diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index cb539d7512fa7600e790c1a65017075b20c90c71..b12cc8a7efbe51aaba8e1e99b51f27a74e9338e3 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": "20260426T060015Z", - "generated_at": "2026-04-26T06:01:24Z", + "snapshot_id": "20260426T120023Z", + "generated_at": "2026-04-26T12:06:14Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index c8b223235fae4fa998d21133216ed839a63025b8..35a163dd3eb251d881e449a4bea0c6809ca3f17b 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": "20260426T060015Z", - "generated_at": "2026-04-26T06:01:24Z", + "snapshot_id": "20260426T120023Z", + "generated_at": "2026-04-26T12:06:14Z", "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": [ @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "c9bffc11a408b99ad9b32c2a41880fa68db08e1d2add929be9da5fe8674e5dc1", + "prepared_review_unit_hash": "d9c5ad76e827e0e24d9f5e3ea3a8f9db1c96b0218027c794d5595dad72c09492", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like three separate issues: one about Tapas tokenization mismatch, one about a private-model download/auth error message, and one about a generic model-loading failure for bert-base-uncased. No pair appears to be the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:16618 is the broadest and most central of the three, with the most general title and highest discussion activity; the others are clearly narrower and topic-specific.", + "summary": "These three issues do not look like duplicates of one another: one is about Tapas tokenization mismatch, one is about an auth/error-message problem when downloading a private model, and one is about a generic model-load failure for bert-base-uncased. The only commonality is superficial Hugging Face model-loading language.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding of the three, so it is the best single anchor if one must be chosen, but it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best representative issue because it is the most general user-facing failure report and is more likely to subsume related loading problems than the other two.", + "best_issue_reason": "#16618 has the most general title and highest discussion activity, making it the most representative issue in this small cluster, even though the items appear unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem from a generic bert-base-uncased load failure; no shared concrete code-path or explicit duplicate evidence." + "reason": "Tapas tokenization behavior is a different code path and bug class from a bert-base-uncased model-loading failure; no concrete overlap beyond general ML/model terminology." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/auth error messaging is a distinct failure mode from being unable to load bert-base-uncased; they are not the same underlying bug." + "reason": "#15980 is specifically about a misleading error when downloading a private model while logged out, whereas #16618 is a separate model load failure for a public checkpoint; these are not the same underlying bug." } ] }, @@ -84,8 +84,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -192,8 +192,8 @@ "issue:43866|issue:44863", "issue:43854|issue:43866", "issue:43425|issue:45070", - "issue:41093|issue:43638", "issue:39290|issue:43531", + "issue:41093|issue:43638", "issue:43404|issue:43866", "issue:45362|issue:45464", "issue:43792|issue:45070", @@ -203,397 +203,391 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "f05dc753c9c964cbbdf6f901e892f8ee1cd8336c2fcecd3fb058fd6eba626312", + "prepared_review_unit_hash": "0dd0afefb097d22aa1742cd2e46b878bf3bbfefd0d0be02337bcc232d5112344", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46486, - "estimated_input_tokens": 11622, - "estimated_eval_tokens": 23500 + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most of these issues are unrelated single-bug reports across different model families and docs areas. The only clear duplicate pair is the DeepSpeed ZeRO-3 Bert loading IndexError reports (#43596 / #43638).", - "confidence": 0.89, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the only true duplicate pair: it matches issue:43638 on the same ZeRO-3 index-out-of-bounds Bert loading failure, with a broader, clearer title.", + "summary": "Mostly a grab-bag of unrelated model/runtime/doc issues. The strongest duplicate candidate is the DeepSpeed ZeRO-3 / Bert index-0-out-of-bounds pair (43596 vs 43638), but nearby ZeRO-3 index-error reports like 41762 keep the cluster from being perfectly certain from metadata alone.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it cleanly names the shared DeepSpeed ZeRO-3 index-out-of-bounds failure without overfitting to one specific Bert variant, while still matching the closest duplicate candidate issue:43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global representative because it captures the shared concrete bug most directly and is the strongest canonical duplicate target.", + "best_issue_reason": "issue:43596 is the best global issue representative for this cluster because it is the clearest, most general description of the shared ZeRO-3 zero-sized-index crash among the provided issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a config attribute error and the other is a streaming chat API failure; different code paths." + "reason": "Different bugs: a missing config attribute vs a streaming chat/completions failure." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different failures: dtype mismatch in Mistral-3 preprocessing vs GPT-OSS-20B not working on AMD GPUs." + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs AMD GPU execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same bug as the GPT-OSS AMD GPU failure." + "reason": "Both are dtype/runtime problems, but on different models and code paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and symptoms: AMD GPU runtime issue vs GraniteMoEHybrid invalid method call." + "reason": "Different model families and failures; only a broad subsystem overlap." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the GPT-OSS AMD GPU issue." + "reason": "Distinct model/runtime errors; no evidence they share the same underlying defect." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated failures." + "reason": "DeepSpeed collective mismatch is unrelated to an ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and Qwen3Moe FineGrainedFP8 failure are different bugs." + "reason": "Both are model-specific errors, but one is export-related and the other is FP8 inference." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Different failure modes: ONNX export vs device-mapping CUDA assert." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup for v5 removals, but they target different removed items and are not the same change." + "reason": "Both are docs cleanups for v5 removals, but they cover different removed entries and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to the GenerationMixin import error." + "reason": "Unrelated: ONNX export error vs import-path breakage for GenerationMixin." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same superficial shape-of-indexed-tensor family, but different model/setup and not clearly the same underlying bug." + "reason": "Both mention index errors, but the model/setup and failure context are different enough to treat as separate bugs." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 Bert loading failure and generic mask/tensor shape mismatch are different issues." + "reason": "Same generic error class, but no clear evidence the Bert ZeRO-3 load bug matches this mask-shape mismatch report." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel not working." + "reason": "Different problem domains: mask/tensor shape mismatch vs GPT-OSS tensor-parallel behavior." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failures: mask/index mismatch vs Qwen3.5 embeddings unpacking with TRL SFT." + "reason": "Related wording around embeddings, but not enough to confirm the same underlying bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping-name edge case is unrelated to the mask shape mismatch." + "reason": "Model registration tooling issue vs runtime indexing mismatch." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch during Jamba ZeRO-3 and Bert zero3 index error are different bugs." + "reason": "Collective mismatch and Bert ZeRO-3 index error are different DeepSpeed failures." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to the ONNX export failure." + "reason": "BarkProcessor voice preset bug is unrelated to ONNX export." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 Bert loading IndexError with only wording/model-pretraining differences; clearly duplicate." + "reason": "Same underlying DeepSpeed ZeRO-3/Bert zero-sized index error; the latter is a slightly more specific variant of the same crash." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/save output mismatch are different code paths." + "reason": "Different symptoms and code paths: detokenization bug vs LoRA merge/save inconsistency." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy behavior is unrelated to GPT-OSS tensor-parallel issues." + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel issue are not the same bug." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." + "reason": "NVFP4 runtime error and LoRA merge/reload mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpoint/FSDP recomputed size mismatch is not the same as the mask indexing error." + "reason": "Both involve tensor-shape issues, but the training/FSDP checkpointing bug is distinct from this mask-indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Training weight-dimension error and DeepSpeed collective mismatch are different bugs." + "reason": "Training DeepSpeed weight-dimension error vs collective mismatch on ranks are different failures." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." + "reason": "Detokenization bug is unrelated to AMD GPU model-loading/runtime failure." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Bert ZeRO-3 loading crash vs GPT-OSS tensor-parallel problem are different code paths." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP tensor mismatch is unrelated to the custom trainer kwarg error." + "reason": "Activation-checkpointing/FSDP recomputation bug is unrelated to CustomTrainer loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading error and GPT-OSS TP failure are different issues." + "reason": "Different model families and failure modes." }, { "left": "issue:43716", - "right": "issue:44560", + "right": "issue:45507", "accept": false, - "reason": "Mistral-3 autocast dtype mismatch is unrelated to the Qwen3-vl video StopIteration failure." + "reason": "Image dtype mismatch on Mistral-3 is unrelated to GraniteMoEHybrid method invocation." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute mismatch and Mistral tokenizer regex crash are different bugs." + "reason": "Different models and problems: missing config field vs tokenizer patch crash." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE does not match GPT-OSS tensor-parallel behavior." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "DeepSpeed collective mismatch and custom trainer compute_loss kwarg mismatch are unrelated." + "reason": "Torch version compatibility issue vs model-specific NVFP4 runtime error." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy issue does not match the mask/index shape mismatch." + "reason": "TRL SFT embedding unpacking failure vs GPT-OSS tensor-parallel issue are separate bugs." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Activation checkpointing mismatch and GenerationMixin import failure are unrelated." + "reason": "Same broad training area, but cross-entropy/kernel routing and embedding unpacking are not the same defect." }, { "left": "issue:41762", - "right": "issue:43596", + "right": "issue:43638", "accept": false, - "reason": "Gemma3 zero3 index-out-of-bounds and Bert zero3 index-out-of-bounds are similar superficially but not the same concrete bug." + "reason": "Both are ZeRO-3 load crashes, but the model-specific details are not enough to confirm one shared bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." + "reason": "Both are docs issues about removed v5 commands/tasks, but they target different removed references." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Same model family area, but dtype mismatch in Mistral-3 and Qwen3-vl video StopIteration are different failures." + "reason": "Mistral image dtype mismatch is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Autocast dtype mismatch and TRL SFT embedding unpacking are different bugs." + "reason": "Different model and failure mode; no strong sign of shared root cause." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy invocation is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Both touch training/inference math, but not the same concrete code path or bug." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Duplicate of the earlier pair: unrelated DeepSpeed collective mismatch vs trainer kwarg error." + "reason": "DeepSpeed collective mismatch vs trainer method signature change are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to the mask shape mismatch." + "reason": "Liger Kernel cross-entropy issue is not the same as a mask/index shape mismatch." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Duplicate of the earlier pair: unrelated FSDP checkpoint mismatch vs import error." + "reason": "FSDP activation-checkpointing bug is unrelated to a GenerationMixin import regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Duplicate of the earlier pair: both are zero3 loading errors but with different models and root causes." + "reason": "Different models and failure details; same ZeRO-3 theme only at a high level." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs changes, but they concern different removed API mentions and should not be merged as the same bug." + "reason": "Different docs pages and different removed or changed behavior." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device mapping cuda assert are different issues." + "reason": "Config attribute missing in vLLM vs CUDA assert on A800 are unrelated." }, { - "left": "issue:43296", - "right": "issue:43366", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated." + "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Ovis2 checkpoint corruption and NemotronH load failure are different model-specific problems." + "reason": "Corrupted checkpoint vs model implementation can't load checkpoints are different root causes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit test failure loading GLM-4.7-Flash is not the same as the corrupted Ovis2 checkpoint report." + "reason": "Unit-test load failure for GLM-4.7 vs corrupted Ovis2 checkpoint are separate issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field break are unrelated." + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different breakages." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Mask/index shape mismatch and Bert ZeRO-3 index-out-of-bounds are different bugs." + "reason": "Both mention sliding-window behavior, but the models/configs and concrete failures differ." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Gemma3 sliding_window attribute issue and Qwen3-MoE sliding_window issue are different model/config problems." + "reason": "Mask-shape mismatch on one model/setup vs Bert ZeRO-3 zero-size index error on another." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head weight not tied in Mistral3 is unrelated to the corrupted Ovis2 checkpoint." + "reason": "Mistral3 lm_head tying bug is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; not the same concrete bug." + "reason": "Qwen3.5 chat crash and streaming inference failure are different manifestations with no clear shared root cause." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic PretrainedConfig field break are unrelated." + "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Mixtral grouped_mm tracing error and Phi-tiny-MoE autocast mismatch are different failures." + "reason": "Different MoE dtype/runtime issues on different models and operations." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window attribute error are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern missing." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template node compile error are different issues." - }, - { - "left": "issue:43638", - "right": "issue:43828", - "accept": false, - "reason": "Bert ZeRO-3 index-out-of-bounds and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Processor failure and template compilation error are different subsystems." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:41093", + "right": "issue:41762", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Bert ZeRO-3 loading failure are different model-specific bugs." + "reason": "Both are indexing/runtime issues, but the model path and error context are different." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Duplicate of the earlier pair: unrelated PaddleOCR-VL load failure vs gpt-oss GGUF support." + "reason": "Failed model load in vLLM is unrelated to GGUF architecture support." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted duplicate pair, #43596/#43638, is reasonably supported by the shared ZeRO-3 Bert index-out-of-bounds pattern." + "accept": false, + "feedback": "The verdicts are mostly conservative, but the canonical summary overstates certainty: calling issue:43596/issue:43638 the \"only true duplicate pair\" is stronger than the packet supports. The titles do make them a strong candidate duplicate, but there are other closely related ZeRO-3 index-out-of-bounds reports (for example issue:41762) that cannot be fully ruled out from the provided metadata alone." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -606,8 +600,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -696,247 +690,247 @@ "issue:44560|issue:45507", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "f52823afa32f6b70f7c7fef5cc2e927a0255160282a471ee06255be51c779b0f", + "prepared_review_unit_hash": "ed436d5d67c936884101b41503e9ba2e03984c73f251951de611f070c02d9905", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37564, - "estimated_input_tokens": 9391, - "estimated_eval_tokens": 19038 + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues, with one clear duplicate pocket around non-persistent buffer corruption in Transformers v5. I\u2019d center the cluster on the most specific report of that bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression because it names the concrete failure mode (`from_pretrained()` corrupting `register_buffer(persistent=False)`) and the v5.x scope. It also aligns with the duplicate-sounding reports in issue:43644 and issue:44534.", + "summary": "This cluster is still mostly heterogeneous, but the v5 non-persistent-buffer corruption reports form a broader duplicate subcluster than before: issues 43644, 43950, and 44534 all describe the same loading-time buffer corruption regression. Most other soft edges remain unrelated or only loosely similar subsystems.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is still the best canonical issue because it states the regression most explicitly (`from_pretrained()` silently corrupts `register_buffer(persistent=False)` buffers) and best anchors the wider buffer-corruption subcluster that also includes issues 43644 and 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best global issue choice: it is specific, descriptive, and directly captures the underlying loading/buffer corruption bug with the narrowest actionable framing.", + "best_issue_reason": "issue:43950 is the best global issue representative because it is the clearest, most specific report of the underlying v5 buffer-loading bug while the rest of the cluster remains too mixed to serve as a broader canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are config/regression reports, but they describe different failures: missing `pad_token_idx` vs a pydantic `PretrainedConfig` field breakage." + "reason": "Different bugs: missing `pad_token_idx` in one config vs a pydantic `PretrainedConfig` field regression in the other." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different problems: int4 quantization OOM vs tied-weights behavior in translation models." + "reason": "Both mention v5 regressions, but one is int4 OOM/memory behavior and the other is tied-weights handling; not the same bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/GPT-style models, but one is a torch dynamo/grouped_mm tracing error and the other is a tensor-parallel support issue; not the same bug." + "reason": "Different MoE problems: torch dynamo tracing failure vs tensor-parallel support not working." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated code paths." + "reason": "Unrelated failures: autocast dtype mismatch vs streaming chat/completions API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is a different initialization bug from the pydantic config-field regression." + "reason": "One is an `_is_hf_initialized` constructor argument error; the other is a pydantic `PretrainedConfig` regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF support for gpt-oss and streaming inference failures are different features/issues." + "reason": "Different domains: GGUF architecture support for gpt-oss vs Qwen3.5 streaming inference failure." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "`sliding_window` handling for Qwen3-MoE is unrelated to the pydantic `PretrainedConfig` breakage." + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the `PretrainedConfig`/pydantic issue." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer-mapping failure and streaming inference failure do not share the same underlying bug." + "reason": "Model-registration failure in tokenizer mapping is unrelated to the Qwen3.5 streaming bug." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading issues, but one is a missing `sliding_window_pattern` on Gemma3TextConfig and the other is a key error for MobileLLM-125M; not the same defect." + "reason": "Different model-loading failures: Gemma3 `sliding_window_pattern` missing vs MobileLLM key error." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2, but one is about degraded embedding quality and the other is a docs/pipeline loading issue." + "accept": true, + "reason": "Both describe the same SigLIP2 text-embedding / output-quality regression; one reports degraded embeddings, the other nonsensical model/pipeline results." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch tracing/grouped_mm failure is unrelated to missing Float8 storage support." + "reason": "Different code paths: Mixtral grouped_mm tracing failure vs missing Float8 storage type." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are indexing errors, but the mask-shape mismatch and the ZeRO-3 zero-size tensor index error are distinct bugs." + "reason": "Both are index-shape errors, but they arise in different setups and model-loading paths." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "Different MoE issues: FineGrainedFP8Config failure vs tracing/runtime grouped_mm error." + "reason": "Different MoE failures: FineGrainedFP8Config support vs grouped_mm tracing on float32." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and a generic GLM5 issue are not the same problem." + "reason": "Different symptoms and models: perplexity anomaly on gpt-oss vs a GLM5 issue." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and TRL input-embedding unpacking failure are separate training-path bugs." + "reason": "FSDP weight-shape failure is not the same as TRL SFT embedding unpacking failure." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both concern tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader v5 translation-model issue; too different to merge." + "reason": "Both involve tied weights, but they are different models and different manifestations; not the same concrete bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook model-definition breakage and flash-attn2 fallback gating are unrelated." + "reason": "Notebook custom-model initialization breakage is unrelated to flash-attn fallback blocking." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights behavior." + "reason": "PagedAttention linear_attention crash is unrelated to tied-weight translation-model issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight regressions." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weight handling are different code paths." + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA kernel/math comment and a documentation typo are not the same issue." + "reason": "A ReLU joke/discussion about DSA indexer is unrelated to docs mentioning a removed command." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Fine-grained FP8 MoE failure and flash-attn2 fallback blocking are unrelated." + "reason": "Different areas: FP8 MoE support vs flash-attn2 fallback gating." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different model/training bugs." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid-method errors are different failures." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command docs mention are separate documentation issues." + "reason": "A typo in cache strategies is unrelated to outdated docs for the removed run command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime failure do not appear to share a concrete bug." + "reason": "Detokenization bug and Qwen-3-8B-NVFP4 runtime error are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same Transformers v5 regression where non-persistent buffers are mishandled/corrupted during loading." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "These are clearly the same bug: v5 corrupts/fills non-persistent buffers during model loading, just described from different angles." + "reason": "These are the same bug: v5 corrupts or fills non-persistent buffers with junk during loading / `from_pretrained()`." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime issues and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality degradation are not the same concrete failure." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is model-quality degradation; not the same concrete bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF gradient explosion from 3D position_ids are different issues." + "reason": "Different failure modes: autocast dtype mismatch vs RLHF NaN/gradient explosion from 3D position IDs." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error message and missing `all_tied_weights_keys` attribute are unrelated." + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` are unrelated bugs." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and a noisy loading message are not the same bug." + "reason": "Corrupted Ovis2 checkpoint and generic loading noise are different problems." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer `compute_loss` argument mismatch and Gemma3 ZeRO-3 loading index error are separate failures." + "reason": "Different training/API errors: unexpected `num_items_in_batch` kwarg vs DeepSpeed ZeRO-3 zero-sized index error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0 corrupts non-persistent buffers during model loading / initialization." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The non-persistent-buffer duplicate pocket around issue:43644 / issue:43950 / issue:44534 is supported by the issue titles, and the other soft-edge rejections look appropriately cautious given the distinct problem statements. No obvious overstatement or mergeability concern." + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is not conservative enough: issue:43644 and issue:43950 look like the same v5 non-persistent-buffer corruption regression from their titles, so rejecting that pair is hard to justify. Because the buffer-corruption subcluster is therefore a bit broader than the summary implies, I would not accept this cluster evaluation as-is." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -949,8 +943,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -1012,8 +1006,8 @@ "issue:43881|issue:43883", "issue:44403|issue:44451", "issue:43975|issue:45520", - "issue:43643|issue:45020", "issue:42947|issue:43856", + "issue:43643|issue:45020", "issue:44403|issue:44488", "issue:43782|issue:44960", "issue:42491|issue:44368", @@ -1041,14 +1035,14 @@ "issue:42915|issue:43872", "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "9841a2b7d9bd598b6f700601a921cf5ffe878b1d029f00071d6b4c4c0cd63a75", + "prepared_review_unit_hash": "8904ab1fd950f36182f52f65e52956abf757a7993d3c6a67a8cb5eb1001f9b2a", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, @@ -1063,231 +1057,231 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of model-loading/regression issues rather than a single duplicate set. A few soft pairs are true duplicates or near-duplicates, especially the docs regression, the `_is_hf_initialized` loading TypeError, the SigLIP2 implementation mismatch, and the Whisper fbank-loading failure.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45020 is the broadest active umbrella report here: it captures recent-version regressions affecting `remote_code` models and best represents the cluster\u2019s general loader-regression theme.", + "summary": "Mostly heterogeneous. Only a small subset is well-supported as same-bug duplicates: the SigLIP2 discrepancy pair, the remote_code/AutoConfig regression pair, and the stale v5 docs pair. The Qwen3/Whisper/ZeRO-3 and other same-area candidates are too weakly evidenced for a strict duplicate accept.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest open umbrella in the cluster and clearly captures the remote_code loading-regression family.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the most representative issue in the set because it is broad, current, and central to the recurring theme of model-loading breakages across recent transformers versions.", + "best_issue_reason": "45020 is the strongest anchor for the cluster because it is open, broad, and directly covers a concrete related duplicate candidate (43643).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failures: a bad AutoTokenizer error for Voxtral versus a GLM-4v loading failure." + "reason": "Different models and failure modes: Voxtral error messaging vs GLM-4v-9b loading failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are bitsandbytes/loading compatibility bugs, but they involve different exceptions and likely different code paths." + "reason": "Both are loading-related, but the specific bugs differ: bitsandbytes kwarg handling vs missing Float8 storage." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2 quality problems, but the symptoms are different enough that the underlying bug is not clearly the same." + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not enough to establish the same underlying bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Unrelated regression types: LoRA/gradient-checkpointing behavior versus int4 quantization memory growth." + "reason": "Gradient checkpointing/LoRA ineffective and int4 quantization CUDA reserved-memory OOM are different problems." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both point to the same SigLIP2 implementation mismatch/regression relative to the expected baseline behavior." + "reason": "These look like the same SigLIP2 implementation discrepancy; 43493 names the HF-vs-JAX mismatch and 43054 reports a likely symptom." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model families and different missing-weight/tied-weight issues." + "reason": "Different model families and unrelated loader failures." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus a specific tokenizer load failure for ScandiBERT are not the same bug." + "reason": "Generic loading noise is not the same bug as failure to load ScandiBERT." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "A tokenizer detokenization regression is unrelated to a Python 3.13 flash-attn import KeyError." - }, - { - "left": "issue:43643", - "right": "issue:45020", - "accept": false, - "reason": "`trust_remote_code` missing fields is a specific config-object bug, while 45020 is a broad umbrella for remote_code breakages." + "reason": "Detokenization regression and flash_attn import failure are unrelated code paths." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different training/memory symptoms and no shared concrete code path." + "reason": "Both mention memory, but the model/setup and failure modes differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "43643 is a concrete instance of the broader remote_code regression described by 45020: AutoConfig returns missing fields." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "These are both loading-related, but one is about noisy output and the other is a specific model load failure." + "reason": "Loading noise is not the same underlying bug as failing to load a specific BERT checkpoint." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different failures; no evidence of a shared underlying bug." + "reason": "Different model families and different errors; these do not look like the same bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "A LoRA compatibility regression is not the same as the `tie_word_embeddings=False` warning issue." + "reason": "A Qwen3 MoE compatibility failure is not the same as a tie_word_embeddings warning during fine-tuning." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different architectures, different loading mechanisms, and different failure modes." + "reason": "Both are special-config load failures, but Gemma3 ZeRO-3 and Qwen3 MoE FP8 issues are different bugs." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization behavior and tokenizer loading failure are separate problems." + "reason": "Same as above: detokenization regression vs checkpoint load failure are unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both mention recent-version regressions, but 45356 is a Kimi-K2.5 tokenizer-specific codec/fix_mistral_regex issue, not the same bug as 45020." + "reason": "Remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex behavior are different tokenizer issues." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A tokenizer-mapping failure in add-new-model-like is a different code path from broad remote_code loading regressions." + "reason": "Tokenizer-mapping failure in add-new-model-like is a different code path from remote_code loading regressions." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing Qwen2.5-VL and bitsandbytes `_is_hf_initialized` errors are unrelated." + "reason": "Importing a missing class and bitsandbytes storage keyword handling are unrelated." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "Both mention embeddings, but one is SigLIP2 quality and the other is a BF16-to-FP32 dtype change during evaluation." + "reason": "Both mention embeddings, but SigLIP2 quality/discrepancy is not the same as a BF16-to-FP32 dtype change." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EST-RoBERTa is unrelated to flash-attn fallback gating." + "reason": "Tokenizer loading regression and flash-attn fallback blocking are separate problems." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: pipeline task docs still reference removed v5 tasks." + "reason": "These are the same stale-doc issue: both still reference pipeline tasks removed in v5." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "The broad Whisper loading failure is plausibly the same fbank feature-extraction bug reported in the more specific issue." + "accept": false, + "reason": "The audio feature-extraction path is plausible, but the packet does not establish the same root cause under a strict accept standard." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback checks are unrelated." + "reason": "Tokenizer regex crash is unrelated to the flash-attn fallback gating problem." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "A tied lm_head weight bug is not the same as non-persistent buffer corruption in from_pretrained()." + "reason": "Untied lm_head weights and silent non-persistent buffer corruption are different regressions." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading and Ovis2 checkpoint corruption are different issues." + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are not the same bug." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 loading problems are a separate bug from broad remote_code breakages." + "reason": "Qwen3 MoE FP8 loading failure is unrelated to the remote_code regression in 45020." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." + "reason": "MobileLLM key error and flash-attn fallback blocking are different failures." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Voxtral AutoTokenizer messaging and EST-RoBERTa tokenizer loading are different problems." + "reason": "Different models and different tokenizer/loading symptoms." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM key error does not match the broad remote_code regression." + "reason": "Missing-key load failure for MobileLLM does not look like the remote_code missing-fields regression." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3/Qwen-family loading issues, but the model variants and failure details differ too much to call them the same bug." + "reason": "Both are Qwen3-family ZeRO-3 load failures, but the packet does not establish a shared root cause; too weak for strict duplicate acceptance." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same unexpected `_is_hf_initialized` argument path breaking model loading under init-empty/quantized initialization." + "accept": false, + "reason": "Similar initialization context, but the specific failures differ: Int8Params kwarg vs unexpected _is_hf_initialized in init_empty_weights." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and different checkpoint-loading failures; no concrete shared root cause is evident." + "reason": "Different model families and different checkpoint-loading failures." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from SDPA/BF16 fallback is unrelated to the flash_attention `s_aux=None` crash." + "reason": "RLHF NaN/SDPA fallback and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Bad Voxtral tokenizer error handling and a specific sleng-bert load failure are not the same issue." + "reason": "Different models and different failure characteristics." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE weight-conversion problems and GAS gradient averaging issues are separate training/loading bugs." + "reason": "Qwen3 MoE weight conversion and gradient averaging under DeepSpeed are different training/loading bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The overall characterization as a loose cluster of loading/regression issues is supported, and the accepted soft pairs are plausible near-duplicates or direct duplicates by title/body context. No pair verdict appears to overstate the evidence." + "accept": false, + "feedback": "Mostly grounded, but not conservative enough for a strict accept. A few positive soft-edge calls go beyond what the packet supports: 43792\u219444220 and 43940\u219445313 are plausible same-area regressions, but the packet only gives titles/body lengths and does not establish a shared root cause. The remote_code / docs / SigLIP2 links are better grounded, but the accepted pairs are not all equally well-evidenced." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1300,8 +1294,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -1385,223 +1379,223 @@ "issue:42491|issue:43720", "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "a7cb6d668c1a9a761026b92561e22fbcc568db0d68f2c23abf1ed39cacb08b16", + "prepared_review_unit_hash": "44db1640311bb3c79c424e4512f024fefe513000f76631d760f2b44118517115", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36150, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Conservative dedupe pass: I kept the clearly same-bug non-persistent-buffer pair and rejected the looser model-family similarities, especially the Qwen3.5 and SigLIP2 pairs where the titles point to related regressions but not the same concrete failure mode.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set: it names the non-persistent buffer corruption directly and has a near-identical follow-up in issue:44534.", + "summary": "Mostly a heterogeneous set of unrelated issues, with a few clear duplicate pairs around the same regression family (mask shape mismatch, Transformers 5.0 custom-model/buffer regressions, and SigLIP2 bad-output reports).", + "confidence": 0.82, + "canonical_issue_reason": "issue:41093 is the strongest local anchor because it has a near-exact duplicate-style partner in 44805 with the same mask/tensor shape IndexError; however, the overall set is too heterogeneous for one true canonical issue across all items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best single issue to keep because it is specific, reproducible, and captures a broad Transformers v5 regression rather than a model-specific symptom.", + "best_issue_reason": "issue:41093 is the best representative issue among the candidates because its duplicate pair is the clearest exact bug match and the error is specific and reproducible.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: custom trainer signature mismatch vs. tensor mask shape IndexError." + "reason": "Both are training-time errors, but the failure modes differ: unexpected Trainer kwargs vs a tensor/mask shape mismatch." