.", + "canonical_pr_reason": "No single canonical PR for a duplicate set here: PR #44979 is core module-fusion infrastructure, while PR #45363 is a separate KernelConfig-based fusion integration built around different files and behavior.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative of the cluster because it spans the actual end-user kernel fusion workflow, not just the underlying API layer.", + "best_pr_reason": "PR #45363 is the better representative of the cluster\u2019s practical fusion work because it touches the main integration path (modeling_utils, integrations, kernel_config) and shows an end-to-end use case.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related but not the same concrete change: one adds the module fusion API, the other implements KernelConfig-based n-to-1 fusion integration and an example. They would not be merged as one PR without conflating distinct layers." + "reason": "Different levels of abstraction: #44979 adds a new generic Module Fusion API and tests, while #45363 adds KernelConfig-based n-to-1 kernel fusion plus example/integration changes. They are related, but not the same underlying bug or mergeable change." } ] }, @@ -18642,12 +18740,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "65b5055f83e5add8a70e63f4cf9e72a0344f8b831a038851ab7938d143f72908", + "prepared_review_unit_hash": "d396ad27da3d786672935261ec4c166966960fc984065f38e7565889dceffb3b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -18655,7 +18753,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -18664,18 +18762,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it adds tests.", - "confidence": 0.97, + "summary": "Both PRs patch the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; one adds tests, but the underlying fix is identical.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and also includes test coverage, making it the more complete representation of the change.", + "canonical_pr_reason": "PR #45317 is the better canonical representative because it contains the same fix plus test coverage, making it the more complete version of the duplicate change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest standalone PR: same concrete bug fix, plus tests, so it best represents the underlying change for triage.", + "best_pr_reason": "PR #45317 is the strongest standalone PR here: it fixes the same concrete bug as #45086 and additionally validates the behavior with tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same code-path bug in `_patch_mistral_regex`, same explicit issue target, and the diff is effectively identical aside from added tests; these are duplicative PRs that could be merged into one change." + "reason": "Same code-path bug in _patch_mistral_regex, same target issue, same file, and the second PR is a test-backed superset of the first; these could plausibly be merged into one PR." } ] }, @@ -18705,7 +18803,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "96d18958e03069d956cf2142fbceb72bff8a5fa9ee251b3303f907bc5b02424b", + "prepared_review_unit_hash": "46764964d18d0434770ca1f88c5c89b31f6ec7f9070e593b0bd9761ed4b0df50", "component_budget": { "node_count": 2, "item_count": 2, @@ -18727,18 +18825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they target different changes: #45115 is a conversion-mapping/refactor PR for NemotronH naming and inheritance, while #45569 is a broader architecture update that splits NemotronH into dense/sparse variants with docs, auto-mapping, and tests. They overlap in files, but not in the same concrete fix.", - "confidence": 0.87, + "summary": "Two related NemotronH PRs, but they address different layers: one is a checkpoint conversion/rename refactor, the other is a broader model-family split into NemotronH dense/sparse variants with docs/tests. Not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates auto mappings, documentation, and tests, so it best captures the main refactor direction of the cluster.", + "canonical_pr_reason": "PR 45569 is the more comprehensive, user-facing NemotronH change: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR 45115 is narrower and mainly adjusts conversion mapping and inheritance plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best single representative because it covers the larger end-state model reorganization, whereas #45115 is a narrower supporting refactor around conversion mappings and class naming.", + "best_pr_reason": "PR 45569 is the best representative of the cluster because it encompasses the larger architectural refactor and associated documentation/test updates, making it the more canonical standalone change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: they share NemotronH files, but #45115 is about checkpoint/conversion renaming and GraniteMoeHybrid-style inheritance, while #45569 is a broader split into nemotron_h_dense/nemotron_h_sparse with docs and tests. Different concrete changes, not one mergeable PR." + "reason": "They share NemotronH files, but 45115 is about conversion key renaming and modular inheritance plumbing, while 45569 introduces the dense/sparse model split and broader API/docs/test changes. Different concrete changes, not one mergeable fix." } ] }, @@ -18768,7 +18866,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "8439aaed710fe5566579586317a744fe46e9e49503da8ed906f78991061ed2d5", + "prepared_review_unit_hash": "428f74f71df610271d04a29785ada60802bedce4eb22ac7cabfb52898c445fee", "component_budget": { "node_count": 2, "item_count": 2, @@ -18790,18 +18888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer configuration support, while the other adds heterogeneous model/runtime support built on top of that config machinery. They share infrastructure files, but they are different changesets and could reasonably be merged separately.", - "confidence": 0.86, + "summary": "These are related foundation PRs for heterogeneous-layer support, but they target different parts of the stack: one adds per-layer config plumbing, the other adds model/runtime support. They share infra files, yet they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader, more central integration patch for heterogeneous support and touches both config and modeling paths.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it covers the broader model/runtime side of heterogeneous support, including cache and modeling-path changes, rather than only the config plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest single representative of the cluster since it spans the larger end-to-end heterogeneous model support work and has the wider impact.", + "best_pr_reason": "PR #45332 is the strongest single representative of the cluster because it addresses the primary code-path behavior change, not just the config API surface.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related infrastructure, but not the same underlying change: #45333 focuses on per-layer config support, while #45332 implements heterogeneous model/runtime behavior. They could be split into separate PRs and are not duplicates." + "reason": "Shared heterogeneity infrastructure and config files, but one PR is about per-layer config support while the other adds model/runtime support. They are adjacent work, not the same concrete fix/change, and would not plausibly be merged as one PR." } ] }, @@ -18831,7 +18929,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "0bfbe8f8674ce6b9b69ee3d33bb4a3f8af66dcbcb80ae42e95dd0e239d26a163", + "prepared_review_unit_hash": "18d6f5a0517e7c4df2916098ac0aeaa87d92132df856111cc9f3efc359a1ad1a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18853,18 +18951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different changes: PR 45415 is a broad type-checking sweep/config cleanup across many files, while PR 45425 adds new typing protocols/aliases and targeted modeling utils support. They are not the same underlying fix and would not plausibly be merged as one PR.", - "confidence": 0.89, + "summary": "Both items are typing-related open PRs in transformers, but they are not the same change: #45415 is a broad type-checking sweep across many files plus pyproject type-ignore config, while #45425 adds specific typing helper protocols and targeted annotation fixes. Shared filenames look incidental, not duplicate-level overlap.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, code-level typing change; PR 45415 is a broader repository-wide type-checking sweep and config adjustment.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it introduces concrete typing abstractions used by runtime code, whereas PR 45415 is mostly enabling/cleaning type checking across many files.", + "best_pr_reason": "No clear duplicate canonical PR: #45425 is the more focused, self-contained typing change, but #45415 is a much broader type-checking cleanup and they address different work.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Same broad area (typing), but different underlying changes: one is a large type-checking sweep/config relaxation, the other adds new typing protocols and helpers. Not the same bug or fix path." + "reason": "Different scope and likely different merge intent: #45415 is a repo-wide typing sweep, while #45425 adds specific protocol/type aliases and targeted fixes. Shared files are not enough to make them the same underlying change." } ] }, @@ -18896,7 +18994,7 @@ "pull_request:45487|pull_request:45843", "pull_request:45817|pull_request:45843" ], - "prepared_review_unit_hash": "6a0dd8435d73c0ff795768540c625ac35ab3e6926d3b929fc47c671c99ee5377", + "prepared_review_unit_hash": "7c6154f90b59bd85c4ca9b284df7a86bf80902ef524f772611000f2ac76cf4d7", "component_budget": { "node_count": 3, "item_count": 3, @@ -18918,24 +19016,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-parallel fix PRs for different models, not duplicates of the same change. The shared theme is broad, but each patch addresses a model-specific code path.", - "confidence": 0.88, + "summary": "These are three separate model-parallel bugfix PRs across different model families. They share a broad theme, but they do not look like the same underlying change or the same concrete code-path bug.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45817 is the clearest representative: a focused Gemma4 model-parallel fix with concrete device-placement/no-split-module changes and substantial review activity.", + "canonical_pr_reason": "PR 45817 is the best representative of the cluster because it contains a clear, self-contained model-parallel fix in Gemma4 and directly addresses the missing device/splitting logic with tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45817 is the best overall representative because it is self-contained, clearly scoped, and directly fixes a concrete model-parallel bug rather than bundling multiple model-specific tweaks.", + "best_pr_reason": "PR 45817 is the strongest standalone candidate: it fixes a concrete model-parallel failure mode and is more substantial/central than the other two, which are narrower model-specific adjustments.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but for different architectures and different code paths (AltCLIP/ChineseCLIP vs Deimv2). Same broad theme, not the same underlying bug." + "reason": "Both are model-parallel related, but they fix different problems in different architectures: AltCLIP/Chinese-CLIP device placement for token type ids vs. Deimv2 backbone no_split module propagation. Same broad theme, not the same bug or mergeable change." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 and Deimv2 have distinct model-parallel implementations and fixes; the patches are not plausibly mergeable as one change." + "reason": "Gemma4 fixes a missing no_split module and device handling in one model; Deimv2 propagates no_split_modules from an embedded backbone. Different code paths and different failure modes, so they should not be merged." } ] }, @@ -18965,7 +19063,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f0eb19616603f98abd7acba26d9e7a15e608dc423d049e4aa5869ce104e0de23", + "prepared_review_unit_hash": "b6dd1c058da986934ff33039a07763359d56da16a5ff3948f587414bd4e46fc4", "component_budget": { "node_count": 2, "item_count": 2, @@ -18987,18 +19085,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to expert parallelism loading, but they fix different failure modes and code paths: one is about preserving/discovering EP config during Accelerate + ZeRO-3 loading, the other about preventing expert params from being overwritten during FSDP2/rank-0 broadcast. Not duplicates.", - "confidence": 0.95, + "summary": "Both PRs are about expert parallelism, but they fix different bugs in different loading paths: one preserves distributed_config/has_ep for ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2 loading.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the patches target distinct code paths and different distributed backends, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "45662 is the more concrete fix for a specific loading bug in the model-loading path, with direct code changes to post-shard wrapping and related EP handling.", + "best_pr_reason": "PR #45662 is the broader and more central expert-loading fix, with changes in the actual shard/broadcast path; PR #45548 is a separate config/serialization fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and fixes: serialization/config handling for Accelerate + ZeRO-3 vs. param overwrite during FSDP2 broadcast. Shared subsystem alone is not enough to merge them." + "reason": "They address different failure modes and backends (ZeRO-3 loading vs FSDP2 rank-0 overwrite). Shared EP/modeling_utils overlap is too broad to merge as one PR." } ] }, @@ -19028,40 +19126,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "aee4c1b5f3bfa37728258a5d0f9271a87a2beae1c4e67b2a0b48777feb1bc9c0", + "prepared_review_unit_hash": "552e92ac99919adcd10c581683cd4ed1e794a5211923ff4058140f7f080cc7ba", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4588, - "estimated_input_tokens": 1147, - "estimated_eval_tokens": 2550 + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem tied to issue #45561. PR #45645 is the broader, more complete fix and likely subsumes #45639\u2019s library-side change.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #45561 is the shared explicit target for both PRs and appears to be the single underlying bug they address: xdist-safe handling of captured_info debug artifacts.", - "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the testing_utils fix plus CI workflow changes to aggregate multiple captured_info files, making it the more complete end-to-end solution.", - "best_issue_reason": "The issue is a clear shared tracker for the same bug, so it is suitable as the canonical issue for both PRs.", - "best_pr_reason": "PR #45645 is the strongest representative because it covers both the code-path fix and the artifact-consumption path in CI, whereas #45639 is only the smaller library-side portion.", + "summary": "Both PRs target the same xdist/captured_info problem in the Transformers testing utilities. PR 45645 is the broader, more complete change: it includes the xdist-safe log-file fix plus CI workflow handling for multiple captured_info files, so it is the better canonical PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more comprehensive fix for the same captured_info/xdist collision issue, adding both the core code-path change and CI log collection updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it covers the underlying bug and the downstream CI artifact handling needed to preserve debug logs under xdist.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision bug for captured_info artifacts; #45645 appears to extend and subsume the fix in #45639, so they are duplicate/superset candidates." + "reason": "Both PRs address the same captured_info xdist collision in testing_utils; 45645 expands the same fix with workflow updates, so they are the same underlying change and could plausibly be merged into one PR." } ] }, @@ -19220,12 +19318,12 @@ "soft_pairs": [ "pull_request:45858|pull_request:45890" ], - "prepared_review_unit_hash": "a15a8f282ec0e52451b9175c8339db12bc4921033323952d4470bd258c1ea078", + "prepared_review_unit_hash": "fcb1872a8dc85cf7d7395e2097a65bcf0ecc0cc1252740ab62ef3014d27c2f32", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4139, + "serialized_chars": 4140, "estimated_input_tokens": 1035, "estimated_eval_tokens": 2326 }, @@ -19233,7 +19331,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4139, + "serialized_chars": 4140, "estimated_input_tokens": 1035, "estimated_eval_tokens": 2326 }, @@ -19242,18 +19340,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are model-specific test expectation updates for XPU, but they target different models and different test files, so they are not duplicates of the same underlying change.", + "summary": "Two open PRs both add XPU test expectations, but they target different model test files and different model-specific outputs. They share a theme, not the same underlying change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are in different model test suites (hy_v3 vs exaone4_5) and update different expected values/code paths, so they are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #45890 is the better representative because it adds an XPU-specific deterministic guard plus expectations in a self-contained model test; #45858 is similarly scoped but for a different model, so neither subsumes the other.", + "best_pr_reason": "PR 45890 is the slightly stronger standalone representative because it includes an XPU determinism guard and a more complete test update, but it is still not a duplicate of 45858.", "soft_edge_verdicts": [ { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Different model families and different test files; both are XPU expectation updates, but they do not fix the same code-path problem and would not plausibly be merged into one PR." + "reason": "Same broad theme of adding XPU expectations, but they modify different model tests with different expected tensors and no shared code path; not mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 05e9c9fde8e4e1e32e1c3f3eddafb58d6c4d2d1f..c73e169bbf403accdda1e3a53f53e7f7ad398cc4 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260511t180035z", + "analysis_id": "hybrid-model-20260512t000156z", "archived_artifacts": { - "hybrid": "snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260511T180035Z/analysis-runs/hybrid-model-20260511t180035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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238.886 + } +} diff --git a/snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..fe42aacf7b4c8c02fe6b5642f92ae9316c6ef26d --- /dev/null +++ b/snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19366 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260512T000156Z", + "generated_at": "2026-05-12T00:10:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "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": "0247d225baa8ae2f900d28338e3ef4363fbeb0a3a9116e002b07433cdd9e21d5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not true duplicates; the only overlap is loose model/loading vocabulary. #16618 is the broadest model-loading report, while #13244 is about Tapas tokenization and #15980 is about an authentication/download error message.", + "confidence": 0.88, + "canonical_issue_reason": "#16618 is the best representative only by breadth: it is the most general model-loading complaint in the set. The other two concern different problems (tokenization behavior and a private-model download error).", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most central issue to this small cluster because its title is the broadest and closest to the shared model-loading theme, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different bug from failing to load bert-base-uncased; they involve different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A bad private-model download/auth error is unrelated to a generic inability to load bert-base-uncased; same general area, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45874", + "issue:45901" + ], + "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:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "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:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43541|issue:43716", + "issue:43716|issue:45685", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "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:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800" + ], + "prepared_review_unit_hash": "2ecaa8227c51b7f47704676efc4c8fd222de2f807ceba903a08693bd121ba6f1", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 63, + "serialized_chars": 45922, + "estimated_input_tokens": 11481, + "estimated_eval_tokens": 23218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues are mixed together here: model-specific runtime errors, docs cleanup, and a small DeepSpeed ZeRO-3 duplicate cluster. The only clear duplicate set is the repeated \"index 0 is out of bounds for dimension 0 with size 0\" failure during ZeRO-3 init/load on Bert/Gemma3 variants.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3 empty-tensor index-out-of-bounds bug; it states the core failure plainly and matches the duplicate cluster around the same error signature.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue representative because it captures the shared concrete failure mode most clearly and is central to the only true duplicate cluster in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config field vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/hardware problems; AMD GPU failure is not the same as an MPS int histogram error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are model-specific, but the error signatures and code paths differ (dtype mismatch vs AMD GPU crash)." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is a different bug from the AMD GPU execution failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/runtime issues in different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model and failure mode; no shared underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems: ONNX export vs device-map CUDA assert." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they reference different removed features and likely separate edits." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import breakage." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both mention shape/device issues, but the concrete failure modes and models differ." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Generic index/mask errors, but not the same concrete bug or repro." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are index-style errors, but one is ZeRO-3 empty-tensor init and the other is a mask/tensor mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure types; no clear duplicate relationship." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask/tensor shape mismatch is distinct from the SFT input-embedding unpacking issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the errors and affected paths differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds-on-empty-tensor failure; both are the same concrete bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA save/load mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime problems with no shared code path." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but the failing mechanisms are different (checkpointing/FSDP vs mask indexing)." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training weight-dimension error is unrelated to the collective mismatch." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert init failure is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing shape mismatch and custom compute_loss signature break are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and unrelated failures." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Model dtype mismatch and invalid-method call are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is device placement and the other is reverse embedding lookup cost; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS TP failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3-8B NVFP4 error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed/runtime failures with no common underlying issue." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "SFT embedding unpacking and GPT-OSS TP failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing failure and image-preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/runtime issues; no duplicate evidence." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct dtype/runtime errors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid-method model bug is unrelated to the MPS histogram int limitation." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different symptoms and model families." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error is unrelated to SFT embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to the trainer embedding bug." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds-on-size-0 failure, just on different models." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they reference different removed docs topics and are not the same change." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 is unrelated to the Qwen3-vl StopIteration video bug." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Trainer embedding handling and MPS int histogram are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy call and autocast dtype mismatch do not share the same underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Checkpointing/FSDP shape mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different bugs: Liger Kernel cross_entropy vs mask/tensor shape mismatch." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds failure; same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs note and run-command docs note are separate documentation issues." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Missing Gemma3 config field and Qwen3 device-map assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU model failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint-loading failure are different problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different sliding-window-related errors." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both mention index/shape errors, but the concrete bug and stack context differ." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 empty-tensor bug is unrelated to torch/transformers version incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The ZeRO-3 out-of-bounds cluster is the only clearly supported duplicate set, and the accepted pairs are well supported by the issue titles and shared error signature." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:45859|issue:45902", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44360|issue:44512" + ], + "prepared_review_unit_hash": "39333065425eb3dece56489ecd54ce0084ad175b4b86bf1e222ca600e42cfbb6", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37854, + "estimated_input_tokens": 9464, + "estimated_eval_tokens": 19184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous bug reports across unrelated model families and regressions. No soft-edge pair is a strong duplicate match from titles alone; the broad open remote_code regression is the best umbrella issue, but not a clear duplicate target for the rest.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45020 is the broadest open report in the set and best fits as an umbrella for recent-version regressions affecting remote_code/custom-model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative and actionable issue: it is open, broadly scoped, and central to a class of version-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5-MoE rotary-embedding bugs, but one is about CPU offload compatibility and the other about uninitialized memory after meta->to_empty materialization; these look like different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated symptoms and subsystems: incorrect detokenization in v5 vs a table-question-answering crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different surfaces and failures: chat crash vs streaming chat/completions API failure; not enough evidence of one underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error and a table QA crash are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different model bugs: untied lm_head weights in Mistral3 vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 vLLM attribute regression and Gemma4 device-mismatch are different issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference on Qwen3.5 and an MPS histogram kernel error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure is unrelated to the MPS Int histogram error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype-related problems, but they involve different models and code paths; not clearly the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compilation error do not match." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape errors, but one is a mask-vs-tensor mismatch and the other is a zero-size index error during Gemma3 + ZeRO-3 loading; too different to merge." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-architecture issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and a pydantic PretrainedConfig field breakage are related only at a very high level, not as the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights translation-model issues are distinct." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral tracing failure and GPT-OSS MoE tensor-parallel issues are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument regression is unrelated to the PretrainedConfig pydantic issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "A broad remote_code regression and a specific torch-version incompatibility are not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and the pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup error are separate runtime bugs." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are deepspeed/shape-index failures, but the symptoms and models differ enough that they are not clearly one bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a text-embedding quality complaint and the other is a nonsensical AutoModel/pipeline result; not enough evidence they are the same underlying defect." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection and a torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are different model-specific reports." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking with TRL SFT are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and TRL input-embedding unpacking failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-module loading, but one is a leaf-directory cache collision for local models and the other is wrong-module loading after save_pretrained; too little evidence they are the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 and translation-model tied-weight issues are not the same concrete problem." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom model initialization in notebooks and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Qwen3.5 linear_attention crash and translation tied-weights regressions are different subsystems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and removed docs run-command mention 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": 2, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45701", + "issue:45800", + "issue:45859" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43866|issue:44403", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:42491|issue:44368" + ], + "prepared_review_unit_hash": "9e4f5a7396fda3b245c23cf8ad19a0b8819a0b942562d7ef80bb68f0634f0e66", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "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 mostly a mix of unrelated Transformers/model regressions. The only clearly duplicated pocket is the non-persistent-buffer corruption reports; the SigLIP2-related edges are too weak to merge on titles alone.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s main regression theme: recent Transformers versions breaking model loading/remote-code flows. It is best as an umbrella anchor, but not a true duplicate of the more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is current, broad, and representative of the version-regression class present here. It should serve as the cluster\u2019s umbrella rather than a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both are loading/fallback problems, but they are different concrete failures and model paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading trouble vs tied-weights translation-model issues; same broad area, different bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights behavior." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and stale docs for a removed command are separate documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different code paths; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different symptoms and targets: detokenization regression vs load/runtime error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 fills/corrupts non-persistent buffers with junk during loading." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated bugs in different models; no shared concrete code path." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code/version regressions, but one is a specific AutoConfig field issue while the other is a broad umbrella report." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example error and the other is an embedding-quality discrepancy." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention precision/dtype symptoms, but the concrete failures differ." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss API mismatch vs ZeRO-3 Gemma3 loading failure; different stack and issue." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint vs generic loading noise; related category, not duplicate." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/Transformers incompatibility are distinct problems." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/quantization compatibility errors with different missing symbols/storages." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Same broad model family, but the titles point to a quality/discrepancy theme, not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but unexpected zero probabilities and worse embeddings are not the same bug from the available evidence." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral vs Molmo tied-weights attribute error." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures with different code paths and symptoms." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems with different models and failure modes." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Ineffective gradient checkpointing in PEFT LoRA is not the same as higher CUDA reserved memory under int4 quantization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "The SigLIP2 titles suggest a shared family and discrepancy theme, but not enough to confidently call them the same bug from titles alone." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model failing to load; related category, not duplicate." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer regression in v5; both report buffers being filled or corrupted with junk on load." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression vs Python 3.13 flash_attn import-utils KeyError; different code paths." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Different failures entirely: detokenization vs AMD GPU compatibility." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern memory, but one is ineffective gradient checkpointing and the other is general MoE training memory usage." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-time issues, but they involve different models and no shared bug signature." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error vs GLM5 issue; different model and code path." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Completely different model failures: glm-4v-9b load failure vs Molmo tied-weights attribute error." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/Qwen3.5 and LoRA, but one is cross-version model incompatibility and the other is a warning about tie_word_embeddings." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The non-persistent-buffer pair is well grounded, but the SigLIP2 verdict is a bit too strong for the packet evidence. The titles support a shared model family and a similar quality/discrepancy theme, but not enough to confidently call it the same bug/duplicate from titles alone. That makes the soft-edge handling not fully conservative, so I\u2019d reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45759", + "issue:45823", + "issue:45902" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43950|issue:45902", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:45759|issue:45902", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531" + ], + "prepared_review_unit_hash": "592171e140520192157b2e20e0593819de6f0cc79dadedfe1973ce8b7021f537", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38553, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains several unrelated bug families. I found a few genuine duplicate-like pairs (docs cleanup, mask-shape IndexError, bitsandbytes/init_empty_weights TypeError, Whisper audio feature extraction, and Qwen video-input regression), but most soft edges are false positives.", + "confidence": 0.87, + "canonical_issue_reason": "No single issue cleanly represents the whole mixed cluster; if an anchor is required, issue 43872 is the cleanest concrete bug report because 44291 is the same _is_hf_initialized/init_empty_weights regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43872 is the best representative among the duplicate-like candidates: it is a specific, actionable bug with a near-identical follow-up report in 44291.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS histogram/int dtype issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Unrelated: missing Qwen2.5-VL class import vs bitsandbytes _is_hf_initialized TypeError." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Different bug families: remote_code breakage vs Gemma4 device placement during forward." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping lookup bug is not the same as the remote_code regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn2 fallback gating; no shared code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:45823", + "accept": false, + "reason": "Docs cleanup vs runtime device mismatch; not the same issue." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi tokenizer codec/regex issues are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex crash is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both say removed text2text/summarization/translation pipeline tasks are still referenced." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch buffer/materialization, but these are not the same concrete bug or fix path." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Unrelated model-weight tying bug vs non-persistent buffer corruption regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model load key error vs flash-attn2 fallback gating; no duplicate signal." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different symptoms: Qwen3 MoE loading vs Ovis2 checkpoint corruption." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to remote_code loading regressions." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 empty-index error vs Gemma4 device mismatch; different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same Whisper audio-feature path: 44220 names _torch_extract_fbank_features(), and 43792 reports Whisper-large-v2 cannot run." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same unexpected _is_hf_initialized / init_empty_weights TypeError regression, just reported from different angles." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but they affect different Qwen model families and submodules." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to the bitsandbytes _is_hf_initialized bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading problems for different architectures; not the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but the models and failure modes are different." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed appears in both, but one is missing Qwen3 MoE weights and the other is gradient averaging with GAS." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config handling vs uninitialized rotary embedding memory; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different runtime errors: trainer signature mismatch vs mask/tensor shape mismatch." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion in RLHF is unrelated to a flash_attention s_aux=None crash." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes initialization bug is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError; the titles are essentially the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading issues with no clear shared bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same Qwen video-input regression family; 44560 is a specific StopIteration symptom of the 5.3.0 video-input breakage." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation bug are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support request vs autocast dtype mismatch; different issues." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is a different path from the device_map=\"auto\" device mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo token/embedding leak is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are well supported by the titles, especially the exact/near-exact duplicates (43827/44509, 43872/44291, 41093/44805, 44479/44560) and the Whisper/audio-feature pair. The rejected edges also read as cautious and consistent with the packet. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45488", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:45488|issue:45812", + "issue:45313|issue:45357", + "issue:42491|issue:43720", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45276", + "issue:43257|issue:43854", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:42491|issue:43931" + ], + "prepared_review_unit_hash": "56060f236db5ebb00331421c14fc2d952af44a0794ae22e64532f2cb89de1d2f", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37807, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous overall, with several small duplicate subclusters rather than one unified bug. The clearest duplicate themes are the non-persistent-buffer regression, the SigLIP2 bad-output reports, and the two BERT model-loading failures.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the best issue anchor: it is concrete, regression-focused, and has a near-identical duplicate in 44534 about the same non-persistent-buffer corruption.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the strongest representative issue because it states the bug crisply, maps to an exact duplicate, and is more general than the other issue titles in that subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-loading failures, but one is a non-persistent-buffer regression and the other is a Kosmos2.5 OCR index error; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths and symptoms: Bamba torch.compile/SDPA versus Qwen3.5 flash-attention illegal memory access." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL video StopIteration versus MPS histogram support for Int tensors in MoE." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different regressions: missing Qwen2.5-VL import versus meta-device model loading breakage." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers 5 breaking custom model initialization; 43645 is just the notebook-specific manifestation of the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to the meta-device loading regression." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are distinct issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3D parallel script failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5, but one is video inference and the other is TRL SFT embedding unpacking; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Qwen3MoE FP8 issue." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping registration failure and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model producing wrong/degenerate outputs for the same checkpoint, so they look like duplicate reports of one regression." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and models: video StopIteration versus mask-shape IndexError." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they affect different models and don\u2019t clearly point to one concrete duplicate bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert index error and TOKENIZER_MAPPING_NAMES add-new-model-like failure are different problems." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert Zero3 index error is not the same as the tokenizer-mapping registration issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping registration and tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload load failure is not the same as Strix Halo mmap OOM." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption regression, phrased with slightly different titles." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The SigLIP2 bad-output bug is different from the documentation-example mismatch/quantization failure report." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention issues are separate model-specific bugs." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenization code paths and different model families." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 loading of language_model weights and incorrect visual encoder save_pretrained keys are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3MoE LoRA incompatibility and BitNet packed-weight loading are different model-loading issues." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same model-loading regression for closely related BERT checkpoints, with the same failure mode after the version change." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-mapping CUDA assert and Qwen3MoE FP8 failure are distinct issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume max_steps calculation and SGD args not being used are unrelated trainer/optimizer bugs." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3MoE LoRA loading and Gemma4 embedding resize behavior are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed loading is different from the GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "The documentation-example bug is not the same as the SigLIP2 bad-output regression." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3MoE HF4\u2192HF5 LoRA incompatibility and Qwen3-VL weight-shape mismatch are different model-loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays mostly conservative. The duplicate subclusters called out are supported by the titles and similarity scores, and the conservative false verdicts look reasonable. The accepted soft edges are not obviously overstated from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44743|issue:44960", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:45663|issue:45902", + "issue:44164|issue:44756", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "69de8c5be2e0044beb14a0e30a85500ac350ff5636a03cfdb41f13f70730a7dc", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38087, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports across different models/features. The only clear duplicate cluster is the `resize_token_embeddings` regression affecting model-specific embeddings/output embeddings (Gemma4, T5Gemma, and the generic report).", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the most general formulation of the `resize_token_embeddings` bug and cleanly subsumes the Gemma4/T5Gemma variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest canonical representative because it describes the shared model-agnostic failure mode rather than a single architecture-specific instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: MoE training memory usage vs quantization/offloading behavior." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they involve different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated regressions: junk non-persistent buffers vs custom model initialization in notebooks." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/runtime failures: Qwen chat crash vs Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different quantization-related symptoms and code paths; one is training memory use, the other int4 OOM." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention bugs with different triggering conditions and failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA checkpoint compatibility is not the same bug as `resize_token_embeddings` not updating outputs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same `resize_token_embeddings` propagation bug affecting model-specific input/output embeddings; one fix could plausibly cover both." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom (`lm_head` not tied) but different model classes and not clearly the same code-path bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different serialization/loading failures: `extra_state` handling vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated: device-map CUDA assert vs batched inference token/embedding leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both concern tokenizer vocab issues, but they are different models and different failure mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Doc-example errors are not the same as the GLM5 model-loading issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is distinct from meta-device loading bugs." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: PEFT gradient checkpointing vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both relate to quantization, but one is offloading not working and the other is reserved-memory/OOM behavior." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different model families and failure modes; sparse-layer construction is unrelated to Gemma4 FSDP2 shared KV state." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "FSDP2 attention state bug is unrelated to composite config unwrapping in `from_config`." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: per-layer shared KV reconstruction vs CPU offload incompatibility in rotary embedding." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init arg during meta loading is unrelated to disabling mmap to avoid OOM." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different forward-pass bugs in different models; not the same underlying defect." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory problems with different causes; not a duplicate." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions affecting different models and APIs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantization formats, but the models and failure modes differ." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing in PEFT is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading bugs are unrelated to mmap/OOM issues." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5 code is unrelated to the GLM5 issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Save permissions propagation and wrong-module loading are different save/load bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "45292 is the generic version of the same `resize_token_embeddings` bug; 45276 is a model-specific manifestation." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to Qwen3.5 SDPA/math-fallback gradient explosion." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Shared-KV-state rebuild bug is not the same as uninitialized `inv_freq` after `to_empty(cuda)`." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Custom `extra_state` serialization and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization failures are unrelated to Trainer `resume_from_checkpoint` step \u0570\u0561\u0577\u057eculation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The `resize_token_embeddings` cluster (45276/45335/45292) is a plausible single bugfix/PR group, and the other pair verdicts do not overclaim duplicate status based on titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45005", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45902" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43257|issue:44863", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:43994|issue:44079", + "issue:44479|issue:44805", + "issue:39404|issue:44671", + "issue:45005|issue:45902", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:44671|issue:44991", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "0b8f6d645ec7db48ca073804cd7ed9b4d9d95684d42421c75475b86e5318b7e2", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37610, + "estimated_input_tokens": 9403, + "estimated_eval_tokens": 19062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many separate loading/runtime regressions that only share broad Transformers-v5 similarity. I\u2019d keep most items separate; the only clear duplicate-like pair is the resize_token_embeddings regression on output/decoder embeddings.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the mixed set because it targets a concrete Transformers 5.0 model-loading regression. That said, the cluster is too diverse for a strong true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best umbrella issue for the cluster\u2019s dominant theme of v5 loading breakage, but it should be treated as a loose representative rather than a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5-era loading regressions, but one is a video-input regression and the other is strict config loading; different code paths and fixes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both mention attention/forward crashes, but the bugs are unrelated: sink-less flash attention vs Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate resized weights to downstream embedding modules. One report is generic, the other is the T5Gemma decoder.embed_tokens case." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for different architectures and failure modes: Qwen3 MoE conversion under accelerate/deepspeed vs NemotronH checkpoint compatibility." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "One is custom model initialization in notebooks, the other is save/from_pretrained handling of extra_state; related only at a very high level." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they point to different models and likely different causes; not the same concrete defect." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device-related regressions, but one is autocast mismatch in Phi MoE and the other is meta-device loading breakage across some models." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility is a dependency compatibility issue, not the same bug as the Phi autocast dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline behavior and tokenization changes across versions are unrelated failures." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are separate environment/runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different failures in different subsystems." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are load-time shape/compatibility errors, but they involve different model families and distinct checkpoint conversion logic." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same bug as the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix handling and the other is about defining custom models in notebooks." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch incompatibility is not the same concrete defect as the Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache invalid group type and non-template-node compile errors are unrelated implementation problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version compatibility and image preprocessor/model dtype mismatch are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is stale return_all_scores wording and the other is removed pipeline task documentation; not the same change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are different model/export bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading problems, but one is a v5 breakage for Qwen3VL MoE models and the other is a specific weight-shape mismatch on a different checkpoint." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment with None are unrelated bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression and a mask/tensor shape mismatch are different runtime failures." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM prediction errors are unrelated model-specific issues." + }, + { + "left": "issue:45005", + "right": "issue:45902", + "accept": false, + "reason": "Tied-weights translation-model regressions and Qwen3_5Moe rotary embedding uninitialized memory are distinct bugs." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage resolution and compile-node type errors do not share the same code path." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are unrelated training/evaluation issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and EMBEDDIA/est-roberta tokenizer loading failure are different defects." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same bug as Qwen3.5 input-embedding unpacking with trl SFTTrainer." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file breakage in from_pretrained are separate tokenizer/loading failures." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state serialization and AutoModelForCausalLM.from_config text_config unwrapping are different save/load code paths." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3 init IndexError and compiled flex_attention on torch>=2.9 are unrelated failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are both memory-related but not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The cluster is correctly characterized as mostly heterogeneous, and the one accepted soft pair (45292/45335) is the only clearly close duplicate-like match. The umbrella/canonical issue choice is framed as loose rather than overclaimed, which fits the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43404|issue:44466", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534" + ], + "prepared_review_unit_hash": "0326538829eb3793ad1e623cf48e91585bbe2ae57a3453891e5c1185c08fbc8c", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37696, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose collection of mostly unrelated Transformers issues. The soft-edge pairs are all different concrete bugs/regressions, so none should be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "If a single issue must represent the cluster, issue #43646 is the broadest umbrella: it is a general Transformers v5 custom-model initialization regression, while the others are narrower, unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the best single issue to anchor triage because it is the most general and representative of the v5 custom-model initialization breakage family in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different bugs: Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different load paths and failures: est-roberta tokenizer load vs Mistral regex patch backend_tokenizer crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: XLNet relative position arange device bug vs Qwen3.5Moe CPU-offload embedding issue." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated problems: save/from_pretrained extra_state handling vs Qwen video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different regressions: Apple Silicon caching_allocator_warmup TypeError vs _is_hf_initialized flag breakage." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model/loading failures: cjvt/sleng-bert load issue vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: TOKENIZER_MAPPING_NAMES add-new-model-like failure vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Different symptoms: perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization; not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-specific load failures for different repositories." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but titles point to different failures: unsupported center arg vs _torch_extract_fbank_features issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different problems: image preprocessor/model dtype mismatch vs template compilation TypeError." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different issues: missing fields with trust_remote_code AutoConfig vs Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: missing all_tied_weights_keys on Molmo vs loading cjvt/sleng-bert." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Different training issues: TrainerState token counter not updating vs Qwen2.5-VL iterable dataset multi-image finetuning failure." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Different model/config bugs: T5 tokenizer special-token conflict vs Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is non-persistent buffer junk and the other is custom model initialization breaking; not the same defect." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different runtime errors: Mixtral grouped_mm tracing failure vs non-template node compilation TypeError." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model load regressions for different checkpoints." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Different gguf-related failures: gguf_file compatibility vs Qwen2.5-GGUF loading on v5." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different bugs: Qwen3Moe FineGrainedFP8Config failure vs Qwen3.5 paged attention linear_attention crash." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden_states output issue vs still-image rope_index scaling bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different issues: device_map=auto dequantized offload failure vs Qwen2.5-GGUF load failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: tokenizer add_special_tokens conflict vs Jupyter custom model initialization breakage." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific load failures for different repositories." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights, but one is Mistral3 lm_head tying and the other is device-dependent serialization; not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: template compilation TypeError vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different issues: Molmo tied-weights attribute error vs est-roberta tokenizer load failure." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different audio/multimodal bugs: apply_chat_template sample-rate default vs MIMI encoder padding-mask inconsistency." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Different symptoms in v5: custom model initialization breakage vs non-persistent buffer junk." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor mismatches: SigLIP2 nonsensical outputs vs OmDet-Turbo 640px vs 224px processor mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: Jupyter custom model initialization vs non-persistent buffer junk in v5." + } + ] + }, + "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": 17, + "review_unit_index": 9, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:40990|issue:44811", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:41553|issue:43582", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "2ca3ce531684128684cc577d6894a3cb0e17ce9c8ea0e5e8074fd79770e4981b", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of transformer regressions, with a small tokenizer/save_pretrained subcluster. I only found two clear duplicate pairs; most other soft matches are related by theme but not the same underlying bug.", + "confidence": 0.59, + "canonical_issue_reason": "45812 is the best anchor: it is a concrete, high-impact AutoTokenizer v4\u2192v5 regression with silent wrong token IDs, which is the strongest representative of the tokenizer-loading subset.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the most representative and actionable issue in the set because it describes a broad, user-visible tokenizer regression rather than a niche model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and failure modes: Llava Next load segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading-noise report vs a specific Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/code paths: MIMI padding-mask mismatch vs DAC latent/STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 configuration failure and template-node compile error are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure vs Mistral tokenizer backend crash; different root causes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression producing incorrect checkpoints; 45357 narrows it to wrong visual-encoder keys." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check issue vs processor image-size mismatch; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: loading physical-intelligence/fast vs Mistral regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention are unrelated code paths." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head bug vs LoRA-merge-with-extended-vocab collapse; different mechanisms." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are version-related, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; not the same issue." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict vs model-loading regression; different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression vs Strix Halo mmap OOM workaround; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM-125M key error; different failures." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window issue are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Same broad Qwen video/temporal area, but 44479 is a multi-model video-input regression while 45325 is a specific still-image rope-index bug; not clearly one bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure vs missing Float8 storage type; different symptoms and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix load break vs non-persistent buffer junk; distinct regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images-per-prompt fine-tuning failure is not the same as the Qwen2.5-VL rope-index scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict vs auto device-mapping CUDA assert; different layers." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility vs noisy transformer-loading message; not the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment issue vs Gemma-4 shared_kv_states KeyError; different code paths." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different failure surfaces." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow/backend packaging, but the reported failures differ enough that they do not look like one bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one is ignoring tokenizer.json while the other is producing wrong Granite token IDs; not enough evidence of a single root cause." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": true, + "reason": "Both point to the same special-token/post-processor regression: runtime special-token changes not reflected, causing BOS/EOS insertion to fail." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention issue vs Qwen3.5 save_pretrained regression; different models and bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the verdicts are conservative. The two accepted pairs both plausibly describe the same underlying tokenizer/post-processor and save_pretrained regressions, while the remaining soft matches are appropriately rejected as only theme-level similarities rather than clearly shared bugs. The canonical anchor on 45812 is also defensible given the issue set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:41720|issue:45081", + "issue:43644|issue:44079", + "issue:43531|issue:44291", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "c0d9bb2f363883ea908eb506ee1c3293ff92ad182cdda4308a04051d026f5aee", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports. Only one soft edge looks like a true duplicate-style match: the Qwen2.5-VL position-id/rope-index bug across still-image and video inputs. Everything else is adjacent at best, but not the same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report in the cluster: it names the concrete `get_rope_index` path and the specific bad scaling behavior, making it the best representative of the shared Qwen2.5-VL position-id bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best global issue candidate because it is the most concrete, actionable, and root-cause-oriented report among the items; it also subsumes the related video-input symptom reported in issue:45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different failures: device-map/offload loading vs training-time memory inefficiency." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and float8 storage lookup error are unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch>=2.9 flex_attention compile failure is not the same as remote_code loading breakage." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training and multi-image iterable-dataset finetuning are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise and tokenizer load failure do not share the same underlying defect." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and num_labels=1 zero-loss behavior are separate classification issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 load regression and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug is not the same as Qwen2.5-VL multi-image dataset failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal regressions." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are distinct errors." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`_is_hf_initialized` init argument handling and float8 storage resolution are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are different model-specific bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is not the same as ModelOutput key handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert under auto device mapping and Mistral tokenizer regex patch failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regression classes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior does not match the init_empty_weights `_is_hf_initialized` error." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image training failure is not the same bug as Qwen2.5-VL video position_ids being wrong." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and dtype mismatch in bf16 inference are different issues." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and bf16 dtype mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base-model-prefix loading regression and custom model initialization regression are adjacent but not the same code-path bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend omission and PaddleOCR-VL load failure are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL position-id/rope-index regression in 5.3.0; one is the still-image manifestation and the other is the video-input manifestation." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Missing lm_head tie and inconsistent serialization of tied weights are related in theme but not the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id bug and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model loading breakage do not share the same root cause." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF v5 loading failure are different incompatibilities." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory growth and Sam3Video OOM are not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading regression and torch 2.4.1 vs transformers 5.8 incompatibility are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device mismatch are unrelated model-path bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative. The one accepted duplicate-style pair (45325/45381) is well supported by the titles, while the other rejections avoid overclaiming shared root cause from weak or only thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:44291|issue:44877", + "issue:43262|issue:43746", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:43317|issue:43873", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:39692|issue:40444", + "issue:43526|issue:43883", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:43881|issue:44991", + "issue:41720|issue:43322", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:42617|issue:42915", + "issue:44186|issue:45072", + "issue:43577|issue:43708" + ], + "prepared_review_unit_hash": "2b6746cb107cabd6e0d90573ac11268789abf6c176cae4f600cc6a3673b210a8", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37824, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, model-specific bug reports rather than one duplicate cluster. The closest overlaps are around loading/offloading/device-map behavior, but each still points to a different concrete failure path, so no soft pair should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime bug report here: it has the most discussion/inbound references and covers offloading + quantization, which is the closest shared theme among the nearby device/offload reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single anchor for triage because it is broad, actively discussed, and most likely to absorb related offloading regressions if any existed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but one is a specific multimodal model load crash and the other is a tokenizer/model compatibility problem for a different model." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failure points: unexpected _is_hf_initialized arg in init_empty_weights vs strict config rejection for granite_speech." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Both involve audio-related models, but one is apply_chat_template sampling-rate defaulting and the other is local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Device-mismatch CPU offload for Bark-small is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss is not the same as Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is a different problem from version-dependent tokenization changes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to export-time torch_compilable_check behavior." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/device_map, but one is dequantized-model loading on gpu+cpu offload and the other is a broader quantization/offloading issue." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bugs and Qwen3 auto device-map cuda asserts are distinct failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents missing STE are unrelated model behaviors." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights and torch.compile SDPA failures are different bugs in different models." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device_map issues, but they involve different models and different symptoms: cudaErrorAssert vs forward-time device mismatch." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is not the same as OmDet processor/model resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying and dtype mismatch regressions are different failure classes." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support and Perceiver resolution/interpolate_pos_encoding are unrelated bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "One is a missing pad_token_idx config field; the other is from_config not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal, but one is a SigLIP2 docs/model-processor mismatch and the other is Qwen2.5-VL fine-tuning with multi-image IterableDataset." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT image label reduction and Molmo missing all_tied_weights_keys are unrelated implementation bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head.weight device-dependent serialization and the other is incorrect visual encoder keys for Qwen3.5 save_pretrained." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight handling in a vision-language model is not the same as unpacking packed weights during accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and strict granite_speech config loading are different model-specific issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A multimodal model load failure and a tokenizer-loading regression for est-roberta do not share the same code path." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Llava Next segfaults are different models and different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but the bugs differ: auto device mapping crash vs flash-attention generation behavior." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly and tokenization changes are not the same underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation from save_pretrained are separate filesystem issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and FineGrainedFP8Config failure in Qwen3Moe are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is not the same as dtype mismatches in inference." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation and Trainer resume_from_checkpoint step-count calculation are different subsystems and bugs." + } + ] + }, + "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": 17, + "review_unit_index": 12, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "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:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:45081|issue:45812", + "issue:43295|issue:45701", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43421|issue:45812", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:33357|issue:35707" + ], + "prepared_review_unit_hash": "e7c50f2b9dea5fbea9a915713f01ab4c1c2b44a72409d4fa21e62be09be38d2f", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36878, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noise: the issues cover unrelated models, processors, tokenizers, config bugs, and serving/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the closest thing to an umbrella issue because it is broad, has the most inbound references, and centers on offloading/quantization behavior, but it still does not actually subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative only in the loose sense of being broad and high-signal; the rest are distinct, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offloading-related, but one is a quantization/offload behavior report and the other is a Strix Halo mmap/OOM workaround; different root causes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM from Transformers 5.x is not the same bug as a T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serving multimodal models, but the failures are different AttributeErrors in different processor paths." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "One is strict config loading for granite_speech; the other is tokenizer loading regression for est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A Trainer compute_loss signature change is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer kwarg incompatibility is unrelated to Qwen3MoE FineGrainedFP8 loading." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is a different code path than packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bugs are unrelated to a tokenizer/version regression." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizes, but the model/preprocessing failures are different and not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and OmDet-Turbo resolution mismatch are distinct tokenizer vs image-processor bugs." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "A video-input regression in several Qwen VL models is not the same as unpacking Qwen3.5 embeddings with TRL SFT." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "These are separate loading failures: one is Qwen3MoE FP8 config, the other dequantized model offload with device_map=auto." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile SDPA failure and CPU-offload device mismatch are different runtime bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to a 3d_parallel.py failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy for Gemma3TextConfig is not the same bug as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token-ID regression are different tokenizer problems with different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and version-dependent tokenization changes are not the same underlying issue." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset are unrelated model bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b load failure are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "These are both Qwen3-family, but one is device-map CUDA assert and the other is tensor-parallel not working for GPT-OSS MoE." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and a missing pad_token_idx in StableLmConfig are separate config/model bugs." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are a different tokenizer behavior than Granite token-ID misgeneration." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input validation errors and weight_only load errors are different failure surfaces." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to a 3d_parallel.py runtime problem." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two different tokenizer failures on different models and tasks; no shared concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 loading and Llava Next segfault are separate model-loading failures." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gathering label truncation and SAM3 text+box odd behavior are different subsystems and bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different serving issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated problems." + } + ] + }, + "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": 17, + "review_unit_index": 13, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43531|issue:44589", + "issue:43421|issue:43653", + "issue:45759|issue:45859", + "issue:44918|issue:44936", + "issue:45588|issue:45759", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43421|issue:44186" + ], + "prepared_review_unit_hash": "f741ed75461dcd30bfbb2a739816065028b53d7f784e58da0dca8e6085bf85dc", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36034, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated, similarity-only false positives across tokenizer, model-loading, and training issues. The only clear duplicate pair is the Qwen2_5_VLProcessor batched `apply_chat_template` crash with `padding=False`.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44545 is the clearest representative of the true duplicate pair: it states the exact Qwen2_5_VLProcessor batched-input crash with `padding=False` and matches issue:44514.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue to keep as the canonical anchor because it cleanly names the concrete failure mode and is an exact duplicate of issue:44514.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Different docs-only changes: a typo fix in cache strategies vs obsolete pipeline-task mentions." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different bugs and code paths: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is Bark CPU device mismatch and the other is BitNet packed-weight unpacking." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; no clear same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA model failure vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete crash: Qwen2_5_VLProcessor.apply_chat_template fails on batched input when `padding=False`." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention classification settings, but one is config propagation and the other is a zero-loss problem across models." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different issues: Bark CPU offload device mismatch vs tokenizer mask-token registration/decode behavior." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and multimodal config unwrapping are distinct bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are token-related, but one is runtime special-token post-processing and the other is save/load custom token IDs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState metric updating and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen issues: a warning about tied embeddings vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal failures: weight_only loading error vs wrong video vision_position_ids." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but the affected models and failure modes differ." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size handling and dtype mismatch in bfloat16 inference are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init validation and Qwen3.5 num_labels propagation are distinct configuration bugs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different problems: loading a specific model vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor error and ScandiBERT loading failure do not point to the same root cause." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Same broad tokenizer area, but runtime post-processor updates and BigBird mask-token registration are different defects." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen 3.5 issues: config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: embedding unpacking in SFT vs evaluate-after-train regression." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Qwen config unwrapping are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatch issues, but the affected models and incorrect image sizes are different." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are different training behaviors." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is cache fallback and the other is an unconditional model_info() call in a Mistral patch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token updates and LayoutLMv2Tokenizer NER/padding crashes are distinct bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted duplicate pair (issue:44514 / issue:44545) is strongly supported by the titles. The remaining soft-edge verdicts stay conservative and do not overclaim duplicate status from similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43577|issue:43818", + "issue:43531|issue:43643", + "issue:43421|issue:44811", + "issue:43653|issue:43819", + "issue:43643|issue:44877" + ], + "prepared_review_unit_hash": "bcbacb0cebf66255bde511fdb8214dcb7a3f4ed87df351209233ab85f889573d", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37395, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs share only broad subsystem keywords (tokenizers, multimodal models, config, quantization) but not the same concrete failure mode. I do not see a defensible canonical issue or PR for the cluster as a whole.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a strong canonical representative because the items span unrelated bugs across tokenization, vision-language models, config loading, quantization, and runtime/offload paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; the cluster is not a near-duplicate set around one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 inference nonsense vs CamemBERT masked-LM prediction errors. Same broad area, not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "One is a missing config attribute (`pad_token_id`), the other is a sliding-window issue in Qwen3-MoE. Distinct code paths." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one crashes on `backend_tokenizer` access while the other is a codec/regression warning issue. Not the same concrete bug." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 RMSNorm memory leak and Qwen3 rotary embedding CPU-offload incompatibility are unrelated failures." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Auto device-mapping CUDA assert is unrelated to an apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example model/processor mismatch and quantization failure is not the same as offloading behavior with quantization." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel zero3 init index error and `_torch_extract_fbank_features()` are different failures." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Loading PEFT adapters from local checkpoints is unrelated to quantized offloading semantics." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and GraniteSpeech checkpoint loading are different model/training paths." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FineGrainedFP8 loading failure is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Gemma3n audio mask variable collision are different multimodal bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue and tokenizer-mapping model addition failure do not share the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a `GenerationMixin` import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Accelerate loading/unpacked weights bug and DAC STE mismatch are different implementation errors." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error-message logic and single-label zero-loss classification are distinct bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output attentions regression and RTDetrV2 differing outputs are separate model regressions." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and RoPE-layer dropping in Smollm3 are unrelated architecture bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird tokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma3n variable-name collision are different issues." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "`AddedToken` special-argument duplication is not the same as failing to load `cjvt/sleng-bert`." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and bfloat16 dtype mismatches in other models are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA compile failure and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava-Next segfault and MPS histogram-on-int error in moe are different runtime bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver non-default resolution failure are not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a backend-tokenizer attribute crash. Different concrete failures." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `trust_remote_code` missing-fields config loading are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor refresh and Whisper `batch_decode` skip-special-tokens behavior are separate tokenizer issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC latent/forward mismatch do not share an underlying cause." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields from `trust_remote_code=True` and the other is strict config rejection for GraniteSpeech; not the same defect." + } + ] + }, + "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": 17, + "review_unit_index": 15, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45381", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:44561|issue:45020", + "issue:43644|issue:43749", + "issue:43825|issue:43994", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "2c65e415db7bfaa447d8dba6a8e77d8b2db2cb9a18218f8755066308188819f6", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports across different models, loaders, trainers, and docs. The only strong duplicate-like pair is the Qwen2.5-VL position-id regression in v5.3.0, where two reports appear to describe the same underlying video/image position encoding bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45325 is the clearest, most root-cause-oriented report in the only likely duplicate pair: it names the shared Qwen2.5-VL `get_rope_index` / position-id bug directly and is specific enough to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best overall issue candidate because it is the most precise representative of the cluster\u2019s only true duplicate-style bug and is more actionable than the broader follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video-input failures, but they involve different model families and symptoms; too broad to treat as the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are version-vs-v5 behavior regressions, but they affect different models and different outputs; not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failure modes (`from_pretrained` weight_only error vs flash-attention generation issue); not mergeable as one bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 OCR index errors are unrelated model-specific bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention `trust_remote_code`, but one is a specific removed helper (`is_torch_fx_available`) while the other is a broad recent-regression report; not enough to prove the same code-path bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "A junk non-persistent-buffer initialization issue and an FSDP CPU RAM-efficient loading bug are different loading problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline task-removal messaging and SigLIP2 model/processor mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Both concern GLM/docs-style discussion around RoPE or removed pipeline tasks, but they are not the same underlying bug or change." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs errors and Kosmos2.5 OCR index errors are separate model issues." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and FastSpeech2Conformer tokenizer loading failure are separate tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect error message, the other is stale docs; same broad area but not the same concrete bug/change." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VL video regression and Kosmos2.5 OCR index error are different model families and failure paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and post-train evaluation failure are different training/runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and generic tokenization changes are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different runtime/device issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and dtype mismatch in inference are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related, but one is a `from_pretrained` weight-only error and the other is a position-id regression in Qwen2.5-VL; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and dtype mismatch issues are different loading/inference bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash and Gemma4Processor attribute error are unrelated processor/tokenizer bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP loading failure and `_is_hf_initialized` init-empty-weights TypeError are distinct model-loading regressions." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they describe different models and different warning causes; not the same underlying defect." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue text and an isolated reproduction report are not a duplicate pair." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "These look like the same Qwen2.5-VL position-id / rope-index regression: one reports still-image temporal position scaling, the other reports wrong video vision_position_ids in the same v5.3.0 area." + } + ] + }, + "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": 17, + "review_unit_index": 16, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43531|issue:45042", + "issue:44568|issue:45356", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "20ef366be25be0683cbcdbc076db174b308a47f7810721dc1b235371519b07ac", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are separate Transformers regressions across tokenizers, loading, audio/vision processors, training, and quantization. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella among the set and best matches the dominant theme of recent-version breakages around loading/remote_code, but the cluster overall is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single representative because it is the most general, high-signal open issue describing version-induced breakage; it can subsume the broadest share of the nearby loading-regression reports, though not all of them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is a sampling-rate default in apply_chat_template and the other is a DAC latent reconstruction mismatch; different code paths and symptoms." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Image processor label reduction bug vs RTDetrV2 output divergence in v5; both are vision issues but not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: BEiT image processor label handling vs MPS attention correctness when value/query head dims differ." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve broad exception handling, but they affect different components and failure modes; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error vs CLIPTokenizer max length constant bug; different subsystems and failure types." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video multimodal token counting bug vs stale auto_mappings config reference; no shared code-path." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both mention loading problems, but 43742 is a specific KeyError for one model while 45020 is a broad remote_code regression; too different to merge." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration issue vs MXFP4 quantization loading/fallback; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 / non-pretrained BERT index error vs trainer.evaluate() after train() failure; different behaviors and likely different root causes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from_pretrained/tokenizer loading regressions, but one is gguf_file handling and the other is a specific tokenizer load failure; not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to multimodal token counting in the video branch." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens handling; different models and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion bug vs GPU OOM on GPT-oss-20b; not duplicates." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model loading/test setup issue for GLM-4.7-Flash vs Qwen3.5 flash-attention generation bug; different models and root causes." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet processor size mismatch are both vision issues, but they are distinct bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are separate compatibility problems." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc example/model-processor mismatch and quantization failure vs MXFP4 loading fallback; not the same issue." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading vs OmDet input-size mismatch; no shared underlying defect." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype propagation bug; both loading/model-setup related but clearly different." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to quantization fallback for git-oss-20b." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns add_special_tokens/BOS-EOS behavior and the other changes pre-tokenizer selection; different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue and PIL/torchvision requirement regression are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (special tokens vs codec/regex handling)." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are different audio-processing bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch multimodal/video paths, but 43329 is an undefined-variable bug in token counting while 44479 is a broader v5 video-input regression across models." + } + ] + }, + "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": 17, + "review_unit_index": 17, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:43257|issue:43756", + "issue:43697|issue:45357", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:43452|issue:43582", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43577|issue:45072", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:44737|issue:45588", + "issue:43906|issue:45381" + ], + "prepared_review_unit_hash": "873d91a113fb041f078e12d7ffeb26db088a3584f7558b03c545b32a7cbd5e90", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36815, + "estimated_input_tokens": 9204, + "estimated_eval_tokens": 18664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports; only the Qwen2.5-VL video-input regression pair looks like a true duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the best umbrella issue here: it clearly describes the broad version-specific video-input regression and names the affected Qwen model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone report, with the clearest regression framing and the broadest impact surface among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model-loading behavior, but one is AutoConfig field loss and the other is AutoModelForCausalLM text_config unwrapping; different bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated symptoms: trainer token counting versus absurd perplexity on a model eval run." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3 loading issues, but one is MoE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape mismatch; different code paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video handling, but one is an undefined-variable bug in token counting and the other is batched processor output shape; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload/device issues, but they affect different models and likely different modules; not enough evidence of one root cause." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Distinct Qwen3-related problems: MoE weight conversion versus RoPE layer retention." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "One is an inference-output regression in RTDetrV2, the other is a save_pretrained key serialization problem for Qwen3.5." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A tokenizer/model load regression for a specific repo versus an unrelated CLIPTokenizer max-length bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are separate failures." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe versus a key error loading MobileLLM." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage versus an Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas: quantization/config handling versus AutoImageProcessor URL loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same version and same Qwen2.5-VL video-input path; 45381's wrong vision_position_ids appears to be the same underlying video regression described more broadly in 44479." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related runtime failures, but one is a cudaErrorAssert under auto device mapping and the other is a video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "No meaningful overlap beyond being model-related bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs lost on save/load is a tokenizer/config persistence bug; MXFP4 quantization fallback is a separate model-loading issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue versus an import failure for a specific Qwen VL class." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map offload loading failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype complaints, but they concern different models and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video input, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; not clearly the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Shared theme of video processing, but the model families and reported symptoms differ; not enough evidence of one concrete duplicate." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is an AddedToken keyword conflict and the other is a repo-specific est-roberta failure." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in a torch extra and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error versus an unreleased PEFT version bump; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue versus a model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing bugs: unexpected zero probabilities versus Perceiver non-default resolution failure." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Old PyTorch-import error versus a newer Llama 3.2 vision model-loading breakage; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "CPU-side XLNet position encoding bug versus a flash_attention sinkless-model AttributeError." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of another issue versus a specific Qwen2.5-VL video regression; no direct match." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:44479 vs issue:45381, is plausibly the same Qwen2.5-VL video regression based on the titles alone, while the other pairwise rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:42915|issue:43749", + "issue:43742|issue:44291", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:28282|issue:29127", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43688|issue:43749", + "issue:43697|issue:45216", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:43643|issue:44561", + "issue:24643|issue:29127", + "issue:43452|issue:43577", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "aa28384cadb56ce22f245ad58e0cd5e19ee0535c3d13a6c8e341e6a59dfefc61", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers issues across model loading, configuration, training, image/video processing, and distributed/runtime behavior. None of the soft pairs appear to describe the same underlying bug or a PR-worthy mergeable duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical: the items span distinct models, code paths, and failure modes, so none clearly subsumes the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the cluster is too heterogeneous to pick one as a reliable canonical exemplar.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: Qwen3Moe FP8 config failure vs FSDP CPU RAM-efficient loading regression." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different load-time bugs: MobileLLM key error vs init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and behaviors: Smollm3 RoPE layer drop vs Qwen2.5-VL still-image RoPE scaling." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is BEiT image processor label reduction; the other is sequence-classification loss degeneracy." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different issues: missing PyTorch import vs clearer LayoutLMv3 box-count error messaging." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and code paths: Qwen3OmniMoe video processing vs Gemma4 PLE device placement." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different runtime/model bugs: Apple Silicon warmup TypeError vs Qwen3VL weight_only load error." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is HF-vs-JAX output discrepancy and the other is AutoModel/pipeline nonsense outputs; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state token counting bug vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizers AddedToken duplicate-special bug is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: init_empty_weights argument error vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code config passthrough issue is not the same as Qwen3_5MoeVisionConfig missing one field under @strict." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF auto-loading regression is unrelated to a specific model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure on image generation and Phi-4 multimodal loading are different model-specific problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision requirement regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage are different loading/runtime failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is PEFT version pinning; the other is stale auto_mappings references to removed configs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug is unrelated to the FSDP CPU RAM-efficient loading regression." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one crashes in apply_chat_template batching and the other miscomputes video vision position ids." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to Perceiver non-default resolution failure." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() after train() are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the roots differ: missing config fields vs removal of is_torch_fx_available." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight dimensionality error is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF auto-loading breakage is unrelated to BLIP2 dtype propagation." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are distinct 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": 2, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "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:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:43452|issue:44843", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:44514|issue:45290", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43688|issue:45440", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:43688|issue:45704", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:41720|issue:43906", + "issue:28282|issue:32090", + "issue:43577|issue:43697", + "issue:28282|issue:33357", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:28282|issue:35141", + "issue:44843|issue:44991", + "issue:44977|issue:45356", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43122|issue:43906", + "issue:43550|issue:44361" + ], + "prepared_review_unit_hash": "b13921e73955c4f936a95f3cb9959daf1fb56b646bdef169b6566ea689146ccd", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37796, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edges look like true duplicates. Most pairs share only a broad theme (tokenization, multimodal, training, or v5 regressions) but fail on concrete symptom/code-path overlap. The most representative issue in this set is the broad v5 custom-model initialization regression (43646).", + "confidence": 0.79, + "canonical_issue_reason": "issue:43646 is the broadest and most upstream-looking regression report here, centered on custom model initialization breakage in v5, so it is the best single representative issue for this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest generalized regression framing and can serve as the most useful umbrella representative among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but one is gguf_file handling and the other is an offline-mode _patch_mistral_regex bug; different failure points." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related, but one is custom processor.tokenizer/image passthrough and the other is Kimi codec / warning behavior; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight tying behavior; different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Different apply_chat_template crash cases: batched padding=False versus assistant tool-call messages with no content." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated functionality: DAC latent decoding mismatch versus Whisper processor.batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is BigBird mask-token registration and the other is MDeBERTa BOS/EOS insertion; different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but chunked compiled-forward inconsistency is not the same as recurrent-state reset with cache in Qwen3-MoE." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is divergence from the remote DeepSeekV3 implementation." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "A train/eval lifecycle failure and a Gemma4 PLE device-mismatch forward bug are different problems." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image-processor segmentation handling is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP zero-probability issue is not the same as a processor.tokenizer regression in custom model code." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures affecting different tokenizer classes and loading paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Shared tokenizer theme only; mask-token special-token registration and MLukeTokenizer AttributeError are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert is not the same concrete bug as an isolated reproduction of issue 38071." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing-PyTorch ImportError and NoneType _gpu_broadcast_one TypeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation is unrelated to RTDetrV2 output divergence in v5." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing-PyTorch ImportError and a Mac bus error on CLIP are different environment/model failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP_CPU_RAM_EFFICIENT_LOADING are different regressions." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a generic tokenization-version change report." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for PyTorch and output embedding reinitialization after resizing token embeddings are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patching is a different bug from a general tokenizer-loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and Kimi-K2.5 tokenizer codec regressions are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the MobileLLM-125M key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration and DiaConfig losing custom token IDs after save/load are different token-handling bugs." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Video token counting in multimodal processors is not the same as rope-index temporal scaling for still images." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked-generation inconsistency and Qwen3.5 flash-attention generation failure are different mechanisms." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and the MPS attention correctness issue are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A video-input regression in Qwen models is not the same as num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization changes across versions are not shown to be the same as the unrelated reproduction issue." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile SDPA failure and MLukeTokenizer AttributeError 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": 2, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45812" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:44849|issue:45357", + "issue:43452|issue:44451", + "issue:44568|issue:45812", + "issue:43278|issue:43688", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:43493|issue:43844", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44625|issue:45584", + "issue:44488|issue:44843", + "issue:43756|issue:45083" + ], + "prepared_review_unit_hash": "c2af94df7eaf9e201071621be51b83e6207ccae0ae707a07e66b6e854b0c1864", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37058, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of unrelated Transformers bugs (tokenizer regressions, config/load failures, training/runtime issues). I don\u2019t see any soft pair that is clearly the same underlying bug. The best anchor issue is the Granite tokenizer regression because it is broad and directly about a silent tokenizer breakage.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45812 is the broadest, most central tokenizer-regression report in the set: it affects all Granite models, describes a silent v4\u2192v5 behavior change, and has the most direct relevance to duplicate-triage for tokenizer output bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest cluster representative because it is model-family-wide, concrete, and likely to attract adjacent tokenizer bug reports; the other items are mostly unrelated load/training/config regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer failures: GPU broadcast of NoneType vs TrainerState token counting not updating." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated bugs: legacy preset field on BEiT loading vs torch.compile+SDPA failure in Bamba." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: auto device mapping cuda assert vs chunked generation with compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field load bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems: BEiT pretrained loading vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are different failures." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is distinct from incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Generic gguf/AutoModel loading breakage is not the same as a specific ScandiBERT load failure." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different symptoms; no evidence of one shared bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Evaluate dtype drift and auxiliary-loss normalization are separate training issues." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading are unrelated load-path bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training support issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation error messaging are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate default is unrelated to processor.tokenizer/image-handling regression." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they involve different configs/models and different missing attributes." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer-count bug and rotary_pct reload regression are distinct configuration issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is not the same as config token IDs being lost on save/load." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and MacOS CLIP bus error are clearly different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and custom compute_loss keyword mismatch are unrelated trainer issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy is not the same as gradient explosion under ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as the underlying SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading with packed weights and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch and abnormal gradient growth are different training regressions." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unreleased PEFT version pin are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve pad-token metadata, but they are different model configs with different missing fields and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "These are both Qwen3 MoE-related, but one is accelerate+deepspeed weight conversion and the other is a dev load regression in Qwen3VL; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model load failure on sleng-bert is not the same as the offline-mode mistral regex patch bug." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer truncation and qwen3_omni_moe feature-length helper behavior are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44423|issue:44734", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:28218|issue:34567", + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43582|issue:44977" + ], + "prepared_review_unit_hash": "2b06e20157c7f24ddf76f6edf1d5029f76dc1d8e1abe8dbe762bcbf808f36ac1", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35791, + "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 is highly heterogeneous: the items mostly share broad Transformers/model-loading themes, but none of the soft pairs look like the same underlying bug or change. I found no convincing duplicate issue or PR candidate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id on load and the other is from_config failing to unwrap text_config; different code paths and symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4-related, but one is a training fine-tuning mm_token_type_ids default issue and the other is multi-GPU inference OOM." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both mention v5/main regressions, but one is custom model initialization and the other is lm_head.weight serialization depending on device." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: Qwen2.5-VL import error versus Float8 storage lookup TypeError." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both are regression reports, but one is a SigLIP2 docs example issue and the other is custom code breaking around processor.tokenizer / images-to-tokenizer handling." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but OOM from multi-GPU inference is not the same bug as a device mismatch during forward with device_map=auto." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different models, platforms, and failures: MacOS bus error on CLIP versus Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated runtime issues: Float8 storage object error versus flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading/version issues, but one is a missing pad_token_idx in StableLmConfig and the other is an unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different subsystems and bugs: legacy-field model loading for BEiT versus a device mismatch with CPU offload for Bark." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "One is DiaConfig save/load losing custom token IDs and causing generation IndexError; the other is MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but continuous batching with multimodal models and KV-cache continuation tensor indexing are distinct crash paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "No overlap beyond token/model loading: BEiT legacy preset loading versus BigBirdTokenizer mask token registration and decode output." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM on loading a large Qwen2 model is unrelated to a PEFT minimum-version bump not yet on PyPI." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation issues: compiled-forward chunked generation inconsistency versus Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and likely causes: SigLIP2 nonsensical outputs versus unexpected key with position id across many models." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype change in evaluation is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real model/device bug versus a CI failure from a stale device override test; not the same underlying problem." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version bump are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow not reporting failed training jobs are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both use apply_chat_template, but all-zero assistant masks for multimodal inputs is a different bug from crashing on assistant tool-call messages with no content." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation sync_gpus keyword update and Qwen3.5 output_hidden_states behavior are separate bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and a Phi-4 multimodal loading failure are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A template compilation TypeError is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is separate from a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation problems 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": 2, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43572", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45563", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45701", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:45200|issue:45325", + "issue:43572|issue:43957", + "issue:43844|issue:44936", + "issue:43334|issue:43525", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:44514|issue:44521" + ], + "prepared_review_unit_hash": "13a75d251a5ba847c83b70780b130f0373b0223de1c7dc203bf27bad7cce02c3", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of issues with no broad cluster-wide duplicate theme. The only credible duplicate-style link is the SigLIP2 correctness pair; the rest are adjacent at best but describe different bugs, models, or code paths.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43493 is the broader SigLIP2 implementation discrepancy; issue 38175 looks like a narrower symptom of that same model behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the best representative of the only real duplicate family here because it states the underlying HF-vs-JAX discrepancy more generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization regressions, but one is a missing BOS/EOS insertion bug and the other is a broad version-related tokenization change; not the same concrete defect." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Completely different failures: TorchScript export on ViT versus SigLIP2 zero-probability output." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3Omni video input handling versus Gemma4 multimodal token-type defaults." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for a missing flash-attention helper is unrelated to meta-device model loading failures." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: bfloat16 dtype mismatch during inference versus Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is missing/default mm_token_type_ids and the other is a device-placement mismatch in forward; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to the Qwen3.5 hidden-states bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to a tokenizer regression in Kimi-K2.5." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 model discrepancy and resume_from_checkpoint key mismatch are different failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processors, but one is processor.tokenizer/image passing regression and the other is a bad image-size output from OmDet-Turbo." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to compiled-forward chunked generation outputs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights/lm_head, but one is serialization-by-device and the other is LoRA merge collapse after vocab extension; different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed image-generation test for Janus is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different model classes; no shared code path is evident." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading/config regressions, but they concern different models and symptoms, so they are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL temporal position scaling are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "A missing config attribute after update is not the same as meta-device loading breakage across models." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training gradient explosion under ZeRO-3 and trainer.evaluate() failure after train are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing pad_token_id AttributeErrors, but they affect different config classes and model families; too weak to call duplicates." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Custom processor.tokenizer access regression and batched video shape bug are separate processor problems." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to DeepSeek detokenization behavior." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Trainer last-batch label dropping and BeitImageProcessorFast label reduction are different label-handling bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Fine-grained FP8 model failure is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output correctness and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different defects." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 correctness problems; 38175 is a specific symptom, while 43493 describes the broader HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech-model tokenization/load failures with no shared concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template multimodal bugs, but one is a batched-padding crash and the other is all-zero assistant masks; not clearly the same root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The SigLIP2 pair is the only clearly supported duplicate-style link, while the rest are reasonably separated by different models, symptoms, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:43450|issue:43493", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:43278|issue:43825", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44448|issue:44743", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:45310|issue:45478", + "issue:29127|issue:32090", + "issue:43335|issue:43504", + "issue:45588|issue:45859" + ], + "prepared_review_unit_hash": "baaecdcebda82995284d626830332d3e746962bf04307b01f1d6f3dcf928ef0d", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37606, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and the soft edges are largely false positives. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression pair (45310/45478).", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the best canonical choice because it is the clearest, earlier report of the same concrete regression as 45478: `transformers>=5.4.0` causing `Qwen3.5 Moe from_pretrained` to fail.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the most suitable global representative here: it is specific, reproducible, and directly matches the only strong duplicate candidate in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: tokenizer special-token decode issue vs stale device-override CI failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different API changes (`pipeline()` removal vs `return_all_scores`)." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different domains: batched video processor shape bug vs Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batched-shape issue and SigLIP2 HF/JAX discrepancy are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failure modes: unsupported `center` arg in audio feature extraction vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about a missing ReLU in DSA indexer is unrelated to `is_torch_fx_available` removal breakage." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch is a different bug from `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are separate processor issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different components and symptoms: DAC mismatch vs GraniteSpeech stale device-override CI failure." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor/model size mismatch is unrelated to LwDetrImageLoss AMP crash." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Import error for `_flash_supports_window_size` is not the same as a general Torch 2.10 incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and Bamba torch.compile/SDPA failure are distinct code-path problems." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output differences and qwen3 recurrent-state reset are different model-specific regressions." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model bugs: AMP crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat-template crash is unrelated to qwen2.5-vl video vision_position_ids being wrong." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only `mm_token_type_ids` defaulting and flash-attention `s_aux=None` crash are separate issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors do not describe the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures: flash attention utility symbol vs missing `HybridCache` export." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 example issues are unrelated to BeitImageProcessorFast `reduce_labels` returning the wrong shape." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is an audio feature-extractor arg bug and the other is Gemma4 PLE forward device mismatch." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to `is_torch_fx_available` removal fallout." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 breakages, but they affect different subsystems: remote-code FX helper removal vs Deepseek tokenizer results." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration issue are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch is unrelated to unexpected position-id key warnings across many models." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to the GraniteSpeech stale CI device override test." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: both report `transformers>=5.4.0` breaking `Qwen3.5 Moe from_pretrained`; 45478 is effectively a duplicate of 45310." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error handling and Trainer `_gpu_broadcast_one` NoneType type error are different issues." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Beit semantic-segmentation legacy-field loading are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash/offload paths, but `s_aux=None` AttributeError and Qwen3_5Moe rotary embedding CPU-offload incompatibility are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The duplicate judgment for 45310/45478 is strongly supported by the identical issue titles and matching regression description, and the rest of the pair verdicts do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:44568|issue:45491", + "issue:44857|issue:45072", + "issue:43927|issue:45698", + "issue:28218|issue:32090", + "issue:44977|issue:45563", + "issue:45459|issue:45712", + "issue:45198|issue:45803", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:45372|issue:45588", + "issue:37428|issue:44987", + "issue:43550|issue:45083", + "issue:43873|issue:44493", + "issue:32090|issue:33357", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:43278|issue:43329", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "270f4d743cb6aafb37efc86925439812f896f9016be6a4528ec4e01f0563c9f0", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37886, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated tokenizer, attention, loading, offload, multimodal, and CI failures. I don\u2019t see any pair that clearly shares the same underlying bug/change, so no duplicates should be merged here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/script parsing bug vs qwen3_omni_moe feature-length helper behavior; unrelated code paths." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs qwen3_omni_moe length calculation; different models and failures." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example errors vs generic position-id key warnings; different symptoms and roots." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure vs flash_attn import KeyError on Python 3.13; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different model-specific output regressions in v4/v5; too broad to be one concrete change." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs unexpected position-id keys; unrelated model behavior." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Config creates sparse layer at zero layers vs bfloat16 dtype mismatch in inference; different defects." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss behavior; no shared underlying issue." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure vs stale GraniteSpeech CI test; different subsystems and failures." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 vs multi-GPU CUDA OOM in Gemma4; not the same fix." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs MPS attention correctness issue; unrelated paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs BeitImageProcessorFast reduce_labels bug; different components." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 model loading breakage vs embedding reinit after resize; distinct model-init issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift vs Qwen3.5 flash-attention generation bug; different models and code paths." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs LwDetrImageLoss AMP crash; unrelated failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression vs Gemma3 NaN embeddings from sliding-window attention; no shared root cause." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "CUDA AMP loss crash vs dtype mismatch in inference; different bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load vs wrong custom module loaded after save_pretrained; persistence-related but not the same concrete bug." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing issue vs Trainer _gpu_broadcast_one TypeError; completely unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure vs stale warning for num_return_sequences; not the same underlying issue." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from import_protobuf_decode_error vs leftover dummy classes/check_repo cleanup; unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs bare except swallowing errors in FuyuBatchFeature; different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe helper bug; no shared defect." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import dependency break vs flash_attention s_aux=None AttributeError; different import/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash_attention_utils symbol vs model loading failure for physical-intelligence/fast; too different to merge." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA bug in Bamba vs qwen3_omni_moe length helper issue; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior vs unexpected position-id key warnings; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error on CLIP loading; different platforms and causes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/erfinv training-guard issue vs flash_attention s_aux=None crash; separate failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading with quantization vs Gemma4 multi-GPU OOM; different resource-management problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift vs undefined multimodal-token helper variables; unrelated training/eval bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error vs stale generate warning; no common underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:25251", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43653", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:28218|issue:29127", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:43065|issue:43994", + "issue:43066|issue:44462", + "issue:44857|issue:45588", + "issue:43278|issue:43381", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:44610|issue:45412" + ], + "prepared_review_unit_hash": "abf85833db1e49d7b5a91cf1f4be3f31db46eee9b84dbe3926b0c58e79c887bb", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36666, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a heterogeneous mix of unrelated tokenizer, model, training, and inference bugs. No soft pair looks like the same underlying issue or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the items describe distinct bugs across different components. If a representative is needed, issue 45372 is one of the clearest concrete regression reports, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45372 is the most concrete and actionable representative among the set, with a specific failure mode and visible impact, but it is still not a good duplicate anchor for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different problems: Qwen3 auto device mapping hits cudaErrorAssert, while Gemma4 multi-GPU inference hits CUDA OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "One is a Python-version compatibility issue; the other is a model implementation divergence for DeepSeekV3MoE." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer extra-space behavior and LayoutLMv3 error-message clarity are unrelated bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4 processors, but one is an import error from mistral_common and the other is a missing _tokenizer attribute in serve; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Import failure for ReasoningEffort and tokenizer error masking are distinct tokenizer-loading issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical outputs are unrelated model issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in v5 and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading/serialization bugs." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash-attention s_aux=None crash affect different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and gradient-checkpointing-in-eval-mode are separate evaluation/training-state problems." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences across versions and lm_head.weight serialization inconsistency are not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy convolution in Sam3PixelDecoder is unrelated to an RT-DETR memory leak." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention auxiliary-state crash and Gemma4 PLE device mismatch are different forward-pass issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and Qwen3.5 recurrent state resetting are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Wav2Vec2 save/tokenization failures are different tokenizer/model paths." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash and video-input regression are separate processor bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and flash_attn import on Python 3.13 are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and quantized model saving are different quantization/loading problems." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings do not share the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are unrelated model-architecture bugs." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "MoE weight conversion/loading and embedding dtype changes are separate concerns." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "CLIP bus error on macOS and SigLIP2 documentation/model mismatch are not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast in Trainer and AdaFactor OOM in DeepSpeed are distinct training failures." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor image-size mismatch and RT-DETR memory retention 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": 2, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44188", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45593", + "issue:45803", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43526|issue:44186", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:45003|issue:45440", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "82cbbab1e83eafb6628b13e4faeee4cc14a10109dceac60f8580b8fb7a21eb33", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36518, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster. The issues cover many unrelated regressions across tokenizers, generation, audio/vision processors, model loading, quantization, and training utilities, so there is no single canonical bug/change to merge around.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are largely unrelated, and the soft pairs do not describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the cluster is heterogeneous, so any single issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/annotation-related crashes, but they fail for different reasons in different code paths: auto_docstring kwargs parsing vs mistral_common ReasoningEffort import." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Both mention loading/dependency problems, but one is a missing Qwen2.5-VL symbol and the other is a generic transformer dependency issue; not the same bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific behavior: DeepseekV3MoE parity divergence vs D-FINE auxiliary-loss handling when denoising is off." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both concern tokenizers, but one is BigBird special-token registration/empty decode and the other is AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated problems: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different model and subsystem: CLIPVisionModel hidden_states regression vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different processors and failures: BEiT reduce_labels output vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as a GenerationMixin import error; unrelated regressions." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are preprocessing bugs, but BEiT reduce_labels and LayoutLMv2Tokenizer NER padding/truncation are distinct code paths." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information error handling is unrelated to the MacOS bus error in a community CLIP model." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id on Qwen3-VL loading and the other is a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different defects in different areas: LayoutLMv3 error messaging vs token-embedding resizing reinitialization in post_init." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues are unrelated to the 2^24 category-count limit error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both involve generation/attention behavior, but one is compiled chunked generation inconsistency and the other is Gemma3 NaNs from sliding-window all-padding windows." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Same broad model family name, but different failures: FineGrainedFP8Config compatibility vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to the unsupported center argument in a feature extractor." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT reduce_labels output bug and LwDetrImageLoss float16 CUDA crash are different subsystems and failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to gather_for_metrics dropping label elements in the last batch." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they appear to be different failures in different integrations and model assumptions." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated model/processor bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading a model is unrelated to a checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve initialization/post_init semantics, but one is a broad Transformers 5.0 custom model init breakage and the other is a specific patchtsmixer rule change." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is tensor-parallel load OOM for Qwen2-57B and the other is increased reserved memory during int4 quantization." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE output divergence." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "ModelOutput key assignment rules do not match the CLIPVisionModel hidden_states regression; different layers of the stack." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss classification with num_labels=1 are unrelated issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure for one tokenizer is unrelated to a bare except swallowing errors in FuyuBatchFeature.convert_to_tensors()." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to attention-kernel divergence under torch.compile." + } + ] + }, + "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": 17, + "review_unit_index": 27, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45491", + "issue:45698", + "issue:45759" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:41628|issue:45372", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:33290|issue:36331", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:44190|issue:44496", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:43381|issue:43742", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:43673|issue:44743", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "987bd375532995b07c2a9973ffda7a5aebfdf9a00d7de26b7a690d0ba323d351", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not one duplicate cluster; they cover unrelated bugs across training, loading, configs, multimodal processors, docs, and saving behavior. None of the soft pairs look like the same underlying issue/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the set is heterogeneous and the soft pairs are mostly false positives, so collapsing them would mix unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest triage anchor only because it is open and has the most inbound references/discussion, but it does not represent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config/API mismatches: Gemma3TextConfig discrepancy vs missing pad_token_id in Llama4Config." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Separate multimodal chat-template bugs with different triggers and model families." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "One is save/dequantize failure; the other is loading the wrong custom module after save." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Different training bugs: Adafactor OOM in DeepSpeed vs num_input_tokens_seen not updating." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer-loading failure is unrelated to Perceiver image classification resizing/interpolation." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but for different causes and model-loading code paths." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs errors are unrelated to Gemma3 NaN embeddings during mixed-length batching." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different mechanisms: DeepSpeed Adafactor memory blowup vs embedding reinit on resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training OOM under DeepSpeed is not the same as a Llama 3.2 model-loading breakage." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization offloading are distinct behaviors." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile SDPA failure and recurrent-state reset in modular_qwen3_5 are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is not the same as stale pipeline() docs after v5 removals." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init restriction for patchtsmixer is unrelated to video-input regression in Qwen VL models." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading failure involve different missing symbols." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to AutoModelForCausalLM unwrapping composite text_config." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet unpacked-weight loading bug has no connection to tokenizer class loading." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload reset are different config issues." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU/RAM-efficient loading and Qwen3-VL weight mismatch are unrelated loading paths." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed OOM is not the same as CustomTrainer compute_loss signature breakage." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading issue and Gemma-3 eos_token_id inconsistency are separate bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision loading regression is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure has nothing to do with unrecognized model/config loading." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to ZeRO3 deque underflow." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing behavior is not the same as MobileLLM key-error model loading." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to strict config blocking granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and Qwen2_5_VL batched chat-template crash are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging for pip install '.[torch]' is unrelated to Gemma3TextConfig API mismatch." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in v5.0.0 and Qwen3.5 recurrent-state reset are different regressions." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and AutoModel PyTorch ImportError are completely 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": 17, + "review_unit_index": 28, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43646|issue:44913", + "issue:44734|issue:45406", + "issue:43504|issue:45698", + "issue:43575|issue:43873", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "5810b8eb9bf28b6e34f3d07f0eb54f0fad8542c5d593a1067f9faed19ac55f93", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it contains many unrelated Transformers issues spanning model loading, multimodal regressions, trainer behavior, and serving bugs. All proposed soft edges are false positives based on superficial wording overlap rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out; the items are heterogeneous and the soft matches do not point to one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative of this cluster; the strongest candidates are still unrelated to the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are model-specific failures, but one is a tied-weights bug and the other is a FlashAttention regression; different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is a metric gathering label-drop bug, the other is auxiliary-loss normalization; unrelated training logic." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3 pixel-decoder dummy Conv2d vs Sam3Video OOM; same model family, different failures." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both involve video/SAM3-style multimodal components, but one is a pipeline processor lookup and the other is a missing output attribute." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a processor.tokenizer regression in custom model code; the other is an error-message mismatch for translation pipelines." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 initialization-related, but one is about optional post_init being disallowed and the other about non-persistent buffers being corrupted." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab weight tying and Gemma 4 mm_token_type_ids defaults are separate bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Token ID config mismatch vs Whisper empty-transcription behavior after align_special_tokens; different models and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA OOM in Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression are different model/code-path issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression and Gemma eos_token_id inconsistency do not share a bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breaks for tokenizer/model from_pretrained, while the other is an unrecognized model_type config problem." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and MobileLLM key-error loading failure are different load-time problems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B TP OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init breakage in v5 vs GPTNeoX rotary_pct reload default are separate config/model-loading bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading for BEiT semantic segmentation and wrong custom module loading after save_pretrained are different serialization issues." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Qwen TP OOM and offloading-with-quantization behavior are both memory-related but not the same concrete failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL and tied-weights warning in Qwen3-Next are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty transcription after align_special_tokens are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and load-balancing-loss omission are distinct bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and output embedding reinitialization after resizing embeddings are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning and Whisper empty-transcription failure are different generation-time issues." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure for image generation and Qwen3.5 flash-attention generation failure are model-specific and distinct." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen VL video-input regression and serve KV-cache indexing crash are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor image-size mismatch are unrelated vision issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and wrong vision_position_ids in Qwen2.5-VL are separate multimodal bugs." + } + ] + }, + "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": 17, + "review_unit_index": 29, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44220", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44464|issue:45563", + "issue:43906|issue:45290", + "issue:44933|issue:45362", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:44855|issue:45588", + "issue:43388|issue:43582", + "issue:45127|issue:45357", + "issue:44938|issue:45542", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:44496|issue:45803", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43335|issue:44190", + "issue:43650|issue:44220", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:41950|issue:44016" + ], + "prepared_review_unit_hash": "872d363bdd2dde7b2d8c7c8b8a8e6d9bd323d1f31609e5506a06798b139bcbcc", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are unrelated bug reports spanning configs, generation, CI, docs, and environment-specific failures. The only loose theme is import/export regressions around image processor APIs, but none of the soft pairs look like the same underlying bug with enough confidence to merge.", + "confidence": 0.23, + "canonical_issue_reason": "issue:41628 is the broadest and most representative of the small import/export regression theme, since it concerns a public top-level transformers import failure rather than a model-specific or one-off error.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the best fit as a cluster representative because it is the most general and user-visible of the import failures; however, it is still only a partial thematic match to the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline, but one is a docs/removal issue and the other is a model behavior problem; different bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "One reports junk non-persistent buffers, the other a config field reverting on reload; related area, not same defect." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation, but one is compiled-forward inconsistency and the other is a stale warning; not the same code-path failure." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/template-related, but the reported failures differ and there is no clear shared bug mechanism." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An import-from-image_utils problem is not the same as a Qwen3.5 chat crash." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different failure modes: local dataset loading in an example script vs loading a specific multimodal model." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and category-count limit are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI/test failures, but they target different models and different underlying issues." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU device placement bug and Fuyu exception handling bug are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python parsing/import error in DebertaV2 and a flash-attention sinkless-model crash are different bugs." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric gathering label truncation and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both touch model save/weight handling, but one is LoRA vocab merge collapse and the other is wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure and missing TensorFlow backend handling are different environment/config issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and a Python 3.13 import parse error are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "A post_init policy bug and ModelOutput key assignment bug are distinct internals." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression and a DebertaV2 import parse error are not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct reload behavior are different state-handling bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a dataset-loading example issue are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config handling and a bare-except bug in FuyuBatchFeature are separate problems." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they concern different tests and different root causes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache indexing are different code paths." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config initialization and a local dataset loading failure do not match." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The generic 'ADD THE DATA' issue is not the same as an fbank feature extraction bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script multi-label classification output handling and local dataset loading are different bugs." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit and Whisper empty transcription generation are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and resize_token_embeddings propagation are not the same underlying issue." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing class export in a specific qwen2_5_vl submodule and the other is a top-level AutoImageProcessor import failure." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:44734|issue:45632", + "issue:44466|issue:44913", + "issue:44016|issue:44220", + "issue:44561|issue:45632", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593" + ], + "prepared_review_unit_hash": "f49bfd565b1b9e51ec3c05c974619246dfb03ff857b30ef67bbc2d848c008203", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many issues are about unrelated import/export regressions, model-specific load/save bugs, or generic docs/runtime problems. None of the soft edges are close enough to treat as duplicates under strict triage. Issue 43824 is the strongest representative because it is a concrete, well-discussed import failure with external references.", + "confidence": 0.72, + "canonical_issue_reason": "43824 is the most concrete and best-supported report in the set: a specific runtime import failure, with multiple inbound references and substantial discussion, making it the best anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the strongest overall issue candidate because it is precise, widely corroborated, and more representative than the other mostly one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules, so they are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: tokenizer padding/NER crash vs serve KV-cache continuation indexing bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Completely different models and failure modes; no shared underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same broad flex_attention area, but one is a compiled flex_attention failure and the other is a version-check/import issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a backend packaging issue, the other is a generic dependency complaint; too vague and unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache crash and trust_remote_code cache-path collision are different problems." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "One is tied-weight serialization behavior, the other is GPTNeoX config reload defaulting; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is removed API usage and the other is a cache-path collision." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both concern model weight handling, but the affected models and failure modes differ." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but one is slow imports and the other is unsafe sys.modules access; not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading related, but one returns incomplete config objects and the other is an unrecognized model/config mismatch." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but dequantized save failure and FlashAttention load failure are distinct issues." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load failures; only broad multimodal-loading similarity." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override failure is unrelated to a model load regression." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs token AddedToken argument bug; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regression-style reports, but they affect different APIs and model components." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Platform compatibility issue vs model-loading failure; not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config error is unrelated to PIL image-processor torchvision requirements." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing and ANSI output formatting are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems: sliding-window MoE behavior vs auto_mappings config reference cleanup." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are missing-import style reports, but they reference different symbols and different modules." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen model families and different failure modes; too broad to merge." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription generation bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and tie_word_embeddings warning are not the same code-path problem." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45759", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:33290|issue:45656", + "issue:45600|issue:45712", + "issue:44016|issue:44291", + "issue:44462|issue:44779", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898" + ], + "prepared_review_unit_hash": "d6d9a625fe7b206c8faa9b5a4938cc8818653ac3606712c9ac66c1122aba898e", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36020, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers bug reports, with a loose common theme of version regressions, model-loading issues, tokenizer/config mismatches, and multimodal pipeline bugs. I do not see any pair that should be merged as true duplicates.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45020 is the broadest and most representative issue in the set: it frames a general regression class around recent Transformers versions breaking remote-code models, which fits the overall cluster theme better than the narrower per-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single representative because it is a high-level regression report with broader scope than the other issue-specific failures, so it is the most plausible anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5/Qwen3VL, but one is a load-time MoE model failure and the other is a save_pretrained checkpoint-key regression. Different code paths and different concrete bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad import-regression report after upgrading Transformers; the first is a specific missing HybridCache export. Related symptom class, but not the same underlying bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading/config issues, but they affect different model families and different failure modes: unrecognized config/model_type versus not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is apply_chat_template assistant mask generation and the other is Qwen2.5-VL rope index scaling. Separate subsystems and bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "The pipeline processor lookup bug is specific to video-classification, while the other issue is a broad remote_code compatibility regression. Too general to treat as the same defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model internals and different symptoms: missing load-balancing loss when router logits are off versus Gemma 4 multimodal token type IDs defaulting incorrectly." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: one is a Python-version compatibility issue, the other is a dependency pin bump to an unreleased PEFT version." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config defaults, but they are for different models and different missing/default fields. No evidence they share the same code-path bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both touch vision-related pipelines/models, but one is processor selection and the other is device placement in Gemma4 PLE forward. Not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "No substantive overlap: compiled flex_attention on newer torch versus a backend error caused by tensorboard being installed without TensorFlow." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is dtype propagation in BLIP-2 loading, the other is incorrect save_pretrained checkpoint contents for Qwen3.5. Different lifecycle stages and different bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated model-specific failures: zero probabilities in SigLIP2 versus CUDA OOM in Sam3Video." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency issue is not the same as the specific unreleased PEFT minimum-version bump." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model loading failures, but they are for different models and different root causes; no sign they are the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is a broken SigLIP2 example and the other is stale TextClassificationPipeline documentation. Different underlying problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is about processor.tokenizer/image passing in custom code and the other is Deepseek tokenizer correctness. Not the same defect." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash. Different entry points and failures." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No meaningful relation; the second issue title is unrelated and provides no evidence of a shared bug." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizer save/load metadata, but one is tokenizer_class mismatch on save_pretrained while the other is repository tokenizer.json being ignored. Similar area, different bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed and optimizers, but one is an OOM with Adafactor and the other is optimizer.step() being called twice. Different concrete failures." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-adjacent, but one is removed config references in auto_mappings and the other is leftover dummy classes leaking into dir(transformers). Distinct issues." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the symptoms and likely fixes differ: repository tokenizer.json precedence versus Deepseek tokenizer output changes." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and different failure modes: FlashAttention incompatibility for Ministral-3 versus long-input OCR index errors in Kosmos2.5." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "No relation between batched video processor shape bugs and a generic dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/dequantization-related, but one is saving a quantized model and the other is loading a dequantized model with device_map auto offload. Not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different internals: MLA layernorm epsilon handling versus torch.split return handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different model components and failures: a dummy Conv2d in Sam3PixelDecoder versus Perceiver image classification failing on non-default resolution." + } + ] + }, + "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": 17, + "review_unit_index": 32, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45276", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:43262|issue:44521", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:41628|issue:43976", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "8415316f5011c188709f328069a4582b40f5f60c0cbb09a6aa1c978139e19b09", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated issues; only a small config-loading subcluster looks like a true duplicate. Most other pairs share a broad area (v5 regressions, tokenizer/model loading, chat templates) but not the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue #43643 is the broadest and most central of the near-duplicate loading/config reports: it describes fields being dropped from `AutoConfig.from_pretrained(..., trust_remote_code=True)`, which plausibly underlies the Llama4 `pad_token_id` missing-field error in #43525.", + "canonical_pr_reason": null, + "best_issue_reason": "#43643 is the best issue anchor because it captures a general config-deserialization regression rather than a model-specific symptom, making it the cleanest representative of the only credible duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different symptoms and code paths: serialization of tied `lm_head.weight` vs `resize_token_embeddings` not updating Gemma4 embeddings." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention/flash issues, but one is Ministral-3 with FlashAttention and the other is compiled flex_attention on torch>=2.9; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated: one is a low-content misc issue, the other is an `apply_chat_template` crash on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different areas: missing files from `processor.save_pretrained(...)` vs a Gemma-4 ZeRO3 `from_pretrained` loading failure." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files is unrelated to a reported slowdown during filtering after upgrading Transformers." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both concern loading/model usage, but one is a generic tokenizer-loading regression and the other is an ESM2-specific model breakage; too different to merge." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio processor sampling-rate defaults and multimodal assistant mask generation are distinct `apply_chat_template` problems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different missing-backend/import failures: `nn` missing in sentence-transformers import vs undefined `tf` backend when only tensorboard is installed." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Separate regressions affecting different model/tokenizer paths (CamemBERT MLM vs DeepSeek tokenizer)." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache handling during chunked prefill is unrelated to CLIPVisionModel not returning hidden states." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device-map mismatch; no shared underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss gating." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package/backend installation issue vs Python version compatibility issue; not the same defect." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs drift for TextClassificationPipeline vs incorrect SigLIP2 inference outputs; different problem types." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for a specific repo is not the same as the TensorFlow/tensorboard backend packaging bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs an unrelated low-information issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a specific VL class is unrelated to a Python-version support problem." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure modes; too weak to treat as duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 ZeRO3 loading." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": true, + "reason": "Strong match: both point to config fields missing after remote/custom config loading; #43525 looks like a concrete symptom of the generic field-loss bug in #43643." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to ANSI-code output from loading reports." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and CUDA OOM are different issues." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE and v5 breakage, but one is LoRA compatibility on hf4.x\u2192main and the other is Qwen3VL MoE loading; similar area, not clearly the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat loading crashes." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss gating and D-FINE auxiliary losses are different model-specific training behaviors." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and a stale generate warning are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing `AutoImageProcessor` and Python version support are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE router-loss gating and D-FINE denoising/aux-loss behavior are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge verdicts are conservative. The single accepted pair, `issue:43525` / `issue:43643`, is a reasonable config-deserialization duplicate anchor, while the rest are mostly symptom-level or model-specific mismatches and are safely rejected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "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:45229", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:44336|issue:44373", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:44987|issue:45459", + "issue:42886|issue:45229", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "c8ac76f557dee294c1fa761d08651e52493795aa17356523e8e33598d85c76bc", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are distinct import/config/model-specific regressions, not duplicates. I wouldn\u2019t merge any soft pair as the same underlying bug/change.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45003 is the most concrete and actionable representative of the cluster\u2019s import/loading surface; it describes a specific code-path bug (`sys.modules` access) rather than a symptom, model-specific variant, or doc issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the strongest single representative here because it points to a specific runtime/loading implementation defect and is more central than the broader symptom-only tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to a wrong-docstring bug about position_ids." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention 2 unsupported error; the other is a generic FA2 topic, not the same code-path bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "These are different failures: a position_ids buffer read error vs a Gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification/image-processor lookup and audio fbank extraction are different subsystems and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model config are unrelated symptoms with different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are not the same concrete issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different dependency breakages." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5 VLImageProcessor missing and HybridCache missing are separate import failures." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI output in loading_report is not the same as a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe `sys.modules` access and an xdist race on captured_info.txt are different bugs in different paths." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "A generation cache regression during chunked_prefill is unrelated to removal of `is_torch_fx_available`." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 eos_token_id config mismatch are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE router loss handling and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults do not share the same underlying bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing processor import and a DeepSpeed ZeRO3 BertModel index error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and tokenization slowdown after upgrade are different issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are distinct bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech and a missing field in Qwen3_5MoeVisionConfig are different config-loading issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription handling after align_special_tokens are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A model embedding resize bug is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch about return_all_scores is not the same as unsafe `sys.modules` access." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model failing on transformers>=5.1 and tokenizer error masking without protobuf are different root causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading failure and multi-GPU OOM are clearly different problems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe `sys.modules` access are different classes of failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation and a sam3_video/sam3_tracker model-type warning are related only by family, not by the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing `deepstack_visual_indexes` and failing to unwrap `text_config` are different multimodal config issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and an empty-deque ZeRO3 crash are different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import slowness are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash and Gemma 4 token-type-id defaults are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:43475|issue:44661" + ], + "prepared_review_unit_hash": "a03580f52b946152d94f46c7fe1b726a467c7bf673578cf54fbd1e104db2f60c", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36720, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions that only share broad themes like imports, generation, tokenizers, or model-loading. None of the soft edges looks like a true duplicate pair under a strict same-bug standard. The broadest representative issue is the open import-regression umbrella #45278.", + "confidence": 0.41, + "canonical_issue_reason": "#45278 is the broadest umbrella in the set: it describes multiple import errors after upgrading to 5.5.0, which makes it the most plausible canonical issue for a cluster containing several import-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best cluster representative because it is broad enough to cover the recurring import-failure theme, while the other issues are mostly narrow, model-specific, or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are warnings/regression reports, but they concern different models and different code paths; no evidence of the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-input issues, but one is a SAM 3 attribute error and the other is a Qwen3OmniMoe value error; not the same underlying defect." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding/tied-weight behavior, but one is about inconsistent serialization and the other about resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "These are unrelated crashes in different subsystems: GlmMoeDsa caching versus flash_attention handling of s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different bugs with no clear shared code path." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a tied-weights warning in Qwen3.5 fine-tuning; the other is a stale warning for num_return_sequences in paged generate()." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed ZeRO3 from_pretrained and a doubled optimizer step are distinct training/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both mention generation/cache, but one is a missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing in serve KV-cache continuation." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch is not the same as a tied-embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both involve imports or decoding paths, but one is a missing image_utils import and the other is protobuf decode-error masking." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding and Kimi-K2.5 tokenizer codec handling are different tokenizer bugs." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but they are different regressions in different functions and scenarios." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Saving tokenizer metadata and saving processor files are related only at a high level; the concrete failures differ." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache handling is not the same bug as a broad report about multiple import errors after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization under Transformers v5 and ESM2 breakage are not the same underlying issue." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "An MLukeTokenizer AttributeError and a data-filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file loss and a duplicated optimizer step are different problems in different layers." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions and different failure modes." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "A missing PyTorch import error and Sentence Transformers hanging on load are not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-processing slowdown after upgrade has nothing to do with double optimizer stepping in DeepSpeed." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in data filtering and Qwen3.5-Moe from_pretrained failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both involve model/config loading, but one is a SAM 3 vision encoder attribute error and the other is missing fields from AutoConfig with trust_remote_code." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-setting guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video models, but they affect different model families and different failure modes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a DeepSpeed/Gemma-4 from_pretrained issue do not indicate the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe import/compatibility problems are not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "These are both import errors, but they refer to different missing symbols in different modules." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "The Mistral regex crash and the future-annotations auto-docstring crash are separate AttributeError issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "A SAM 3 vision-encoder attribute error is not the same as add-new-model-like failing for tokenizer mapping names." + } + ] + }, + "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": 17, + "review_unit_index": 35, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43232|issue:44792", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:43673|issue:44188", + "issue:44038|issue:45310", + "issue:43377|issue:44242", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42898|issue:44568", + "issue:42175|issue:44933", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "fa0fa99ad59093464e80402746c7d40d762b26a80960673e24073b7e52497f95", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37396, + "estimated_input_tokens": 9349, + "estimated_eval_tokens": 18954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it does contain two clear exact-duplicate pairs: 42673/43704 for the Qwen3ForCausalLM VRAM leak, and 45310/45478 for the Qwen3.5 Moe from_pretrained error. The remaining Qwen/vision/config/import items are thematically related in places, but not confidently the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 42673 is a strong canonical issue because it has an exact duplicate in 43704 and the pair describes the same concrete VRAM-leak failure in multi-dataloader-thread use. It is also the earliest clearly matched duplicate pair in the packet.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42673 is the best overall issue anchor for this packet because it is a clean exact-duplicate case with a concrete reproduction, while the other near-matches are weaker. The separate 45310/45478 exact-title pair is also a duplicate, but it represents a different bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a specific missing config-field symptom and the other is a broader from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same VRAM-leak behavior for Qwen3ForCausalLM in multi-dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation internals, but the concrete failures differ: sync_gpus kwarg handling vs attention-kernel branching under torch.compile." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are different failure modes and likely different fixes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but a generic from_pretrained error and a specific missing config field are not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different fixes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe serialization problem." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel wrong output and infinite-loop generation for a specific image are distinct symptoms and code paths." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model config bugs, but they concern different fields and different models." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained/moe and Qwen3.5 MoE from_pretrained error are unrelated beyond broad model-family overlap." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and an import error for a specific class are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg syncing and janus image-generation test failure are different issues." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import-related, but they concern different APIs and likely different regressions." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging and leftover dummy classes in repo checks are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Cache-missing generation bug and divergent attention kernels under torch.compile are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs router-logit loss gating in MoE are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model loading and xdist race in testing utils are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy field during pretrained load vs xdist race in testing utils are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque error are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenization cleanup behavior change and missing BOS/EOS addition are different tokenizer regressions." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging and missing import from image_utils are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default multimodal config initialization and Whisper word-timestamp decode crash are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding resize reinitialization are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version support issue and missing image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default multimodal config initialization and ModelOutput None-key assignment are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenization cleanup change and Granite token-id regression are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors after a transformers update, but for different symbols and different fixes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug and docstring issue are not the same underlying problem." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval and ZeRO3 deque pop error are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve and auto_docstring annotation crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is a bit too strong for the packet: besides 42673/43704, the packet also contains 45310 and 45478 with the exact same title ('Qwen3.5 Moe from_pretrained error'), so the claim that only the VRAM leak reports are a clear duplicate pair is not fully grounded. The soft-edge rejections are mostly conservative, but the summary understates another obvious duplicate-like pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44206|issue:45103", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:43232|issue:45834", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44263|issue:45092", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43723|issue:44991" + ], + "prepared_review_unit_hash": "8064fa8b371931c5d1d7cdde7abdc8da72c63380a0413f8a250887ce36e60387", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38419, + "estimated_input_tokens": 9605, + "estimated_eval_tokens": 19466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports. The soft-similarity links are driven by broad overlap in areas like tokenizers, save/load, and v5 regressions, but the concrete failures are different, so I would not collapse any of the candidate pairs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:42898 is the broadest and most representative issue here, centered on a v5 tokenizer-behavior regression; it is the closest thing to a topical anchor among the tokenizer-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best issue to anchor the cluster because it is generic enough to represent the recurring tokenizer/regression theme, even though the overall set is heterogeneous and not duplicate-safe.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different subsystems and failure modes: MLflow reporting after training failure vs a deepspeed/Adafactor OOM." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a v5 AutoTokenizer loading issue and the other is missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Kimi-K2.5 codec/ warning handling." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen model bugs: a tied-weights warning in Qwen3-Next vs a missing tensor-parallel plan in Qwen3_5Moe." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different models and different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: a missing image-processor method vs meta-init incompatibility for old InternVL2 remote-code checkpoints." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: dependency version bump policy vs leftover dummy classes leaking into the package namespace." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different regression types: tokenizer cleanup behavior vs a model output difference between v4 and v5." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated bugs: reading a registered buffer vs optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different issues: a missing image_utils import/export vs dummy PT class cleanup." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs deepspeed optimizer double-step; no shared underlying failure." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different initialization bugs: bad default multimodal configs vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: feature extractor argument compatibility vs auto-docstring parsing under future annotations." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file omission." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy issue in FineGrainedFP8 is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-related, but not the same bug: MLflow status reporting vs CustomTrainer API breakage." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Separate import failures from different packages and causes: transformers AutoImageProcessor vs huggingface_hub offline mode." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch for AutoModel." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different generation/input failures with no shared code-path." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated issues: MLflow reporting after training failure vs a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs generation failure with flash-attention; different layers of the stack." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Save_pretrained serialization bug vs a question about default shard size; not the same defect." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save vs Qwen3.5 MoE from_pretrained error; different symptom and model area." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to MLflow not reporting failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Different issues: MLflow reporting vs embeddings being reinitialized in post_init." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different GLM/DSA indexing bug vs InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different serving failures: chat completions request handling vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but different concrete bugs: torch.split outputs vs missing ReLU." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Different failures: batched chat template padding behavior vs docstring tooling crashing on future annotations." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo about position_ids is unrelated to a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer error is unrelated to processor save_pretrained file omission." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer/config issues, but one is loading v5 tokenizers and the other is eos_token_id mismatch between tokenizer and model config." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/VL issues: old InternVL2 meta-init compatibility vs Qwen3.5 visual encoder keys saved incorrectly." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision/config mismatch in MLA q_a_layernorm is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions in v5, but they affect different models and likely different tokenizer implementations." + } + ] + }, + "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": 17, + "review_unit_index": 37, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "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:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:42831|issue:45310", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:43756|issue:44060", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:44295|issue:44297", + "issue:43122|issue:44514", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:43408|issue:43475" + ], + "prepared_review_unit_hash": "05e25974bd00fa569a1b278cc5095df6ca9c12c8057a74430f722bb242403aec", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated transformer bugs spanning tokenization, loading/imports, generation, config, and quantization. I did not find any soft pair that looks like the same underlying defect, so all soft edges are rejected.", + "confidence": 0.41, + "canonical_issue_reason": "If one issue must serve as the cluster representative, issue:45278 is the broadest umbrella for the import-regression theme after upgrading to v5. That said, this cluster does not appear to contain true duplicates overall.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor triage because it is broad, recent, and open; it captures the most general regression signal in the set, even though many other items are distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different problems: loading hang vs zero-probability output on a specific model." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading, but the affected tokenizers and failure modes are different." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols; not the same code-path bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config defaults/reload issues, but they concern different model families and fields." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but one is offset mapping and the other is special-token insertion." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: FineGrainedFP8 accuracy vs Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to quantized model saving." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report, but the former is a specific missing hub symbol; not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture issues with no shared failing code path." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime tensor split issue is not the same as a docstring correction." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model/runtime bugs; no concrete overlap." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state bug vs D-FINE training-loss behavior; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env-command breakage is unrelated to a missing nn import in sentence-transformers integration." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different model issues with no shared concrete code path." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is not the same as a wrong decoder type mapping." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import error and tokenizer spacing bug are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift and multimodal assistant-mask failure are different behaviors." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning has nothing to do with torch.split indexing." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer-mapping None handling and AutoProcessor cached_file kwargs are different loading bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and model/runtime contexts; not duplicates." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but they affect different mechanisms and code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure is unrelated to pipeline-parallel generation correctness." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both mention chat/template-style APIs, but one is cached-file argument forwarding and the other is assistant-message crash handling." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility issue vs incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The broad import-regression theme is different from the specific AutoImageProcessor import failure." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access for position_ids and tokenizer class metadata are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenizer/chat-template failures with different triggers." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Offset mapping regression and loading a specific model are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn import in integration code is unrelated to stale auto_mappings references." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure is unrelated to invalid GenerationConfig." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Warning about mismatched model type is not the same as a missing output attribute in SAM 3 Video." + } + ] + }, + "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": 17, + "review_unit_index": 38, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:44261|issue:44373", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:42757|issue:44351", + "issue:45216|issue:45478", + "issue:43278|issue:44945", + "issue:43066|issue:44779", + "issue:43493|issue:45753", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42222|issue:43441", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "608c50a01c793d3cbc27c31c59ab3c60a797b75a69f775d48606e0f1bfe69472", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35378, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Transformers bug reports, mostly around import regressions, tokenizer/model behavior, and model-family-specific failures. The soft-similar pairs share broad themes but do not look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set because it captures the general post-upgrade import-regression theme and can reasonably subsume several import-related reports. That said, the cluster is still very mixed, so it is only a partial canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative because it is the most general, high-level issue here and aligns with the most recurring subtheme (import errors after upgrading to v5.5.0).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Both are model/math bugs, but they affect different components and symptoms; not the same concrete defect." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "One is a precision/config bug in MLA q_a_layernorm, the other is a docstring issue for position_ids." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization-related outputs, but one is offset_mapping and the other is multimodal assistant masks; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are unrelated failures." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different example/model contexts and different failure modes; not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenization regressions, but for different model families and symptoms; too broad to be one bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving a dequantized model and failing to load Phi-4 multimodal are separate code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and tokenizer save_pretrained class metadata are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "One is a Qwen3-VL-Moe bug, the other is a position_ids buffer access problem." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and gguf_file loading are not the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and example-script multi-label classification are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different dependency layers." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe and FP8 save_pretrained moe problems are model-specific but not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "These are import failures from different packages/symbols; no shared underlying defect is evident." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint output and the other is from_pretrained loading behavior." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype regression in evaluate is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior across v5, but they concern different tokenizer implementations and outputs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop generation are unrelated model bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen/tokenizer-related regressions, but one is general tokenization drift and the other is flash-attention generation failure." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Model saving after dequantization and FP8 save_pretrained are different serialization problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in a specific encoder and AutoProcessor kwarg forwarding are separate loading issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but they refer to different missing names and different release contexts; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch CI failure are distinct problems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and GLM-5 RoPE implementation are different code-path issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing transformers.onnx module and a LayoutLMv3 error-message concern are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are different model-specific bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch method 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": 2, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43064|issue:43673", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:43116|issue:43493", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43408|issue:43742" + ], + "prepared_review_unit_hash": "f58488340764759d5bdc7e995a7af879af81cc62ae7e38dd212df215342addf4", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft edges are mostly false positives: they share broad subsystems like tokenizers, Qwen, training, or testing utils, but they describe different failure modes and code paths. No PRs are present. The closest actual duplicate in the set is the pair of Qwen3.5 Moe from_pretrained reports (45310/45478), but that pair is not among the soft edges.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an earlier, clearer report of the Qwen3.5 Moe from_pretrained failure and is effectively duplicated by the later 45478 report with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest global representative among these items due to its direct duplicate signal with 45478 and its concrete, user-facing reproduction of the model-loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different failures: optimizer state corruption during FSDP2+PEFT training vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated compatibility checks: Python version support for Transformers 5.1.0 vs a PyTorch version guard in flex_attention." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD arguments not being applied is a different bug from trainer.evaluate() failing after training." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation mismatch; different models and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example classification output bug vs pipeline() error-message/docs mismatch; not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen/Moe models, but one is a v5 Qwen3-VL-Moe bug and the other is a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior is a different code path from from_pretrained loading failures." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs a stale warning for num_return_sequences; unrelated symptoms." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Audio feature-length helper behavior in qwen3_omni_moe vs a flex_attention import/version check." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a tokenizer-loading regression and the other is a wrong offset_mapping bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer models and failures: offset_mapping correctness vs general incorrect results in Deepseek tokenizer." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES fallback issue vs flash_attention crashing on s_aux=None; different subsystems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalidity in GLM-5 is a different failure from Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread usage does not match an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights unexpected argument error and PretrainedConfig type-checking breakage are separate API compatibility issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes are different from AutoProcessor crashing without torchvision installed." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version dependency bump problem vs flex_attention import/version guard; not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A minor testing_utils bug is not the same as the xdist race on captured_info.txt." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping returning None is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Two different missing symbol import errors in different modules; not the same underlying export regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mappings and stale post-processor updates are distinct tokenizer-runtime issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next is a model-architecture bug, not a from_pretrained loading error for Qwen3.5 Moe." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training under flash_attention_3 is unrelated to an incorrect checkpoint saved by save_pretrained." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Sharding-size question is unrelated to the Qwen3.5 Moe loading failure." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leakage and Apple Silicon TypeError in caching_allocator_warmup are unrelated failures." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance and MLA q_a_layernorm precision/config handling are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker warning mismatch is not the same as a MobileLLM-125M key-loading error." + } + ] + }, + "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": 17, + "review_unit_index": 40, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:42673|issue:43577", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:42222|issue:45459", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43931|issue:44038", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43986|issue:45341", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071" + ], + "prepared_review_unit_hash": "49c48daa1665f645cea2639d0730456ffff424634faf0fbbe359f5c7f3c2240a", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports; I did not find any soft pair that clearly describes the same concrete bug/change strongly enough to merge. The closest is the broad import-regression report, but it is still too generic to treat as a duplicate of a specific import error. No PRs were present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes multiple import failures after a version bump, making it the best anchor for an import-regression cluster if one is formed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the widest impact and clearest regression framing among the issues shown, so it is the best single issue to keep as the representative report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but 44933 is one specific missing import while 45278 is a broad post-upgrade import-regression report; not the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: failing to run a script vs a small testing_utils bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend installation issue vs a broken VitPose model path; different symptoms and fixes." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: invalid GenerationConfig vs unrecognized model/config missing model_type." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in threaded dataloader use is unrelated to dtype staying float32 when loading Blip2." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Separate import error vs audio feature extraction bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general request rejection and the other is a streaming-specific inference failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer argument handling and double step calls under deepspeed are different code paths and likely different bugs." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior guidance is unrelated to FineGrainedFP8 accuracy regression." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type issue and changed tokenization output are related to tokenization, but not the same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A precision warning during bf16 compilation is not the same as Blip2 parameters remaining float32 after loading." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is unrelated to the testing_utils bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A question about save_pretrained shard size is unrelated to a Qwen3.5-Moe from_pretrained load failure." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing layer projections in qwen3next is a different model bug than the Qwen3.5-Moe loading error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch helper and missing rms_norm_eps are separate multimodal bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config field warning and unexpected position-id keys are not the same underlying change." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is distinct from the GLM-5 RoPE implementation issue." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "A broken model family and a tokenizer error-mask bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both mention warnings, but they concern different models and different warning causes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking regression are separate API breakages." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention load failure for one model is unrelated to degenerate training under flash_attention_3." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type-checking regression and undefined TF backend due to tensorboard-only install are different problems." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL-related failures with different symptoms and likely different fixes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different failure mode than loading a specific model repo on v5.1.0." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings-related config behavior is unrelated to gguf_file breaking from_pretrained calls." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers config construction bug and PreTrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision is unrelated to the testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model import crash and a save_pretrained shard-size question do not share a concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These are both warning-related but involve different configs/models and different warning conditions." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image patch counting and torch.split return handling are unrelated implementation bugs." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility and type-checking regression are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "2802e91ac11d376d76adf9647714f5ae122577600d8ac0156803afac886aa3fd", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across different models, loaders, tokenizer behavior, and training paths. I do not see a true duplicate group here.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items are largely unrelated bugs rather than the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the closest representative by visibility and references, but it is still only a broad v5 compatibility complaint, not a duplicate anchor for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs a small testing_utils bug; unrelated code paths." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention 3 training degeneration vs category-count limit error; no shared underlying defect." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/torchvision loading crash vs Gemma 4 processor import failure from mistral_common; different failure sources." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and dependencies; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs GLM-5 RoPE discussion; distinct model implementations." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training bugs: FSDP2/PEFT optimizer state corruption vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 family config/model issues; missing projections is not the same as a dropped vision config field." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports ('layer_type_validation' vs 'HybridCache'); separate compatibility problems." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken constructor error vs TOKENIZER_MAPPING_NAMES returning None; different tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie API removal vs flash_attention sink handling crash; unrelated changes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different symptoms; not the same code-path bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs auto_docstring annotation handling; unrelated failures." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local file access bug vs missing embed_tokens.weight in UMT5Encoder; separate loading issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video model loading without torchvision vs tokenizer mapping None; different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Embedding tie API removal vs quantization offloading behavior; not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL export vs AutoProcessor crash without torchvision; different import/load paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue; no concrete overlap shown." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "API removal warning vs TextClassificationPipeline docs mismatch; one is behavior, the other documentation." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task message bug vs inability to save Pipeline objects; different pipeline operations." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load vs save_pretrained shard-size question; unrelated save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention 2 support error vs attention-scaling ignored under SDPA/FlashAttention; different attention backend issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile+SDPA failure; unrelated models and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch warning during bf16 compilation vs compile-time failure with SDPA; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compilation precision warning vs tie_word_embeddings warning; unrelated warnings." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading bug vs gradient checkpointing in eval mode; separate behaviors." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs Qwen3_5 infinite loop on a specific image; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model save failure and the other is pipeline save_pretrained; different code paths." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug vs degenerate zero-loss classification with num_labels=1; unrelated training behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support issue vs Python version compatibility problem; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Optimizer-state corruption in distributed training vs attention scaling ignored under backend swap; different subsystems." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; no shared defect." + } + ] + }, + "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": 17, + "review_unit_index": 42, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:43618|issue:44380", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:44483|issue:45381", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380", + "issue:36683|issue:44242", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "890014d64f0bdae68357c2d0596270dfc7e0078b599d1b71ddab98c3730ea37e", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37130, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions: import errors, model-loading/saving bugs, tokenizer/chat-template behavior changes, and a few unrelated model-specific issues. The strongest umbrella issue is the open report about many import errors after upgrading to 5.5.0.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest umbrella: it is open, user-facing, and explicitly groups multiple import failures after upgrading to 5.5.0, which matches the repeated import-regression theme in this cluster best.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is the most general and consolidating report; the others are narrower model- or API-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat-related APIs, but one is an OpenAI-style /v1/chat/completions acceptance issue and the other is a batched apply_chat_template crash. Different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both mention CLIP and v5 regressions, but one is about attentions in CLIPOutput and the other is about hidden_states in CLIPVisionModel.forward. Not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch precision warning from torch.compile is unrelated to a compiled flex_attention failure on torch>=2.9." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different models and failures: CLIPOutput attentions vs GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and packages; no sign of the same missing export or code path." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated problems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both reference Qwen3-VL MoE, but one is a loading regression and the other is fp8 support for inference; not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat surfaces: request validation at /v1/chat/completions versus apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model loading failures, but one is Qwen3-VL MoE import/loading breakage and the other is a state_dict sorting error. Different root causes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE-layer count in Smollm3 is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "One is an API request acceptance problem; the other is Qwen2.5-VL video position IDs being wrong." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3-VL MoE loading breakage and a specific-image infinite loop are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to Pipeline save_pretrained failing." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3 output missing fpn_position_embeddings are different model-specific attribute errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline serialization failure are both about saving, but they are not the same issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern saving/loading checkpoints, but one is a state_dict ordering error and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention2 support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation and GPT2 attention scaling under backend kernels are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different modules." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "A v5 tokenization_spaces behavior change and an incorrect tokenizer decoder type are distinct tokenizer issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated issues: Gemma3Config attribute error versus patchtsmixer post_init policy change." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading breakage is not the same bug as inability to save Pipeline objects." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/platform compatibility reports, but one is Python 3.9/3.10 package compatibility and the other is Python 3.14 loading failure. Different causes." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and DeepseekV3MoE divergence are different model internals, not one bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs: vocab_size on Gemma3Config versus pad_token_id on Llama4Config." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention2 support for Nemotron is unrelated to D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP attentions regression and a Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention kernels, but one is a torch.compile branching divergence and the other is backend-specific attention scaling being ignored." + } + ] + }, + "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": 17, + "review_unit_index": 43, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44855", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:44360|issue:45440", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:42548|issue:44351", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749" + ], + "prepared_review_unit_hash": "8ad98356e6c7c3bb67b608d5a0e48592f04166d6d40389a0c3ab5099965e0de2", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous v5-era regression reports. The only strong duplicate-like pair is the import-time slowdown issue around `import *` in model modules; the rest are related only at a broad subsystem level and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41669 is the most concrete and actionable report: it identifies a specific root cause (`import *` in models) and a measurable impact (slow import / many files).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative because it clearly states the underlying bug and can anchor the small import-performance subset of this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both concern model/config loading, but one is a state-dict loading error and the other is a missing config field; different bugs." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "`44246` describes the same symptom as `41669`: importing transformers is intermittently slow, and `41669` identifies the likely cause in model `import *` usage." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is a generic compiled-file/import failure and the other is a Python 3.13 `torch.jit.script` parsing issue; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "These are unrelated: a missing config attribute in Gemma3 versus a distributed training optimizer-state bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but they involve different failure modes and code paths (`set_seed` omissions vs xdist race on captured_info.txt)." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "One is a Python 3.14 load failure and the other is a `PretrainedConfig` type-checking regression; they do not point to the same underlying defect." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen-related load/save issues: one is sorted-state-dict loading, the other is incorrect visual encoder keys during save." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`43010` is a specific no-grad decoration request for cache updates; `45850` is a broad complaint about many broken models after v5." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are model-loading failures, but one is a missing encoder weight and the other is a Qwen3.5 MoE `from_pretrained` error; different root causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated problems: cache update decoration versus Python-version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Both mention version regressions, but one is a Python 3.14 load failure and the other is a Qwen2.5-VL video-position-id bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different functionality and failures: missing CLIP attentions output versus an API change around `patchtsmixer` `post_init`." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different bugs in different model families: DSA indexer activation versus DeepSeekV3MoE divergence." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both involve tensor parallelism, but one is a training bug and the other is OOM when loading a large model; too different to merge." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "An environment import error for PyTorch is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure versus a question about the default `max_shard_size`; not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention code, but one is CLIP output fields and the other is a flash-attention crash on `s_aux=None`; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seeding flakiness is unrelated to a model-loading failure for Phi-4-multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing `set_seed` in a model test versus a stale device-override test in GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: a flaky SamHQ test versus stale auto-mapping references to removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is an offline-loading network bug, the other is an `AddedToken` argument conflict in tokenizer construction." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "A no-grad decoration request for cache updates is unrelated to SGD arguments being ignored." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload compatibility after upgrading versions are related only broadly; they are not the same concrete bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import issues, but they affect different exported symbols (`PreTrainedModel` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A flaky integration test due to seeding is unrelated to a generic bug in `testing_utils.py`." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save/pretrained behavior for MoE is different from a missing tensor-parallel plan on a Qwen3_5 model." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload incompatibility are distinct problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no-grad behavior is unrelated to a dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline loading/network behavior is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file/import failures and a Chinese-language report about slowdown after upgrading to 5.3.0 are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The accepted soft pair (41669/44246) is a plausible duplicate around import-time slowdown, and the rejected pairs are mostly separated by clear differences in failure mode or code path. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "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:45375", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45850" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "4f6c672451d8dbc02844d6f4a0b6c237eb57eaa26491446992fd887ad3f3661a", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37082, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs. The only plausible duplicate is the Qwen3.5 MoE loading pair (45125/45478), where one issue describes the underlying missing tensor-parallel plan and the other describes the resulting from_pretrained failure.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45125 is the cleaner, root-cause-oriented report: it names the specific missing _tp_plan problem for Qwen3_5MoeForConditionalGeneration, which can explain the broader loading failure reported elsewhere.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the best representative issue in this set because it is specific, actionable, and tied to a concrete code path rather than a broad symptom or unrelated regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: a runtime loading hang vs documentation confusion about forward arguments." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache issues: one is about no_grad decoration, the other about sync_gpus and _update_model_kwargs_for_generation." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Likely the same Qwen3.5 MoE loading bug: one reports the missing _tp_plan/root cause, the other the resulting from_pretrained failure on newer transformers." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Related Qwen3.5 MoE area, but this is about a missing vision config field, not the tensor-parallel loading path." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different failure modes: MLFlow reporting on training failure vs tokenizer loading regression." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: offline/local_files_only network leakage vs FP8 moe save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they affect different scenarios and model families; too broad to treat as the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated: Liger Kernel application during model_init vs a DSA indexer activation/detail issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different model-specific numerical/attribute issues in different components." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: network requests despite local_files_only vs a placeholder/non-descriptive issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Different subsystems and symptoms: MLFlow job status reporting vs tensor parallel training." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths: compiled Python file handling vs PretrainedConfig type checking." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is about saving pretrained models and the other about inference support." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different save/load mechanics: compiled Python file errors vs saving Pipeline objects." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation referencing pipeline() vs an unrelated non-specific issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but the titles point to different concrete failures: tokenizer loading vs Llama 3.2 vision model loading." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Unrelated: missing huggingface_hub import vs a broken transformers env command." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Different components and symptoms: tokenizer loading regression vs tensor parallel training bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different issues: env command breakage vs missing Qwen2_5_VL export." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths: env command broken vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation issue vs import error for layer_type_validation." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and are not clearly the same root cause." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated: placeholder issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: missing configuration_utils symbol vs broken env command." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different cache-related problems: missing GenerationMixin cache in chunked_prefill vs a typo in cache strategies." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Different problems: env command breakage vs Python 3.14 import/load failure." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: scheduler kwargs handling vs placeholder issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated: GLM-5 RoPE implementation vs placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs documentation mismatch for TextClassificationPipeline." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Different issues: missing AutoImageProcessor export vs compiled Python file errors." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Different problems: tensor parallel training vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "General model crashes under chat vs a broad complaint about v5 breaking too many models; not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Different bugs: missing rms_norm_eps precision discussion vs DSA indexer missing ReLU." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files vs an unspecified bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs a TensorFlow/tensorboard backend initialization issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs: lazy loading vs unsafe sys.modules access in modeling_utils." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are appropriately conservative. The only accepted duplicate, issue:45125 vs issue:45478, is stated as likely rather than certain, which fits the evidence available from the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "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:43874", + "issue:43976", + "issue:44038", + "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:44945", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:45278|issue:45850", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:44315|issue:44829", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704" + ], + "prepared_review_unit_hash": "4dee5a1f01b1ab8aa54eff347dd3d84a1bc5da98f12b51c7526e1a4e713ff977", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40581, + "estimated_input_tokens": 10146, + "estimated_eval_tokens": 20548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by broad v5-era regression reports, but the soft-edge pairs mostly point to different model-specific or subsystem-specific bugs rather than true duplicates. No soft-edge pair is a safe merge candidate.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45278 is the most representative anchor: it describes a concrete upgrade regression (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d) and fits the cluster\u2019s broad v5 breakage theme better than the more generic complaint issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to keep as the cluster representative because it is specific enough to be actionable while still covering the common version-regression theme seen across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different failures: 2D bbox hallucination/error vs an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-related breakages, but one is the `transformers env` CLI and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3-VL/MoE naming, but one is a from_pretrained failure and the other is a missing tensor-parallel plan; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_id` attribute in Llama4Config is a specific config bug, not the generic \u201cmany models break\u201d complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and missing GenerationMixin cache during chunked prefill are different underlying problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint-loading regressions after v5, but one is general reload failure and the other is InternVL2 remote-code/meta-init incompatibility; not clearly the same defect." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a broad v5 breakage report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` is a specific attribute regression, not the generic v5 complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo do not describe the same issue." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test due to missing seeds is unrelated to an inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are separate code paths." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regression reports, but one is about import errors after upgrade and the other is a vague general complaint; too imprecise to treat as duplicates." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger Kernel application with `model_init` are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading malfunction are related in theme, but not clearly the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bounding-box output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support for NemotronH and Qwen3-VL hallucination are different model bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env behavior and scheduler-kwargs forwarding do not share an underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a specific serialization bug, while the other item is too vague to establish sameness." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer handling and an unspecific bug report are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/perf and a missing `HybridCache` import are different import-related problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance cleanup and a testing_utils typo/bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallel LLM output are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing image-patch helper in GLM46V is a specific multimodal bug, not a general v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and same broad area, but one is bbox output behavior and the other is a from_pretrained error; not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement and `_get_tied_weight_keys` crashing on a list are distinct code issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and a scheduler kwargs bug are not duplicates." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup/performance and inverse_sqrt scheduler kwargs are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are separate model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report cannot be safely merged with a specific Qwen3.5-Moe from_pretrained error report." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45341", + "accept": false, + "reason": "The generic placeholder report does not establish the same bug as the testing_utils issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are different subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and different failure modes; not duplicates." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API behavior and a Qwen3ForCausalLM VRAM leak 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": 2, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-395", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "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:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "632739abd6585a0ccaac3950f0f02e9286b3097ae735c00587335086f05cd8fe", + "component_budget": { + "node_count": 395, + "item_count": 395, + "soft_pair_count": 1484, + "serialized_chars": 764571, + "estimated_input_tokens": 191143, + "estimated_eval_tokens": 382542 + }, + "budget": { + "node_count": 29, + "item_count": 29, + "soft_pair_count": 24, + "serialized_chars": 23391, + "estimated_input_tokens": 5848, + "estimated_eval_tokens": 11952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy and spans unrelated bugs across loading, tokenizers, configs, processors, and assorted regressions. The only somewhat coherent theme is a small tokenizer/v5 regression subgroup, but none of the proposed soft pairs are safe duplicate merges.", + "confidence": 0.37, + "canonical_issue_reason": "issue:42913 is the clearest broad regression report in the tokenizer/v5 subgroup and is more representative than the more specific follow-up-style reports.", + "canonical_pr_reason": null, + "best_issue_reason": "42913 is the best single representative issue for the only coherent mini-theme in this noisy cluster; the rest are too heterogeneous to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Different bugs: unwanted remote API calls with local_files_only versus a Qwen3VL timestamp calculation error." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Different code paths: timestamp computation in a processor versus missing files from processor.save_pretrained()." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Unrelated symptoms: processor timestamp math versus VRAM leak in Qwen3ForCausalLM multithreaded use." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different models and failures: torch.split return handling in GlmMoeDsaIndexer versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "Different bug classes: CPU offload device mismatch in bark-small CI versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Related only at a very high level; these are distinct model-specific precision/config issues." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "Different bugs and subsystems: VRAM leak under multithreaded dataloaders versus a testing_utils issue." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5 regressions, but the descriptions point to different concrete failures and there's not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "No duplicate relationship: inverse_sqrt scheduler kwargs bug versus an unrelated issue titled 'Unemployment'." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: tied-weights key handling versus apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy naming is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "'Unemployment' is not the same underlying bug as a broad '5.0 breaks too many models' report." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to the generic 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No shared bug: 'Unemployment' versus a small testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different root causes: missing pad_token_id on Llama4Config versus AttributeError from _tied_weights_keys being a list." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different config issues: StableLm pad_token_idx regression versus tied-weights key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading speed is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for qwen3-vl/qwen3.5 moe is unrelated to missing save_pretrained files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow training-job reporting failure and slow from_pretrained checkpoint loading are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading is not the same bug as tensor-parallel training failure." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and confusing forward docs are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE-style regressions, but one is FP8 inference support and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different failure modes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is a different feature gap than FP8 qwen3-vl/qwen3.5 inference support." + } + ] + }, + "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": 17, + "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": "cbe7c5ce88ed257c8cd416fe06597acfed64b53c3af7112b126b31f8fb6d4521", + "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 two issues are not duplicates: one requests Flash Attention 2 support for more architectures, while the other requests GGUF support for more architectures. They concern different features and different code paths, so the soft match should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "If a single representative is needed, issue 26350 is the better canonical issue because it is older and has substantially more discussion activity; however, it is not the same request as 33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the stronger overall cluster representative due to higher engagement and earlier creation, but it should not be treated as a duplicate of issue 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF architecture support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "921fa6141fa1fc1bee104dc3719f77fe2fafd3847e490b6a8140cdb637ec39f9", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are the same issue template family for translating docs, but they do not appear to be the same underlying translation request. One is concrete (Turkish); the others are placeholder/template variants that likely correspond to different language tasks. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:27088 is the only concrete request with an actual language code/title ([i18n-TR] Translating docs to Turkish); the others are generic placeholder titles and are less informative as a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the best representative because it identifies a specific target language and looks like a real actionable translation request rather than a template stub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation-template family, but no evidence they target the same language or change; likely separate doc-translation requests." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The concrete Turkish request is not the same underlying issue as a generic placeholder translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "These look like different language-specific translation issues, not duplicates of one concrete bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder translation issues, but there is no sign they refer to the same language or work item." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Highly similar template text alone is insufficient; they likely represent separate localization tasks." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same generic i18n template, but not enough evidence of the same underlying request." + } + ] + }, + "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": 17, + "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-36817-15", + "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" + ], + "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" + ], + "prepared_review_unit_hash": "5d2932690eeecec36024c072820e4442488e6d417b33c4e8a000b2cd16f7f0a7", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20710, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically similar model-request issues, but they describe distinct models, modalities, and code paths. No pair looks like a true duplicate; the cluster is better treated as related requests rather than one underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate stands out because each issue targets a different model or architecture request. If forced to pick the broadest umbrella, issue:42738 is the most general, but it does not actually subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the broadest and most umbrella-like topic in the set ('BERT-like models with RoPE'), so it is the closest thing to a representative issue, though still not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert and DEIMv2 are different model requests with different architectures and scopes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config request and Qwen3-TTS support are unrelated model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models; no shared underlying bug/change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions, not the same request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model, while LFM2.5 Audio 1.5B is an audio model; different code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request concern different architectures." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are distinct model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different modalities and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated models and not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the OpenAI weight-sparse transformer request target different architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model request; LFM2.5 Audio 1.5B is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model requests with no concrete overlap." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model/task requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are distinct architecture additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different models; similarity is only thematic." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are separate model requests for different modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different models/tasks, not the same bug/change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate requests with different code paths." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only loosely; they are not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated model families and tasks." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by prefix but are different tasks and implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS support and LFM2.5 Audio 1.5B support are different audio-model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are both audio/text models, but they are different model-specific additions." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests with different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model tasks." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and modalities." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are distinct architecture requests, not one fix." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model support tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "a7f91a21d26aa513f6025d4bdd36f8b8dc0a18ffd65192495c666dd321fca80a", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6287, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6287, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates; they span unrelated models, config typing, tokenizer warnings, and a loss-argument bug. The soft-similarity links are superficial.", + "confidence": 0.98, + "canonical_issue_reason": "No true canonical duplicate exists here. If one issue must represent the cluster, issue 43240 is the most concrete code-path bug report; the others are unrelated and should not be merged into it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the strongest standalone issue: it describes a specific runtime bug with clear behavior and likely actionable fix. The rest are narrower API/typo/reporting issues or unrelated model problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and bug types: Llama4 normalization behavior vs ModernBERT config type hint. No shared code-path problem." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss kwargs propagation are distinct bugs in different call sites." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former target handling bug vs tokenizer regex warning regression; unrelated subsystems and symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Model loss/ignore_value issue is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Unrelated: training target usage in Mask2Former versus a ModernBERT config annotation mistake." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs forwarding bug is not the same as an incorrect type hint in config." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint problem and tokenizer regex warning regression are different issues with no common fix." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are separate small correctness issues in different modules: config typing vs typo in quantization attribute." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "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": "8a36da8cebcc0bf116ddb625130b95e98b4c052502b87012b2e5fdc2e07d8794", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics: one requests block decoding, the other asks for DeepSeek v3.2 support. They are not duplicates or the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the issues describe unrelated requests, so there is no single shared problem to canonicalize.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more specific and actionable request; issue 41084 is too terse to serve as a representative cluster issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different feature requests with no shared underlying bug or implementation change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "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": "22d8a8696d915764b5bdac159d95ff6699880673bc066a0ebe2ad72a9311d10d", + "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 issues are related to Trainer extensibility/custom trainer behavior, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers.", + "confidence": 0.88, + "canonical_issue_reason": "No strong canonical issue: the titles point to separate Trainer edge cases rather than the same bug or feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative issue, #43598 is the broader Trainer customizability request and is slightly more central to the cluster theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the general area of custom trainers, but the underlying concerns differ: column-removal customizability vs FLOPS estimation logic. They do not look like the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "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": "e8c5eff11a70e1a75a7b86da489d2cd6fdf6db00a13050791bd9e90b074e3b0f", + "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": "The two issues are related to Qwen/Qwen3.x support, but they request different changes: one is broad model registration for Qwen3-Omni, the other is a specific AutoModelForSequenceClassification mapping for Qwen3.5. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43684 is the broader, more foundational request about registering Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, so it is the better canonical issue among the two.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the best representative issue because it targets core model registration rather than a narrower task-head support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change requests: model registration for Qwen3-Omni vs adding sequence-classification support for Qwen3.5. They touch related model families but not the same code-path or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "c25569be07e74ba8b6bb021c7237314e3b285e0bcd1828193b7280890080084e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are ultra-low-information issue reports. Three issues share the exact title \"huggingface \" and were opened close together, but there is no body detail or target to confirm they describe the same underlying problem; the \"Fett\" issue looks unrelated from the title alone.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43845 is the earliest of the three identical-title \"huggingface \" reports, so it is the best placeholder representative if this cluster is treated as duplicate-like.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest cluster anchor because it is earliest and shares the exact title with 43846 and 43859; 43835 is title-distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles are unrelated and there is no body evidence of the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles are unrelated and there is no body evidence of the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Titles are unrelated and there is no body evidence of the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Exact title match is not enough here; the bodies provide no concrete shared bug description." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Exact title match is not enough here; the bodies provide no concrete shared bug description." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Exact title match is not enough here; the bodies provide no concrete shared bug description." + } + ] + }, + "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": 17, + "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": "72422d0dfcd5a7bd0a6fb871df5a1eebee266a336dff48d0f45435a112932c16", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-signal spam/placeholder issues rather than duplicates of one concrete bug. There is no substantive shared problem statement to consolidate.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical issue exists here; the tickets are mostly spam/placeholder titles with no usable body or explicit linkage.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues provides enough concrete detail to serve as a reliable representative for a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles, but there is no concrete bug report or shared underlying problem to confirm duplication." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam-style titles are not enough to establish the same underlying issue without any real description." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; these do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no evidence they refer to the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same as a spam placeholder ticket." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation feedback and spam placeholder content are different underlying reports." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Although the titles match, the items contain no substantive details to verify they are the same real issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and quoted-name title are unrelated; no shared bug or change is visible." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No evidence indicates these refer to the same underlying problem; the titles are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "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": "732ca3ee77261dedce8b543dfbcbb8419e71792c55d92cbb9fba873b027ecddd", + "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": "These two closed issues have identical titles and very similar body lengths, with no explicit links or targets, so they look like likely duplicates even though the packet does not show the full report bodies. issue:45145 is the better canonical issue because it was created first and has the only inbound reference.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45145 is the earliest of the likely duplicate pair and has the only inbound reference, so it is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best overall issue candidate because it appears to be the earlier instance of the likely duplicate report and has slightly stronger inbound evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus closely similar body lengths make these look like the same underlying issue, but the evidence is limited because the packet does not expose the bodies or any explicit links/targets." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is a bit too strong for the packet: we only know the titles are identical, body lengths are close, and there are no explicit links/targets. The packet does not show the report bodies, so saying they are the \"exact same report\" or that the content is \"essentially the same\" overstates the evidence. The canonical choice of the earlier issue is grounded, but the soft-edge verdict and summary should be phrased more conservatively." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "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": "8a94fa9346501088f3aebf95adb27b196dac52057554c27f7307135f4f8da59e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both 4-bit inference bugs, but they describe different failure modes and likely different root causes: one is a Gemma4/audio-module torch.finfo TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must represent the cluster, 45674 is the cleaner canonical issue because it isolates a specific BitsAndBytesConfig regression with a concrete trigger and assertion failure. 45672 appears to be a separate Gemma4 audio-module bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the better global issue candidate: it names the exact configuration path, states the observable failure, and is easier to action. 45672 is also valid, but it is a different bug rather than the same report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bug reports: one concerns torch.finfo on uint8 weights in Gemma4 audio modules, the other concerns llm_int8_skip_modules clearing lm_head exclusion and causing an AssertionError. Same broad 4-bit area, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "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": "92e52ef0a4ec2976b03d79bec2c27aeea501b848ec1e75b5009f57c732d65d1d", + "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": "These two closed issues are just empty titles with different personal names and birth dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 45762 is only the earliest item, but neither issue has enough content to justify a true canonical duplicate choice.", + "canonical_pr_reason": null, + "best_issue_reason": "45762 is the earliest and therefore the least arbitrary representative, though this does not look like a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles refer to different people and different dates, with no body or shared context suggesting the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "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": "88a238557d0374e32cd79eca39b5d02676ce8f706767a5e389e3bb4ca7069f2f", + "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": "These two issues are not duplicates; they are unrelated by title and contain no substantive discussion or shared target.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues reference different names and dates, with no shared bug report or problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for a cluster because they do not appear to describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named subjects and dates; no evidence they refer to the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "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": "263a4e2826871b8027743cf0c4326eb7e93f887fee3b62da7e5d3cf10499586c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two separate duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related by theme but is not the same underlying request/bug as either pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue for the full set: there are two distinct duplicate groups, and 45869 is unrelated to both. If triaged separately, 45870 and 45872 are the earliest representatives of their respective pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single global best issue across this cluster because it splits into two independent duplicate topics rather than one shared bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same general finance/DataForge theme, but one is a dataset promo and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset listing vs. example writeup; related topic but not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and highly similar body; clear duplicate of the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention finance/DataForge, but one is a prediction example and the other adds a scraping service; different underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: similar broad theme, but not the same concrete change/request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different feature ideas: example prediction workflow versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request; only the broad finance/DataForge context overlaps." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and body characteristics; clear duplicate of the same DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet. The summary cleanly separates the two exact-duplicate pairs (45870/45871 and 45872/45873) and treats 45869 as only theme-related, not the same request. The soft-edge rejections are conservative, and the accepted edges are supported by identical titles plus matching body lengths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "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:45795", + "pull_request:45899" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:45899", + "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:44827", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45899", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:45899", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:45899", + "pull_request:45795|pull_request:45899", + "pull_request:43823|pull_request:45795", + "pull_request:43823|pull_request:45899", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "9e2400ce1b300f526cf5adfeb7a6b370b9683111f20a6408b7856450b91608a5", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 26, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 26, + "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 cluster is almost entirely a set of unrelated PRs across different models, docs, and utilities. The only true duplicate/competing change is the pair of PRs updating `fixed_cross_entropy` to accept extra `cross_entropy` kwargs.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative: it is explicitly tied to issue 43240 and directly implements the `fixed_cross_entropy` kwargs fix in `loss_utils.py`. PR 43254 is an overlapping alternative patch for the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best cluster representative because it is the only issue-linked, concrete fix for the shared `fixed_cross_entropy` change; the rest of the items are unrelated or only loosely similar.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different targets: Mistral tokenizer methods vs adding MobileLLM model files." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix and ExecuTorch export test are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes for audio models do not match a new MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs fix is unrelated to MobileLLM model scaffolding." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix and Mistral4 test/model updates are different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45899", + "accept": false, + "reason": "ExecuTorch export testing is unrelated to continuous batching docs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export tests do not overlap with Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch exportability testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code is unrelated to the `cls.config` resolution fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-collection refactor are not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes touch different models and problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45899", + "accept": false, + "reason": "Falcon refactor and continuous batching docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45899", + "accept": false, + "reason": "Mistral4 test/model changes and decode fast-path docs are unrelated despite both mentioning performance/testing." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` -> `layernorm` rename across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 fixes are unrelated to docs for adding audio/video processors." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and `cls.config` resolution ordering are different issues." + }, + { + "left": "pull_request:45170", + "right": "pull_request:45899", + "accept": false, + "reason": "Weight-renaming/model cleanup and continuous batching docs do not describe the same bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding the model-creation skill are unrelated." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45899", + "accept": false, + "reason": "Model-creation skill content is unrelated to continuous batching documentation." + }, + { + "left": "pull_request:45795", + "right": "pull_request:45899", + "accept": false, + "reason": "Docs for audio/video processors and decode fast-path docs are different documentation changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition and processor docs are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45899", + "accept": false, + "reason": "MobileLLM model code and decode fast-path docs are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` code path in `loss_utils.py` by plumbing supported `nn.functional.cross_entropy` kwargs (`weight`, `label_smoothing`) for issue 43240; they are competing implementations of the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly isolates the single explicit duplicate/competing fix in `loss_utils.py` and treats the rest as unrelated. The soft-edge verdicts are conservative overall, with only the `43251`/`43254` pair accepted on the same issue-linked code path and file. No evidence of overstatement or unsafe pairing beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "d660bd06c083cce9f582b585b4ae6bcccf3927d10ea0c363c9755068af4e3f11", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one implements the base VibeVoice integration, while the other adds a separate Realtime variant plus an acoustic tokenizer. The overlap is mostly shared model scaffolding, not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the broader, more mature base implementation of VibeVoice, with more review activity and a complete initial integration path.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best overall PR candidate because it covers the core VibeVoice feature set; PR #42781 is a draft, narrower extension focused on Realtime/tokenizer support and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files reflect common scaffolding, but the scopes differ: #40546 implements the base model integration, while #42781 adds VibeVoice Realtime and an acoustic tokenizer. They are not the same concrete fix/change and would not cleanly 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": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "4aa530911a4fc4e97d637d44aa1217ebc5f0dfd86c5eb134b82748987bb9bfe7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. There is no duplicate or same-change relationship here.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "[TimesFM] Add support for forecasting with covariates", + "right": "Add DINOv3ViTForImageClassification support", + "accept": false, + "reason": "Different model families, different code paths, and different user-facing features. The TimesFM PR adds covariate-based forecasting utilities and docs; the DINOv3 PR adds image classification support and related examples/tests. They cannot plausibly be merged as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "72aa9a63325e00a114a795635d7ce0157a4a30f8f48a56956cc36361f8f38b7e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10406, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10406, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs are separate model-introduction changes (DeepSeek OCR, Isaac, Kimi2-6). They share routine transformers scaffolding, but they do not fix the same underlying bug or implement the same concrete change, so this cluster is not a duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request adds a different model and associated integration files; the overlap is generic new-model boilerplate, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication: none of these PRs is a duplicate of the others, and each is only the representative for its own model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared auto/config/docs wiring is standard boilerplate, not the same code-path change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6). The overlap is broad model-registration scaffolding, not one concrete fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "ce00d4b9c71f1bcb239566b72a301278b559488ffc64d7e6e5d4672d470f9fe8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are broad GitHub Actions dependency bumps, but they target different upgrade tracks: #42975 is specifically about Node 24 compatibility for several core actions, while #42976 updates Docker-related actions to newer versions. They overlap in workflows but not in the concrete change they\u2019re making.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42975 is the more canonical PR because it has the clearest, cohesive goal: upgrading workflow actions for Node 24 compatibility across multiple CI workflows.", + "best_issue_reason": null, + "best_pr_reason": "#42975 is the best standalone PR representative here because its scope and intent are explicit and cohesive, whereas #42976 is a separate version bump focused on Docker actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: they change different action families and solve different upgrade concerns. Shared workflow filenames alone are not enough to treat them as 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "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", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "a6a665adbc8958362070639754f9908464079affec07b8d5eb88af5e63e98834", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23512, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23512, + "estimated_input_tokens": 5878, + "estimated_eval_tokens": 12012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they span different model additions and one distributed-loading infrastructure change. The shared files are mostly generic registration/docs plumbing, not evidence of a single underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. They only overlap on generic docs/auto-registration files, not the same code-path change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Shared auto/docs edits are boilerplate for adding a new model, not a duplicate bugfix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA vs CTSM. These are separate model additions with no common underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related names but distinct model integrations with different files, configs, and tests; not the same PR mergeable into one." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions. Similar registration changes are expected and do not indicate duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model implementations; overlap is only in standard framework wiring." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 Audio vs PP-OCRv6 text recognition are unrelated domains and code paths; both are new model support, not duplicates." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Distributed pipeline-parallel loading support is infrastructure, while PP-OCRv6 is a model family addition. They address different problems." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM time-series model support and PP-OCRv6 OCR support are different model additions with no shared underlying bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:45892" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:45892", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:45892", + "pull_request:44815|pull_request:45892" + ], + "prepared_review_unit_hash": "f2334b63bcd0c2e6fa4214a6ea010020b725637a6126ca87410a4c7ce0f22eff", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10135, + "estimated_input_tokens": 2534, + "estimated_eval_tokens": 5324 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10135, + "estimated_input_tokens": 2534, + "estimated_eval_tokens": 5324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they target different models and code paths, and the apparent similarity is mostly from generic fix/test titles. One is Whisper tokenization/tests, one is test-only CLIP/ViT noise, one is FP8 dequant/loading, and one is DeepSeek v4 attention logic.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest representative of the cluster because it is a concrete code fix with a clear implementation path across loading, quantization, and tests; the others are unrelated fixes or test-only edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best standalone PR in this set because it has the clearest bug-fix scope and the most substantive patch, while the others are either test-only or concern different model-specific behaviors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test cleanup is unrelated to CLIP/ViT test edits; same generic 'fix' wording only." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and bugs: Whisper decoding vs FP8 dequant/loading." + }, + { + "left": "pull_request:43291", + "right": "pull_request:45892", + "accept": false, + "reason": "Whisper tokenization/tests and DeepSeek v4 causal attention are unrelated changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits do not share the same concrete code-path problem as FP8 dequant logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45892", + "accept": false, + "reason": "These touch different model families and fix different issues; only superficial title similarity." + }, + { + "left": "pull_request:44815", + "right": "pull_request:45892", + "accept": false, + "reason": "Both are model internals, but they fix different bugs in different paths: FP8 dequant vs DeepSeek v4 top-k attention selection." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "dd2ecb21684aabf6080e47fd4577ba4662ea67e51750c38c937c047b21a41967", + "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": "These two PRs are not duplicates: one is a packaging/version/test-dependency change, while the other rewires CI/workflow and test utility behavior. Their overlap is only a shared Vit test file, which is too broad to imply the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: the PRs address different code paths and subsystems, with only a superficial shared test filename.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the better representative only because it contains the larger, more coherent change set; however, it is still not a duplicate of PR 43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They change different areas and solve different problems: 43488 updates packaging/dependencies and a version string, while 43532 modifies CI/workflow and testing utilities. Shared Vit test file alone is not enough to merge them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "b5ccf2d9e85e2121529873e65c547eeaa70a5b8e01e68b6ab9aeda327fd7e958", + "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 separate pipeline-addition PRs: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share docs/registry boilerplate, but they target different tasks, different pipeline classes, and different model integrations, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: 43612 and 43613 implement different segmentation pipelines, so they should not be merged into one change.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the broader PR with more model/test coverage, so it is the better representative of the pair, but it is still a distinct feature from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: despite similar docs/registry edits, one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. They touch different pipeline classes and model paths, 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": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "a17d4fd46b5cde7a0dff5366edbf13f01fdc3fa7a83f1f62a59bd95b873dd192", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same file, but they address different trainer extension points: gradient-accumulation loss scaling vs. column/signature filtering for custom trainers.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more direct bug-fix style change and a cleaner representative of the cluster, but it is not a duplicate of 43663.", + "soft_edge_verdicts": [ + { + "left": "PR 43651: Add _loss_is_scaled_for_ga to allow custom trainers to control gradient accumulation loss scaling", + "right": "PR 43663: Add _get_signature_columns method to allow custom trainers to override column filtering", + "accept": false, + "reason": "Same file, but different code paths and behaviors: one changes loss scaling in training_step, the other refactors input-signature column selection. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "479d767abf4674dd2107dce59f48da91d70560364ad5fc7302487609abf8aef8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 43842 is the best standalone fix for the TypeAdapter NameError in `src/transformers/cli/serve.py`. PR 43836 is a broader but still plausibly related annotation fix in the same file and under the same issue target (43824). PR 43656 should not be clustered with 43842: it targets a different issue (43576) and appears to fix a different annotation/runtime problem around `TimedModel` rather than the specific `TypeAdapter` import/annotation issue.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most direct, narrow fix for the concrete `TypeAdapter` NameError: it moves the import under `TYPE_CHECKING` and quotes the annotation, which cleanly avoids runtime evaluation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best standalone PR because it solves the specific `TypeAdapter` NameError with the least extra refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Do not cluster these: 43656 targets a different issue (43576) and its diff centers on broader `TimedModel` annotation changes, not the same concrete `TypeAdapter` NameError fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "These look like variants of the same annotation/runtime-evaluation problem in `serve.py` under issue 43824; 43836 is broader, but it could plausibly have been merged as one PR with 43842." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for PR 43656. In the packet, 43656 targets a different issue (43576) and its preview shows a broader annotation fix around `TimedModel`, not the specific `TypeAdapter` import/annotation problem shown in 43842. Soft similarity in the same file is not enough to conclude they are the same underlying bug or safely mergeable as one PR. The 43836 \u2194 43842 pair is more defensible because they share issue target 43824 and the diffs are in the same area, but the claim that all three are the same TypeAdapter NameError is too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "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:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"summary": "This cluster is mostly a batch of model-specific PRs migrating output tracing to the new standardized decorator pattern. The only clearly duplicate-like pair is GPT-Neo (44018/44068); GPT-J PRs are also close enough to be overlapping iterations of the same code-path refactor. Most other pairs are just the same umbrella migration across different models, which is not enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the best canonical representative: it has an explicit tracking issue, touches the core GPT-J path plus its copied CodeGen block, and shows the concrete standardized output-tracing refactor most clearly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest single PR to anchor the cluster because it is broad, explicit about the tracked issue, and contains a concrete code-path change rather than just a model-specific wrapper cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and files; same umbrella output-tracing effort is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT vs DeBERTa are separate model refactors, not the same underlying bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; one is a narrower/broader iteration of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are distinct model implementations; shared migration pattern alone is insufficient." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated concrete code paths despite the same general tracing theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are separate refactors in different models." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; no shared concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths, so this is not a duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are distinct model refactors, not one bug fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same file and appear to implement the same decorator-based refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model paths; same issue family is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families with different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different concrete fixes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate code paths; no same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models; shared tracing theme is too broad." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different files and model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are separate model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are not the same underlying fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are distinct implementations; same tracing modernization is not enough." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different model paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are distinct code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are not the same concrete change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models; same issue family alone is insufficient." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models and fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate refactors in different files." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are distinct changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are separate model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44098", + "accept": false, + "reason": "TextNet and ViLT are unrelated refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44074", + "accept": false, + "reason": "Segformer and TextNet are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are separate code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors over the same concrete code path and could be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target GPT-J output tracing in the same file; 44722 is just a broader variant that also includes CodeGen." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are separate refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The accepted soft pairs are mergeable as same-model output-tracing iterations (GPT-Neo and GPT-J/CodeGen), and the rejections stay conservative by not collapsing different model families just because they share the same standardized-tracing theme. The summary matches the packet reasonably well." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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": "2f715bb9a8c3f8af57d7f3bb38a04942ac06af7282068f9e90f238dda8c2e1c0", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84896, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly separate model-specific refactors to adopt standardized output tracing/capture_outputs. They share a common theme, but each PR touches a different architecture and code path, so they should not be collapsed as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantial output-tracing refactor, and its changes are concrete rather than just naming/cleanup. It best captures the cluster\u2019s theme without being the most generic.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best standalone PR in this set because it appears more complete and anchored to a tracked issue, while still exemplifying the standardized output-capture migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but they affect different model implementations (FocalNet vs ImageGPT). This is a shared refactor pattern, not the same underlying bug or change set." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated code paths. The similarity is only that both adopt the same output-capture approach, so they should stay separate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are different models with different forward/output semantics. They are not the same fix and would not plausibly be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are independent model refactors in different files and architectures. Same theme, but not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each migrate output handling in their own model code. The overlap is generic standardization, not a duplicate bug or patch." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch unrelated model internals. The shared output-tracing motif is too broad to treat as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "e6b6781e8bb2d108158f59acd5d06beee14a0fd3ea259144ba905d6343dbf036", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific output-tracing refactors with similar naming, but they target different code paths and model families. I would not treat them as duplicates; the cluster is more a thematic grouping than a single underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44025 is the best representative: it makes a coherent decorator-based output-tracing change across two closely related Depth Anything files, with a clear, self-contained scope.", + "best_issue_reason": null, + "best_pr_reason": "PR #44025 is the strongest cluster representative because it is centralized, model-family-consistent, and more complete than the narrower single-model refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `vision_text_dual_encoder`); no shared code path or overlapping fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`timm_backbone` vs `univnet`); analogous output-tracing cleanup, not a duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths (`timm_backbone` vs `mamba/falcon_mamba`); same subsystem theme is too broad to merge as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `rwkv`) and different output plumbing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementations (`mobilenet_v1` vs `univnet`); same refactor pattern, not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` and `upernet` are unrelated model paths; not a duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `depth_anything/prompt_depth_anything`); only the naming is similar." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model wrappers (`mobilenet_v1` vs `vision_encoder_decoder`); same generic refactor theme is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers (`mobilenet_v1` vs `speech_encoder_decoder`); not the same code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated implementations; no overlapping bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); only the output-tracing refactor pattern matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` vs `depth_anything` are separate code paths; same refactor language, not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are different model implementations; no shared concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`univnet` vs `mamba/falcon_mamba`); not mergeable as the same PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`univnet` vs `depth_anything/prompt_depth_anything`); same broad refactor theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`upernet` vs `rwkv`); no shared code-path bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated implementations; same subsystem wording is too broad." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths (`mamba/falcon_mamba` vs `superpoint`); no evidence of the same fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are distinct implementations; same output-tracing theme is not enough." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `codegen`); not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated code paths; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are different implementations; no duplicate evidence." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` vs `vision_encoder_decoder` are different model families; they are parallel refactors, not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` do not share a concrete code path or bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` vs `superpoint`; different model implementations and output handling." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are separate code paths; same naming pattern is not a duplicate signal." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` vs `dpr`; unrelated model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated implementations; no common concrete bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are analogous but separate code paths; not a duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` vs `superpoint`; different models and different output behavior." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are distinct implementations; same refactor style only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths; not mergeable as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` vs `rwkv`; separate model families and separate output plumbing." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are different implementations; no duplicate evidence." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model code paths; same refactor theme is too broad." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different models with different output handling." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are distinct implementations; 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": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "d26f93017d1948c51ff7fc42720dcd314654560ffa06a3cdcb5acac4132e272f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS). They share boilerplate integration files, but they do not fix the same underlying code or implement the same change, so none should be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: the PRs target different models and different implementation paths, despite overlapping Transformers integration scaffolding.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone representative only because it is the most developed non-draft model-addition PR with broad implementation and review activity; it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different feature domains: PenguinVL is a vision-language model implementation, while Voxtral-TTS is a text-to-speech model. Shared auto/docs plumbing is generic scaffolding, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both add unrelated model implementations. PenguinVL and DeepSeek-OCR-2 have different architectures, files, and conversion/processing logic; the overlap is only common Transformers registration and docs." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral-TTS are distinct model families with different code paths and asset types. Similar repo integration files do not make them 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": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "a9c0d405a529015eaf893c8a845cf9d498d51eb16401e4b07768d985804e7f37", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by the general theme of fusion, but they are not the same change: one introduces a generic Module Fusion API, while the other implements KernelConfig-driven n-to-1 kernel fusion and example wiring. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate set here: PR #44979 is core module-fusion infrastructure, while PR #45363 is a separate KernelConfig-based fusion integration built around different files and behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the better representative of the cluster\u2019s practical fusion work because it touches the main integration path (modeling_utils, integrations, kernel_config) and shows an end-to-end use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different levels of abstraction: #44979 adds a new generic Module Fusion API and tests, while #45363 adds KernelConfig-based n-to-1 kernel fusion plus example/integration changes. They are related, but not the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "d396ad27da3d786672935261ec4c166966960fc984065f38e7565889dceffb3b", + "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 patch the same Mistral pre-tokenizer AttributeError in the same file and target the same issue; one adds tests, but the underlying fix is identical.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical representative because it contains the same fix plus test coverage, making it the more complete version of the duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest standalone PR here: it fixes the same concrete bug as #45086 and additionally validates the behavior with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same code-path bug in _patch_mistral_regex, same target issue, same file, and the second PR is a test-backed superset of the first; these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "46764964d18d0434770ca1f88c5c89b31f6ec7f9070e593b0bd9761ed4b0df50", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related NemotronH PRs, but they address different layers: one is a checkpoint conversion/rename refactor, the other is a broader model-family split into NemotronH dense/sparse variants with docs/tests. Not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more comprehensive, user-facing NemotronH change: it introduces the dense/sparse model split, updates auto mappings, docs, and tests. PR 45115 is narrower and mainly adjusts conversion mapping and inheritance plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the cluster because it encompasses the larger architectural refactor and associated documentation/test updates, making it the more canonical standalone change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but 45115 is about conversion key renaming and modular inheritance plumbing, while 45569 introduces the dense/sparse model split and broader API/docs/test changes. Different concrete changes, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "428f74f71df610271d04a29785ada60802bedce4eb22ac7cabfb52898c445fee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related foundation PRs for heterogeneous-layer support, but they target different parts of the stack: one adds per-layer config plumbing, the other adds model/runtime support. They share infra files, yet they are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it covers the broader model/runtime side of heterogeneous support, including cache and modeling-path changes, rather than only the config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest single representative of the cluster because it addresses the primary code-path behavior change, not just the config API surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Shared heterogeneity infrastructure and config files, but one PR is about per-layer config support while the other adds model/runtime support. They are adjacent work, not the same concrete fix/change, 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "18d6f5a0517e7c4df2916098ac0aeaa87d92132df856111cc9f3efc359a1ad1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related open PRs in transformers, but they are not the same change: #45415 is a broad type-checking sweep across many files plus pyproject type-ignore config, while #45425 adds specific typing helper protocols and targeted annotation fixes. Shared filenames look incidental, not duplicate-level overlap.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No clear duplicate canonical PR: #45425 is the more focused, self-contained typing change, but #45415 is a much broader type-checking cleanup and they address different work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different scope and likely different merge intent: #45415 is a repo-wide typing sweep, while #45425 adds specific protocol/type aliases and targeted fixes. Shared files are not enough to make them 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": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-3", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45817|pull_request:45843" + ], + "prepared_review_unit_hash": "7c6154f90b59bd85c4ca9b284df7a86bf80902ef524f772611000f2ac76cf4d7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-parallel bugfix PRs across different model families. They share a broad theme, but they do not look like the same underlying change or the same concrete code-path bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45817 is the best representative of the cluster because it contains a clear, self-contained model-parallel fix in Gemma4 and directly addresses the missing device/splitting logic with tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the strongest standalone candidate: it fixes a concrete model-parallel failure mode and is more substantial/central than the other two, which are narrower model-specific adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel related, but they fix different problems in different architectures: AltCLIP/Chinese-CLIP device placement for token type ids vs. Deimv2 backbone no_split module propagation. Same broad theme, not the same bug or mergeable change." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 fixes a missing no_split module and device handling in one model; Deimv2 propagates no_split_modules from an embedded backbone. Different code paths and different failure modes, so they should not be merged." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "b6dd1c058da986934ff33039a07763359d56da16a5ff3948f587414bd4e46fc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism, but they fix different bugs in different loading paths: one preserves distributed_config/has_ep for ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2 loading.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the patches target distinct code paths and different distributed backends, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the broader and more central expert-loading fix, with changes in the actual shard/broadcast path; PR #45548 is a separate config/serialization fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They address different failure modes and backends (ZeRO-3 loading vs FSDP2 rank-0 overwrite). Shared EP/modeling_utils overlap is too broad to merge 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": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "552e92ac99919adcd10c581683cd4ed1e794a5211923ff4058140f7f080cc7ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info problem in the Transformers testing utilities. PR 45645 is the broader, more complete change: it includes the xdist-safe log-file fix plus CI workflow handling for multiple captured_info files, so it is the better canonical PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more comprehensive fix for the same captured_info/xdist collision issue, adding both the core code-path change and CI log collection updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it covers the underlying bug and the downstream CI artifact handling needed to preserve debug logs under xdist.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs address the same captured_info xdist collision in testing_utils; 45645 expands the same fix with workflow updates, so they are the same underlying change and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally 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": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45858-2", + "nodes": [ + "pull_request:45858", + "pull_request:45890" + ], + "soft_pairs": [ + "pull_request:45858|pull_request:45890" + ], + "prepared_review_unit_hash": "fcb1872a8dc85cf7d7395e2097a65bcf0ecc0cc1252740ab62ef3014d27c2f32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4140, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4140, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both add XPU test expectations, but they target different model test files and different model-specific outputs. They share a theme, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are in different model test suites (hy_v3 vs exaone4_5) and update different expected values/code paths, so they are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45890 is the slightly stronger standalone representative because it includes an XPU determinism guard and a more complete test update, but it is still not a duplicate of 45858.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Same broad theme of adding XPU expectations, but they modify different model tests with different expected tensors and no shared code path; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/manifest.json b/snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..c9b19601a171752c5612d09fc9f42cbb527da6d0 --- /dev/null +++ b/snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260512t000156z", + "artifacts": { + "hybrid": "snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-12T00:10:54Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260512T000156Z", + "variant": "hybrid" +} diff --git a/snapshots/20260512T000156Z/manifest.json b/snapshots/20260512T000156Z/manifest.json index dd68ee49697bb1137c298bb1f92fa0dcbbf92c7e..619fc956bd6de121ae9bc4aaf0bfcba38367b2e0 100644 --- a/snapshots/20260512T000156Z/manifest.json +++ b/snapshots/20260512T000156Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 465 }, "extracted_at": "2026-05-12T00:01:56Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260512t000156z", + "runs": { + "hybrid-model-20260512t000156z": { + "analysis_id": "hybrid-model-20260512t000156z", + "artifacts": { + "hybrid": "snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260512T000156Z/analysis-runs/hybrid-model-20260512t000156z/manifest.json", + "model": null, + "published_at": "2026-05-12T00:10:54Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260512T000156Z", "watermark": {