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error shape family, but the titles are too generic to confirm the same underlying bug or code path." + "accept": true, + "reason": "Same mask/tensor shape-mismatch IndexError pattern; these look like the same underlying bug." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unrelated: bitsandbytes constructor incompatibility vs. tokenizer max-length configuration." + "reason": "Completely different problems: bitsandbytes parameter construction vs CLIP tokenizer max-length behavior." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both mention Qwen video paths, but one is a v5.3.0 video-input regression and the other is a StopIteration in video embedding handling; not enough to call them the same bug." + "accept": true, + "reason": "Both point to the same 5.3.0 Qwen VL video-input regression family; 44560 looks like a model-specific manifestation of the broader bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different subsystems: PagedAttention/Qwen3.5 cache crash vs. NemotronH checkpoint loading." + "reason": "Different model families and different failures; no shared concrete bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different bugs: GGUF gpt-oss support vs. dtype mismatch under autocast." + "reason": "Unrelated: GGUF architecture support vs autocast dtype mismatch." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different problems: DeepSpeed training weight shape vs. segmentation map processing." + "reason": "Different subsystems and symptoms: DeepSpeed training weight-dimension error vs image processor void-mask handling." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: batched leakage across tracks vs. empty transcription after token alignment." + "reason": "Different audio-generation bugs with no clear shared code path." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen-related issues, but not the same concrete bug." + "reason": "Same broad Qwen/GGUF area only; the concrete bugs are different." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention failures: torch.compile/SDPA on Bamba vs. Flash Attention position_ids handling on Qwen3.5." + "reason": "Different code paths: torch.compile/SDPA on Bamba vs flash-attention position_ids handling on Qwen3.5." }, { "left": "issue:43645", "right": "issue:43646", - "accept": false, - "reason": "Both involve custom model initialization, but one is notebook-specific and the other is a broader initialization regression; the evidence is not strong enough to treat them as the same bug." + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook detail does not change the underlying bug." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption vs. Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Both involve loading/position handling regressions, but they are different model-specific bugs." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.5/video-adjacent, but one is a video StopIteration regression and the other is SFT embedding unpacking." + "reason": "Video embedding StopIteration vs TRL SFT embedding unpacking; different failures." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF architecture support vs. missing Float8 storage type." + "reason": "No shared bug: GGUF architecture support vs missing Float8 storage object." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different import/load failures; no clear shared code path." + "reason": "ImportError for a specific class is unrelated to meta-device loading failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different bugs: FineGrainedFP8 Qwen3Moe failure vs. meta-device loading regression." + "reason": "Qwen3MoE FP8 config failure and meta-device loading are different problems." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different issues: 3d_parallel.py execution vs. GGUF gpt-oss support." + "reason": "Different features and failures; no duplicate signal." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but the titles only show related SigLIP2 output failures, not the same concrete regression or code path." + "accept": true, + "reason": "Same SigLIP2 model producing nonsensical/zero outputs; these are the same underlying bug report." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization is a different bug from non-persistent buffer corruption." + "reason": "Both are Transformers 5.x regressions around model init/loading, but they are distinct concrete bugs." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failures: video StopIteration vs. mask/tensor shape mismatch IndexError." + "reason": "Different model families and unrelated symptoms." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + "reason": "GenerationMixin import failure is unrelated to Qwen3MoE FP8 issues." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different code paths: Deepspeed/Bert zero3 index error vs. tokenizer mapping constraint in add-new-model-like." + "reason": "DeepSpeed/Bert zero-size index error vs tokenizer-mapping add-new-model-like failure; different bugs." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they concern different models and different validation failures." + "reason": "Both are config-related, but the concrete validation failures and affected models differ." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "IndexError under ZeRO-3 Bert loading is unrelated to TOKENIZER_MAPPING_NAMES handling." + "reason": "Different issues: ZeRO-3/Bert initialization vs add-new-model-like tokenizer mapping handling." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different bugs: offload/dequantized load failure vs. mmap OOM on Strix Halo." + "reason": "Device-map/offload loading failure is not the same as mmap OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent-buffer regression; 44534 is essentially a rephrasing of the same bug." + "reason": "Same Transformers v5 non-persistent-buffer corruption regression, just worded differently." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: ZeRO-3 language_model loading vs. incorrect visual encoder keys on save_pretrained." + "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs save_pretrained visual-encoder key regression." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but 39692 is a broader documentation-example report with extra quantization issues, not the same concrete inference bug." + "reason": "Same model family, but one is bad outputs and the other is a documentation/example failure; not the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different problems: Qwen3_moe LoRA compatibility across branches vs. BitNet packed-weight loading." + "reason": "Different loading/compatibility issues with no shared concrete failure path." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes; no evidence of the same underlying bug." + "reason": "Different model families and unrelated generation failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but a few soft-edge acceptances read too strong for the evidence in the packet. In particular, issue:44479 vs issue:44560 and issue:38175 vs issue:43994 look like related model/family regressions, but the titles alone do not justify calling them the same bug or same regression with confidence. issue:43645 vs issue:43646 is closer, but still not strongly evidenced beyond both mentioning custom model initialization. The rejected pairs are generally conservative and well supported by the titles, and the canonical issue choice issue:43644 is reasonable." + "accept": true, + "feedback": "The summary is grounded in the packet and stays reasonably conservative overall. The accepted soft pairs are supported by strong title-level evidence, especially the exact mask-shape duplicate and the identical non-persistent-buffer regression pair. No PR mergeability issue applies here since these are issue pairs only." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1614,8 +1608,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -1677,10 +1671,10 @@ "issue:43257|issue:43854", "issue:39692|issue:43994", "issue:44488|issue:44991", + "issue:43856|issue:44387", "issue:45362|issue:45406", - "issue:43644|issue:43645", "issue:42915|issue:44756", - "issue:43856|issue:44387", + "issue:43644|issue:43645", "issue:44661|issue:44683", "issue:42491|issue:43931", "issue:44910|issue:45588", @@ -1697,8 +1691,8 @@ "issue:44387|issue:44756", "issue:43854|issue:45216", "issue:42947|issue:43381", - "issue:44292|issue:44912", "issue:44291|issue:44756", + "issue:44292|issue:44912", "issue:45276|issue:45292", "issue:44743|issue:44960", "issue:43381|issue:44928", @@ -1706,229 +1700,265 @@ "issue:44164|issue:44756", "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "7b90a6d2720e25a5781b7c9efcf5d1b832c09a5aba6c16dbf97fd47a4cfa15a9", + "prepared_review_unit_hash": "c68f4d016d0401b63105ccc951a630c4261dc9ac7b0b287cc58ccbc0fc4bdd4a", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 37, - "serialized_chars": 38107, - "estimated_input_tokens": 9527, - "estimated_eval_tokens": 19310 + "serialized_chars": 38100, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous. The only clear soft duplicate remains the resize_token_embeddings regression pair; the BERT loading pair should be rejected as too speculative without stronger evidence that the root cause is shared.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43646 is still the best anchor because it describes the broadest Transformers 5.x initialization regression in the set, while most other issues are narrower model-specific failures.", + "summary": "Most pairs are unrelated or only broadly similar. The only clear duplicate cluster is the resize_token_embeddings regression around output/decoder embeddings, with 45292 as the best umbrella issue.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45292 is the most general, model-agnostic statement of the resize_token_embeddings failure, so it best serves as the duplicate anchor for the embedding-resize cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative issue overall for the cluster because it captures a general upstream regression rather than a single model or checkpoint edge case.", + "best_issue_reason": "45292 is the broadest and cleanest representation of the underlying bug; the other accepted issues are model-specific manifestations of the same resize_token_embeddings regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are BERT-model loading failures, but the packet only shows similar symptoms, not the same tokenizer/config root cause." + "reason": "Both are model-loading failures, but they name different models and don\u2019t clearly point to the same concrete bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different bugs: checkpoint-resume step math versus SGD argument handling." + "reason": "Completely different symptoms: checkpoint resumption math vs SGD optimizer arguments not being used." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are load failures, but on different models with different reported mismatch behavior." + "reason": "Different models and different failure modes; both are loading issues, but not the same bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Quantization/memory-related, but the symptoms and code paths are not the same bug." + "reason": "One is Qwen3 MoE training memory use, the other is quantization/offloading behavior; too far apart." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Unrelated: LoRA branch-compatibility versus resize_token_embeddings propagation." + "reason": "Different model families and different bugs; no shared concrete code-path problem." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Same family name is not enough; one is an auto device-map assert and the other is a FineGrainedFP8 loading failure." + "reason": "Both involve Qwen3 variants, but one is a device-mapping crash and the other is FP8 config failure; not the same issue." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and distinct loading problems; not a duplicate." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but docs/example errors and bad inference outputs are not clearly one underlying defect." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is bad inference output; different underlying issues." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading complaints, but for different models and likely different causes." + "reason": "Both are tokenizer/model-loading complaints, but they affect different models and don\u2019t clearly share one root cause." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Different models and different components: chat crash versus serve-time processor attribute error." + "reason": "Both relate to memory, but one is training efficiency and the other is int4 quantization OOM; not the same bug." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both are Transformers 5.0.0 regressions, but one is buffer initialization and the other is custom model init in notebooks." + "reason": "Completely different code paths: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated bugs: Qwen3 MoE FP8 failure versus mmap/OOM avoidance on Strix Halo." + "reason": "Different problems: FP8 config failure vs mmap/OOM on Strix Halo." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both mention memory/quantization, but the concrete failures differ." + "reason": "Both are Transformers 5.0 regressions, but one is junk buffers and the other is notebook/custom-model initialization." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Different areas entirely: tokenizer mapping helper versus compiled flex_attention on newer torch." + "reason": "Unrelated topics: tokenizer-mapping registration vs compiled flex_attention on torch>=2.9." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model families and failure types; no shared concrete bug." + "reason": "Different model-specific loading failures with no clear shared code path." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch attention code, but one is a position_ids packing bug and the other is an s_aux=None AttributeError." + "reason": "Both touch flash attention, but the crashes come from different conditions and different bugs." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but the reports do not identify the same implementation bug." + "reason": "Both are untied lm_head reports, but they involve different model classes and are not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen3-related issues: LoRA compatibility vs training memory usage." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Very close duplicates: both report resize_token_embeddings not updating downstream embeddings/output weights." + "reason": "Same resize_token_embeddings regression pattern: both say model-specific embeddings are not updated after resizing, plausibly fixed by one PR." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Unrelated issues: a GenerationMixin import failure versus Whisper pipeline return_language behavior." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different problems: extra_state handling versus init_empty_weights argument compatibility." + "reason": "Different save/load failures: extra_state handling vs init_empty_weights argument mismatch." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different symptoms: tokenizer vocab mismatch versus a model loading failure." + "reason": "Both are loading-related, but one is a vocab-size mismatch and the other is a model load failure for a different BERT model." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models and bugs: device-mapping assert versus batched inference leakage." + "reason": "Unrelated problems in different domains: Qwen3 device mapping vs AudioFlamingo3 batched inference leakage." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory issues, but they are different failure mechanisms." + "reason": "Both mention quantization/memory, but the underlying issues differ: offloading behavior vs reserved-memory growth." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "No meaningful overlap beyond being model-specific issues." + "reason": "SigLIP2 docs/model issue is unrelated to GLM5." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch-version incompatibility versus meta-device loading failures are distinct regressions." + "reason": "Torch version incompatibility is not the same as meta-device loading failures." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different OOM causes and different subsystems." + "reason": "Both are OOM-related, but the cause and code path are different." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and different persistence/loading behaviors." + "reason": "Different models and different regressions: unit-test loading vs save_pretrained checkpoint correctness." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode prohibition." + "reason": "Both concern gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode misuse." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "TypeError in init_empty_weights is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/model issues with different failure modes." + "reason": "Different quantization formats and different failure modes; not the same bug." }, { - "left": "issue:44291", + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45292 is the generic output_embeddings case and 45276 is a model-specific manifestation." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different models and unrelated behavior: recurrent state reset vs GLM5." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 3D position_ids/SDPA issue." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems with different root causes." + }, + { + "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights constructor mismatch is unrelated to mmap-related OOM." + "reason": "Save/from_pretrained extra_state handling is unrelated to mmap-induced OOM." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different regressions: custom model initialization versus trainer resume/max_steps calculation." + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Rejecting because one accepted soft-edge verdict is a bit too speculative for the packet. For issue:44451 vs issue:44488, the titles only support that both are recent model-loading failures on BERT checkpoints; the claim that they are 'likely the same tokenizer/config regression' is not grounded in the packet. The other verdicts look appropriately conservative, and the overall summary is reasonable, but this accepted pair overstates the evidence." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate cluster is the resize_token_embeddings regression, which is strongly supported by the issue titles and the high-similarity pairings. The rejected soft edges are generally justified by distinct models, symptoms, or code paths." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1941,8 +1971,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -2016,8 +2046,8 @@ "issue:44479|issue:44805", "issue:43994|issue:44079", "issue:44671|issue:44991", - "issue:43425|issue:44918", "issue:43856|issue:44756", + "issue:43425|issue:44918", "issue:43596|issue:44683", "issue:44589|issue:45084", "issue:39404|issue:44671", @@ -2028,24 +2058,24 @@ "issue:43582|issue:43632", "issue:43957|issue:44164", "issue:40990|issue:43421", - "issue:43883|issue:44488", "issue:44164|issue:44479", + "issue:43883|issue:44488", "issue:44488|issue:45081" ], - "prepared_review_unit_hash": "cb359d454483fdc89b42461521f1586bb0699f18236cc26c4ff548be2b93f336", + "prepared_review_unit_hash": "0ef6b833a51d465ead549fc8f21b8848bf84024bfb42390ce5b780332695f9a7", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38222, + "serialized_chars": 38224, "estimated_input_tokens": 9556, "estimated_eval_tokens": 19368 }, @@ -2054,246 +2084,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers issues, many about v5 regressions and model/tokenizer loading. The only clear duplicate-style match is the resize_token_embeddings/output_embeddings pair; the rest are too model- or failure-mode-specific to merge.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45292 is the more general statement of the resize_token_embeddings regression, while issue:45335 is a model-specific instance of the same output-embedding update bug.", + "summary": "This cluster is mostly a noisy grouping of Transformers v5 loading/regression reports across many unrelated models and code paths. One soft edge is a true duplicate around `resize_token_embeddings` not propagating to tied/output embeddings in T5Gemma; the rest are too distinct to merge.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43611 is the broadest and most central representative: a v5 model-loading regression. Most other items are narrower variants of loading/tokenizer/config breakage rather than the same exact bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the clearest canonical issue for the one strong duplicate pair in this cluster: it is broader, concise, and describes the underlying behavior without the t5gemma-specific framing.", + "best_issue_reason": "Issue 43611 best anchors the cluster because it captures the dominant theme of v5 breaking model loading without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video-input handling for Qwen VL models vs strict config loading for granite_speech." + "reason": "Both are v5 regressions, but they hit different subsystems and models: video input handling vs strict config loading." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings is not propagating updates to the relevant output/decoder embeddings; one report is just model-specific." + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating to the tied/output embedding path, including `decoder.embed_tokens` in T5Gemma." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-load complaints, but they involve different models and likely different root causes." + "reason": "Different failures on different model/tokenizer assets; one is vocab-size/token mismatch, the other is a general load failure." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model initialization in notebooks and save/from_pretrained extra_state handling are different code paths and failure modes." + "reason": "Custom model initialization in notebooks and `extra_state` handling are separate code paths and symptoms." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different architectures and load failures: Qwen3 MoE conversion vs NemotronH checkpoint loading." + "reason": "Different architectures and load paths: Qwen3 MoE conversion with accelerate/deepspeed vs NemotronH checkpoint loading." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "A broad torch version incompatibility is not the same concrete bug as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "One is a version compatibility complaint; the other is a specific autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/loading-related, but one is autocast on a specific model and the other is meta-device loading; not the same bug." + "reason": "Autocast dtype mismatch and meta-device loading are different regressions with different triggers." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Storage-type lookup failure and Strix Halo mmap OOM are unrelated." + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated runtime issues." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with different models and error signatures." + "reason": "Both are loading errors, but for different models and failure modes: Qwen3-VL shape mismatch vs NemotronH checkpoint incompatibility." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction issue and a PagedAttentionCache crash are not the same underlying change or bug." + "reason": "Isolated reproduction of another issue and a PagedAttentionCache linear_attention crash are not the same bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions around model handling, but one is base_model_prefix-specific and the other is notebook custom-model initialization; too different to merge." + "reason": "Base model loading with `base_model_prefix` and Jupyter custom-model initialization are distinct regressions." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and a Mistral-3 preprocessing dtype mismatch are different problems." + "reason": "Torch version incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + "reason": "Whisper `return_language` pipeline regression and MXFP4 fallback behavior are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "A Qwen3.5 PagedAttentionCache crash and a template-node compilation TypeError are different failures." + "reason": "PagedAttentionCache group-type crash and template-node compilation error are different failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they describe different pipeline documentation mismatches and should not be merged." + "reason": "Both are docs-related, but they concern different removed/changed pipeline APIs and are not the same issue." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but the reports point to different failure modes and likely different fixes." + "reason": "Different Qwen3-VL loading problems with different symptoms; not enough evidence of one shared defect." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check and Perceiver interpolation failures are unrelated." + "reason": "torch.export/compiler-check failure and Perceiver interpolation failure are separate bugs." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Different shape of bug: a video-input regression versus a generic mask/tensor shape mismatch." + "reason": "Video input regression and mask shape mismatch are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect model outputs and ModelOutput key assignment are different bugs." + "reason": "Nonsensical SigLIP outputs and `ModelOutput` key assignment are different issues." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM predictions and a tokenizer-loading failure for another model are not the same issue." + "reason": "CamemBERT prediction regression and tokenizer loading failure for a different model are not the same bug." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Torch version compatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are separate problems." + "reason": "Training memory usage and Strix Halo mmap/OOM are different performance/runtime problems." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Memory inefficiency in Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." + "reason": "Torch compatibility and Qwen3.5 unpacking with TRL SFT trainer are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3 init crash and compiled flex_attention torch >= 2.9 failure are unrelated." + "reason": "DeepSpeed Zero3/BertModel indexing and compiled flex_attention on torch >=2.9 are different failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different TypeErrors in different subsystems; no shared concrete code path." + "reason": "Float8 storage resolution and non-template-node compilation errors are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return and CamemBERT MLM prediction issues are unrelated." + "reason": "Whisper pipeline behavior and CamemBERT masked LM outputs are unrelated model-specific regressions." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Extremely high perplexity and gradient checkpointing ineffectiveness are different bug classes." + "reason": "Perplexity quality on gpt-oss and gradient checkpointing with LoRA are different concerns." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and gguf_file loading breakage are distinct tokenizer/model-loading issues." + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure and Mistral regex patch crash are different concrete bugs." + "reason": "Tokenizer loading regression for one model and Mistral regex patch crash are separate issues." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline return_language regression are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are different issues." + "reason": "Apple Silicon allocator TypeError and `_is_hf_initialized` regression are distinct." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device model loading breakage and extra_state save/load handling are separate problems." + "reason": "Meta-device loading and `extra_state` save/load handling are separate code paths." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model and tokenizer post-processor updates are not the same bug." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and a tokenizer loading failure for another model are unrelated." - }, - { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer loading failure and Mistral regex patch crash are different concrete failures." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer NoneType broadcast error and Whisper return_language regression are unrelated." + "reason": "Perplexity issue and runtime special-token/post-processor update bug are unrelated." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized breakage are different issues." + "reason": "`extra_state` serialization and video input regression are unrelated." }, { - "left": "issue:43957", - "right": "issue:44164", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Meta-device loading and extra_state persistence issues do not share the same underlying bug." + "reason": "Missing `all_tied_weights_keys` attribute and failure to load a specific BERT model are different bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Current-version tokenizer loading failure and Mistral regex patch crash are different issues." + "reason": "Model loading failure for `cjvt/sleng-bert` and the Mistral regex patch crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair, issue:45292 and issue:45335, is well supported by the titles and the high soft-similarity score. The rest of the pairwise verdicts are appropriately cautious and do not overstate shared root causes." + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue and canonical issue are reasonable, and the only accepted soft edge (45292/45335) is well-supported as the same resize_token_embeddings bug. The remaining rejections are appropriately cautious given the differing models, subsystems, and failure modes." }, "evaluator_used": true, "retried": false, @@ -2309,8 +2321,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -2336,6 +2348,7 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43819", "issue:43825", "issue:43883", "issue:43994", @@ -2369,9 +2382,9 @@ "issue:44488|issue:44987", "issue:44206|issue:44220", "issue:43716|issue:45084", + "issue:42947|issue:44756", "issue:34567|issue:40444", "issue:43883|issue:44991", - "issue:42947|issue:44756", "issue:43644|issue:43646", "issue:43643|issue:44530", "issue:44451|issue:44987", @@ -2384,8 +2397,8 @@ "issue:43404|issue:44466", "issue:44849|issue:45325", "issue:36032|issue:43645", - "issue:43262|issue:43377", "issue:44987|issue:44991", + "issue:43262|issue:43377", "issue:45084|issue:45507", "issue:43646|issue:44534", "issue:43645|issue:44534", @@ -2393,231 +2406,244 @@ "issue:45216|issue:45357", "issue:43322|issue:43540", "issue:44403|issue:45081", - "issue:44451|issue:45081" + "issue:44451|issue:45081", + "issue:43377|issue:43819" ], - "prepared_review_unit_hash": "13bb29d44b922cb8c67478f609c60cd8c8845f66c87034fc097fb4514d51e851", + "prepared_review_unit_hash": "b69de933a7fc26f176da8037c5544e7d9bf8e007b73dfa3e838cdddda3ad6342", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36324, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few clear duplicate pairs centered on Transformers v5 regressions. The strongest matches are the non-persistent-buffer corruption reports, the GGUF loading regression reports, and the Qwen3.5 save_pretrained regression reports. Most other soft edges are different bugs in the same subsystem, not duplicates.", - "confidence": 0.58, - "canonical_issue_reason": "issue:44534 is the cleanest canonical for the non-persistent-buffer corruption bug: it is concise, specific, and matches 43644 nearly verbatim.", + "summary": "Mostly heterogeneous regressions with one clear duplicate pair: the Qwen3.5 save_pretrained checkpoint-key bug. The GGUF loading pair is similar at a high level, but the available evidence is too broad to merge confidently.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45216 is the best canonical anchor because it cleanly matches issue:45357 on the same Qwen3.5 save_pretrained serialization bug; the rest of the cluster is too diverse to collapse into one issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the strongest standalone issue overall: it has a clear regression framing, a specific model/version, and is broader than the later narrow follow-up in 45357.", + "best_issue_reason": "Only 45216/45357 looks like the same underlying bug with strong enough specificity; the GGUF pair is not supported strongly enough to count as a duplicate on the provided evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Different failures: Torch version incompatibility vs MoE tensor-parallel behavior." + "reason": "Broad Torch compatibility failure versus a specific TP/MoE loading problem; not the same 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 buffer serialization corruption." + "reason": "Both are v5 regressions, but they hit different code paths: base_model_prefix handling vs buffer initialization." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper token handling, but one is batch_decode skipping specials and the other is empty-transcription generation after align_special_tokens." + "reason": "Related Whisper area, but different behaviors: batch_decode skip_special_tokens vs empty-transcription generation after align_special_tokens." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but for different models and different breakages." + "reason": "Both are loading failures, but they involve different models and no clear shared code-path bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Related audio code, but the titles point to different concrete failures and no shared bug is clear." + "reason": "Both touch audio feature extraction, but the reported failures are different enough to be separate bugs." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Unrelated: multimodal dtype mismatch versus Jinja/template compilation error." + "reason": "Unrelated subsystems: vision preprocessor dtype mismatch versus template compilation failure." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing versus mmap/OOM behavior on Strix Halo." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting bug is unrelated to Qwen2.5-VL iterable-dataset image handling." + "reason": "Training-state metric bug versus multimodal IterableDataset failure; unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but they concern different models and different missing attributes/paths." - }, - { - "left": "issue:42947", - "right": "issue:44756", - "accept": false, - "reason": "Gradient checkpointing/LoRA is unrelated to mmap/OOM on Strix Halo." + "reason": "Different issues: tied-weights attribute error versus tokenizer loading regression for a specific model." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 custom-model regressions, but one is buffer corruption and the other is custom model initialization." + "reason": "Both are transformers v5 breakages, but one is non-persistent buffers and the other is custom model initialization." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code config fields and Qwen3.5 PagedAttentionCache are unrelated bugs." + "reason": "No shared concrete code-path: trust_remote_code config field loss versus PagedAttentionCache crashing on Qwen3.5." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different loading failures for different repositories; no shared underlying defect is evident." + "reason": "Both are model loading problems, but they appear to be separate model-specific regressions." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both describe the same GGUF loading regression in v5; 43482 is a model-specific instance of the broader gguf_file breakage." + "accept": false, + "reason": "High-level GGUF/title similarity only; the packet does not show enough evidence that these are the same concrete loading bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method conflict and Qwen3Moe FP8 failure are unrelated." + "reason": "Tokenizer-method name collision versus FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload dequantization failure is not the same bug as GGUF loading regression." + "reason": "Different loading paths: dequantized device_map/offload failure versus GGUF loading regression." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing error is unrelated to template compilation." + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to template compilation failure." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Different Qwen/MoE bugs with different symptoms; not the same underlying issue." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Whisper return_language behavior and pipeline translation error messaging are distinct pipeline issues." + "reason": "Whisper return_language behavior and the pipeline translation error message are separate regressions." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head/tied weights, but one is an untied-weight bug and the other is device-dependent serialization inconsistency." + "reason": "Both involve tied weights, but one is a model-specific untie issue and the other is device-dependent serialization." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Different Qwen model families and different bugs: hidden-states output versus rope/position-id scaling." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer class name conflict is unrelated to notebook custom-model initialization." + "reason": "Tokenizer add_special_tokens conflict and custom-model-in-notebook breakage are unrelated." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask behavior are different issues." + "reason": "Same release window, but different failing models and no clear shared bug beyond generic loading regressions." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Both are model-loading regressions, but for different models and likely different root causes." + "reason": "Both audio-related, but apply_chat_template sampling-rate defaulting is unrelated to MIMI padding-mask batching." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid method dispatch." + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "These are different v5 regressions; 44534 is about buffer corruption, 43646 about custom model initialization." + "reason": "Custom model initialization breakage and buffer corruption are different regressions." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization is not the same bug as non-persistent-buffer junk." + "reason": "Notebook/custom-model initialization and buffer junk are not the same code-path problem." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 inference quality and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Different vision issues: nonsensical outputs versus wrong input resolution." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report the same Qwen3.5 save_pretrained regression; 45357 is a later narrower follow-up about visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is a later/specific report of the same incorrect checkpoint-key handling." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segmentation fault loading Llava Next and Qwen3OmniMoe video processing ValueError are different failures." + "reason": "Different multimodal failures: Llava Next segfault versus Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise and Mistral regex patch crashes are not the same underlying bug." + "reason": "Generic loading noise is not the same as the specific Mistral tokenizer regex patch crash." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures with different trigger conditions." + "reason": "Unrelated model-loading failure versus a tokenizer regex-patching crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different model-specific correctness bugs; the shared wording about missing support is too broad to merge." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are distinct failures." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is generally grounded and conservative. The accepted duplicate pairs are well-supported by the titles, and the rejected soft edges mostly avoid overstating similarity. Minor phrasing in the summary is a bit broad, but not enough to undermine the evaluation." + "accept": false, + "feedback": "The writeup is mostly conservative, but it overreaches on the GGUF pair: from the packet we only have broad title similarity between issue:43452 and issue:43482, not enough to call it a clear same-bug duplicate. The analyst\u2019s own `best_issue_reason` says the only clear same-bug pair is 45216/45357, which also conflicts with the accepted GGUF verdict. I\u2019d accept the Qwen3.5 save_pretrained pair, but not the GGUF pair on the available evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2630,8 +2656,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -2645,7 +2671,6 @@ "issue:42915", "issue:43296", "issue:43317", - "issue:43377", "issue:43404", "issue:43421", "issue:43425", @@ -2655,8 +2680,8 @@ "issue:43611", "issue:43632", "issue:43742", + "issue:43792", "issue:43818", - "issue:43819", "issue:43856", "issue:44062", "issue:44220", @@ -2674,6 +2699,7 @@ "issue:44829", "issue:44877", "issue:44987", + "issue:44991", "issue:45020", "issue:45081", "issue:45084", @@ -2686,11 +2712,10 @@ ], "soft_pairs": [ "issue:41553|issue:43582", - "issue:43377|issue:43819", "issue:44220|issue:44683", "issue:44265|issue:44610", - "issue:43404|issue:45127", "issue:43632|issue:44756", + "issue:43404|issue:45127", "issue:42915|issue:45084", "issue:44987|issue:45081", "issue:43296|issue:43531", @@ -2699,231 +2724,242 @@ "issue:42915|issue:44291", "issue:40990|issue:44811", "issue:43611|issue:44534", - "issue:43317|issue:43856", "issue:36032|issue:43742", "issue:42175|issue:45542", + "issue:43317|issue:43856", "issue:40444|issue:45325", "issue:43632|issue:44534", "issue:43531|issue:44877", - "issue:43421|issue:44568", "issue:42915|issue:44589", + "issue:43421|issue:44568", "issue:43818|issue:45357", "issue:36032|issue:41720", "issue:43425|issue:44403", "issue:44683|issue:45020", "issue:43482|issue:45538", "issue:44829|issue:45479", - "issue:33666|issue:40444" + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589" ], - "prepared_review_unit_hash": "f55736b054e714d11f2fc266a9e1952873ec57d84502b52cb0e3a5c575d83292", + "prepared_review_unit_hash": "32236f8fedf7350977b4ae55b4685969c2d7dca65095ba43c2ddac643b6f0229", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36441, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "soft_pair_count": 30, + "serialized_chars": 36662, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, and none of the suggested soft pairs looks like a true duplicate. A few are superficially related by subsystem (especially Qwen/VL and tokenizer-loading issues), but the symptoms and code paths differ enough to keep them separate.", - "confidence": 0.92, - "canonical_issue_reason": "No clear canonical issue: the set spans many unrelated bugs across tokenizers, Qwen/VL, packaging, memory, and compiler behavior, so no single issue represents the cluster.", + "summary": "This cluster is mostly a loose mix of unrelated Transformers issues, many of them broad version-regression or model-specific loading bugs. Only one soft edge stands out as a likely duplicate: the Qwen2.5-VL / Qwen3-VL video-position regression pair.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broadest concrete bug in the only strong duplicate family here: the v5.3.0 video-input regression affecting Qwen2.5-VL/Qwen3-VL variants. It is more representative than the narrower follow-up symptom in issue:45325.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication; even the closest pairs only share a broad subsystem and are not the same underlying bug or change.", + "best_issue_reason": "issue:45020 is the best overall issue anchor for the cluster because it captures the broader pattern of recent Transformers-version breakages, which is the dominant theme across many items here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer-loading error vs Apple Silicon allocator TypeError; unrelated subsystems and failures." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "Different models and code paths: MIMI batching/padding-mask bug vs DAC from_latents/STE mismatch." + "reason": "Different subsystems and failures: Voxtral tokenizer loading vs. Apple Silicon allocator warmup TypeError." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction issue vs compiled flex_attention failure on torch>=2.9; not the same bug." + "reason": "Unrelated code paths: fbank feature extraction vs. compiled flex_attention on torch >= 2.9." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs processor image-size mismatch; different layers of the stack." + "reason": "Different bugs: torch.export with torch_compilable_check vs. OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Both touch weight tying, but one is an untied lm_head in Mistral3 and the other is LoRA merge collapse with extended vocab; different underlying problems." + "reason": "Distinct problems: v5 _is_hf_initialized regression vs. mmap OOM on Strix Halo." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Transformers v5 init flag regression vs mmap OOM on Strix Halo; unrelated issues." + "reason": "Both involve weights/tie_word_embeddings, but they are different failures and different code paths." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs template-node compilation TypeError; no shared bug." + "reason": "Qwen3Moe FP8 config failure is unrelated to the template-node compilation TypeError." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both involve loading behavior, but one is a model load regression and the other is a tokenizer regex patch crash; not the same fix." + "reason": "Both are loading-related, but one is a model-load failure and the other is a Mistral tokenizer regex patch crash." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL/vLLM model load failure vs Qwen3-MoE sliding_window issue; different models and failure modes." + "reason": "Different model families and unrelated failure modes: PaddleOCR-VL load vs. Qwen3-MoE sliding-window behavior." }, { "left": "issue:44479", "right": "issue:45325", - "accept": false, - "reason": "Closely related Qwen-VL area, but one is a broad video-input regression across several models and the other is a still-image temporal-position scaling bug; not clearly mergeable." + "accept": true, + "reason": "Same underlying Qwen VL regression around temporal/video position handling in Transformers 5.3.0; the second issue is a narrower manifestation of the first." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword-argument error vs loading physical-intelligence/fast on recent transformers; only loosely related to tokenizer/model loading." + "reason": "Tokenizer AddedToken keyword conflict is not the same as a generic model loading failure for physical-intelligence/fast." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different regressions: FineGrainedFP8Config failure vs unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "Different FP8/init issues: FineGrainedFP8Config failure vs. unexpected _is_hf_initialized argument in init_empty_weights." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." + "reason": "Unrelated: high perplexity on GPT-OSS vs. Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are transformers v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffers; separate issues." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "device_map/offload loading failure vs Qwen3 MoE training memory inefficiency; different problem statements." + "reason": "Both are v5 regressions, but they describe different mechanisms and different breakages." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM key error; no shared underlying bug." + "reason": "T5 tokenizer special-token conflict is unrelated to the MobileLLM-125M load KeyError." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow backend packaging, but one is missing TF in the torch extra and the other is an undefined tf-backend runtime error with tensorboard-only installs." + "reason": "Both mention TensorFlow backend packaging, but the symptoms are not concrete duplicates and likely come from different install-path issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different topics: dequantized device_map offload failure vs. Qwen3 MoE training memory usage." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multiple-images iterable-dataset failure vs still-image temporal-position scaling bug; same model family, different bug." + "reason": "Same model family, but different bugs: multi-image IterableDataset finetuning vs. temporal position-id scaling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different transformers v5 regressions with different symptoms and code paths." + "reason": "Different Transformers v5 regressions affecting different internals." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading failure; unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to granite_speech strict-config loading." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Runtime special-token/post-processor update feature vs mdeberta tokenizer BOS/EOS regression; not the same issue." + "reason": "Both touch low-precision/FP8 topics, but one is a model config issue and the other is a storage type lookup failure." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage object; only loosely related to FP8/quantization." + "reason": "Both involve special tokens, but one is runtime post-processor synchronization and the other is BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower/weight-sharing bug vs Qwen3.5 save_pretrained key regression; different models and fixes." + "reason": "Video-LLaVA tower/weight issue is unrelated to Qwen3.5 save_pretrained visual-encoder key regression." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method conflict vs Qwen3 auto device mapping cudaErrorAssert; unrelated." + "reason": "Tokenizer loading error vs. auto device-map CUDA assert are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version compatibility complaint vs generic transformer-loading noise; not the same bug." + "reason": "Torch version compatibility and noisy loading logs are not the same bug." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs remote_code breakages in recent transformers; different failure classes." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to remote_code model-loading regressions." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading with transformers v5 vs CLIPTokenizer model_max_length constant; unrelated." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length bug are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Degenerate training with flash_attention_3 vs zero-loss single-label classification bug; different model behaviors and causes." + "reason": "Both concern degenerate training, but one is a flash_attention_3 bug and the other is a classification-loss configuration bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training request for Qwen2-VL vs Qwen2.5-VL iterable-dataset multi-image failure; not the same bug or change." + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is multi-image iterable finetuning." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs. tokenizer load failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Float8 storage-object TypeError." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is indeed mostly a loose mix of unrelated issues, and the only clearly plausible duplicate pair is issue:44479 / issue:45325. The conservative false verdicts look reasonable, and the canonical issue choice is supported by the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2935,13 +2971,14 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ "issue:35707", "issue:40444", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", @@ -2972,7 +3009,6 @@ "issue:44265", "issue:44291", "issue:44387", - "issue:44403", "issue:44466", "issue:44488", "issue:44534", @@ -2986,11 +3022,10 @@ "issue:45325", "issue:45381", "issue:45491", - "issue:45563" + "issue:45563", + "issue:45584" ], "soft_pairs": [ - "issue:44403|issue:44991", - "issue:43792|issue:44589", "issue:44079|issue:44534", "issue:35707|issue:40444", "issue:43377|issue:45491", @@ -3000,9 +3035,9 @@ "issue:44079|issue:45072", "issue:43644|issue:44079", "issue:40444|issue:45381", + "issue:43632|issue:45072", "issue:44265|issue:45072", "issue:43881|issue:44488", - "issue:43632|issue:45072", "issue:43531|issue:44291", "issue:45325|issue:45381", "issue:41720|issue:45081", @@ -3019,222 +3054,217 @@ "issue:43262|issue:43746", "issue:43632|issue:45563", "issue:43881|issue:44991", - "issue:43317|issue:43873" + "issue:43317|issue:43873", + "issue:40990|issue:45584" ], - "prepared_review_unit_hash": "a625c7bab67ba8ee5e9abf6652757c819d4adc522869f080645ca0ae87287cd4", + "prepared_review_unit_hash": "765a9db262bface973899821bcf6ac8b5d5635c7f092969d7ca224cf46b2e0d7", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36406, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36713, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers regressions and model-specific bugs that only loosely overlap on broad themes like v5 loading/init, quantization/offload, or multimodal position ids. I do not see any pair that is clearly the same underlying bug, so I would not merge any soft edges.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43632 is the best representative because it is a broad Transformers v5 initialization regression and sits closest to several other v5-related loading/init reports in this set, even though the cluster is not a true duplicate group.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers regression reports, with a broad theme around v5-era loading/init/serialization breakages and a few multimodal or quantization-specific bugs. I did not find any soft pair that clearly describes the same underlying fix.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the best representative of the cluster\u2019s dominant theme: broad Transformers v5 model-loading regressions. It is clearer and more central than the highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43632 is the strongest single issue to anchor the cluster: it is broad, clearly version-regression oriented, and most suitable as the central representative among these mostly distinct bug reports.", + "best_issue_reason": "43611 is the most suitable cluster representative because it captures the recurring v5 loading/init breakage pattern seen across several nearby issues, while staying relatively general.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Both concern loading behavior, but one is about noisy model-loading logs and the other is a tokenizer-loading failure for a specific checkpoint; different bugs." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different failure modes with no clear shared code-path." - }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated internals." + "reason": "Different bugs: ModelOutput key handling vs non-persistent buffer serialization." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image IterableDataset failure are different workflows and bugs." + "reason": "Unrelated failures: generation with inputs_embeds/past_key_values vs Qwen2.5-VL finetuning on iterable multi-image prompts." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching/padding, but one is a MIMI encoder padding-mask issue and the other is Gemma3 sliding-window NaNs; not the same bug." + "reason": "Both involve batching/padding, but they affect different models and different code paths; not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are model-specific and unrelated." + "reason": "Separate loading issues: GGUF compatibility vs missing pad_token_id on Llama4Config." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized arg during init_empty_weights is a different regression from the Float8 storage lookup failure." + "reason": "Both are v5 initialization/loading regressions, but one is an unexpected init arg and the other is a float8 storage lookup failure." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling do not share the same underlying bug." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are separate issues." + "reason": "Different problems: output container key assignment vs bfloat16 dtype mismatch in inference." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key bookkeeping." + "reason": "Non-persistent buffer junk fills and ModelOutput key handling are distinct bugs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning and the other is video vision_position_ids; different code paths." + "reason": "Same model family, but different symptoms and modalities: multi-image finetuning vs video position-id bug." }, { - "left": "issue:44265", + "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check and bfloat16 inference dtype mismatches are distinct problems." + "reason": "Unrelated regressions: _is_hf_initialized flag behavior vs bfloat16 dtype mismatch." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "glm-4v-9b loading failure and sleng-bert loading failure are separate model-specific regressions." + "reason": "torch.export/torch_compilable_check failure is unrelated to the dtype mismatch issue." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "_is_hf_initialized regression and bfloat16 dtype mismatch are different v5 breakages." + "reason": "Both are model loading failures, but for different models and likely different root causes." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are not the same bug." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same defect." + "reason": "Closely related Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly one fix." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "Completely unrelated: CUDA assert in Qwen3 auto device mapping vs Mistral tokenizer regex patch crash." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix and the other custom model initialization; not clearly the same bug." + "reason": "Both are v5 model initialization regressions, but the specific failures differ: base_model_prefix loading vs custom model init." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + "reason": "Backend packaging issue vs a vLLM model-loading failure; no shared bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "lm_head tying failure and device-dependent lm_head serialization are adjacent themes but different bugs." + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is device-dependent serialization inconsistency." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific issues." + "reason": "Different vision-model behavior issues with different architectures and failure modes." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Autocast dtype mismatch and compiled flex_attention failure on torch>=2.9 are separate incompatibilities." + "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Quantization memory regression and Sam3Video OOM are not the same underlying issue." + "reason": "Quantization-related CUDA reserved-memory regression is not the same as a model-specific OOM report." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config problems." + "reason": "Different problems: Qwen3MoE with FineGrainedFP8Config vs Qwen2.5-GGUF loading on v5." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Molmo tied-weights attribute error are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute failure." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper-large-v2 runtime failure and meta-device loading breakage affect different subsystems." + "reason": "Whisper runtime failure and meta-device model-loading breakage are different issues." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor chat-template sampling rate default and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate bugs." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "Non-persistent buffer initialization and stale num_return_sequences warning are not the same issue." + "reason": "_is_hf_initialized regression and stale num_return_sequences warning are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different model-loading failures for different checkpoints; no shared concrete bug." + "reason": "Different loading failures on different models; no shared concrete code-path." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading with gpu+cpu offload and the other is a broader offloading complaint; not clearly the same concrete defect." + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broader offloading complaint." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Completely unrelated: high perplexity on WikiText-2 vs Whisper empty-transcription generation failure." } ] }, @@ -3253,8 +3283,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -3263,12 +3293,12 @@ "issue:36331", "issue:39692", "issue:40444", - "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43296", "issue:43316", + "issue:43317", "issue:43322", "issue:43377", "issue:43404", @@ -3292,7 +3322,9 @@ "issue:44479", "issue:44534", "issue:44610", + "issue:44671", "issue:44683", + "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -3303,11 +3335,9 @@ "issue:45072", "issue:45325", "issue:45357", - "issue:45406", - "issue:45584" + "issue:45406" ], "soft_pairs": [ - "issue:40990|issue:45584", "issue:43606|issue:44265", "issue:34634|issue:35707", "issue:44291|issue:44877", @@ -3325,8 +3355,8 @@ "issue:43792|issue:44683", "issue:43296|issue:44991", "issue:43296|issue:44877", - "issue:41720|issue:43322", "issue:43454|issue:43720", + "issue:41720|issue:43322", "issue:43404|issue:45357", "issue:41720|issue:44977", "issue:43526|issue:43881", @@ -3342,252 +3372,274 @@ "issue:44186|issue:44610", "issue:36331|issue:42915", "issue:36331|issue:42617", - "issue:43316|issue:44913" + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617" ], - "prepared_review_unit_hash": "d6209d5c4adf087de1da8085669f7ce20494a4c9ee82bf1fdcfe2054eeea2e4c", + "prepared_review_unit_hash": "1dbc2bcf8df42a6f8ccde9362f5b53626da77567c3f5a882269e63be4579964e", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37996, - "estimated_input_tokens": 9499, - "estimated_eval_tokens": 19254 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39474, + "estimated_input_tokens": 9869, + "estimated_eval_tokens": 19994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These reports are mostly unrelated bug tickets; the soft-similarity links are broad-topic matches rather than true duplicates, so none should be merged.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43873 is the broadest current report in the set, centered on offloading/quantization behavior and already attracting references, so it is the best anchor if one issue must represent the cluster.", + "summary": "This cluster is not a duplicate set: the issues span unrelated models, configs, loaders, trainers, and runtime failures. None of the soft edges looks like the same underlying bug or change, so all should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe one shared defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest global issue candidate because it is open, broadly phrased, and likely to absorb related offloading/quantization reports.", + "best_issue_reason": "No best issue: none of these issues is representative of the others as a global duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Different failures: high perplexity on a model/eval setup vs empty-transcription generation after token alignment." - }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + "reason": "Different failures: Bark CPU offload device mismatch vs torch.export failure via torch_compilable_check." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset loading is a different path from progressive generation with inputs_embeds and past_key_values." + "reason": "Unrelated topics: Bark voice_preset handling vs generation with inputs_embeds/past_key_values." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init arg during init_empty_weights is unrelated to strict config blocking granite_speech." + "reason": "Different root causes: init_empty_weights/_is_hf_initialized mismatch vs strict config loading granite_speech." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are not the same bug as export failures from torch_compilable_check." + "reason": "Tokenizer NER/padding crash is unrelated to torch.export and torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Offload device mismatch and DAC latent reconstruction mismatch are separate code paths and symptoms." + "reason": "Different model paths and bugs: CPU offload mismatch vs DAC.from_latents/STE behavior." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor/model input-size mismatch is unrelated to Qwen2.5-VL temporal position ID scaling." + "reason": "Different multimodal regressions: processor image size mismatch vs rope temporal-position scaling." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Inputs_embeds generation issues are not the same as Qwen3 auto device-mapping CUDA asserts." + "reason": "Different subsystems: generation with embeds/cache vs device-map cudaErrorAssert on Qwen3." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying in AyaVision is unrelated to Bamba torch.compile failures with SDPA." + "reason": "AyaVision lm_head tying bug is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is a different bug from Perceiver non-default resolution failures." + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to Perceiver interpolation failure." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in wrappers are different defects." + "reason": "Weight-tying bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batched-vs-single padding behavior is not the same as OmDet processor size mismatch." + "reason": "Different models and failures: MIMI padding-mask mismatch vs OmDet processor output-size mismatch." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failures are different multimodal issues." + "reason": "SigLIP2 doc/example errors are unrelated to Qwen2.5-VL iterable dataset multi-image finetuning failure." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Inconsistent lm_head serialization by device is different from saving wrong visual encoder keys." + "reason": "Both involve saving/serialization, but different models and different incorrect artifacts/keys." }, { "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 concrete bug." + "reason": "FSDP CPU RAM-efficient loading bug is unrelated to v5 non-persistent buffer serialization." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper model loading/can't-run report is unrelated to compiled flex_attention breaking on torch>=2.9." + "reason": "Whisper load failure and compiled flex_attention on torch>=2.9 are different code paths." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL loading failure is a model-specific load issue, not tokenizer loading for est-roberta." + "reason": "Different load failures: PaddleOCR-VL in vLLM vs tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL model loading and strict config rejection of granite_speech are different failures." + "reason": "PaddleOCR-VL load failure is unrelated to strict config rejection of granite_speech." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA asserts are unrelated to Llava Next segfaults." + "reason": "lm_head tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking are separate model-initialization problems." + "reason": "Qwen3 device-map cudaErrorAssert is unrelated to Llava Next segfault during loading." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying affects generation, while Qwen3.5 save_pretrained saves wrong visual keys." + "reason": "Mistral3 lm_head tying issue is unrelated to Qwen3.5 visual encoder save_pretrained keys." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "CUDA assert on device mapping is not the same as flash-attention generation regression." + "reason": "Different failure modes: auto device mapping assert vs flash-attention generation regression." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT reduce_labels returning one label is unrelated to glm-4v-9b loading failure." + "reason": "BEiT image label reduction bug is unrelated to glm-4v-9b load failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching crash with multimodal inputs is a different processor/API bug than Gemma4Processor missing _tokenizer." + "reason": "Both are serve crashes, but on different processors and different missing attributes." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes for LayoutLMv2 are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "LayoutLMv2 tokenizer crash is unrelated to dtype mismatch inference issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both are memory/offload themed, but one is quantized offloading behavior while the other is mmap OOM on Strix Halo." + "reason": "Quantization/offloading behavior problem is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype staying float32 and resume_from_checkpoint max_steps miscalculation are unrelated trainer/model-loading issues." + "reason": "Blip2 dtype loading bug is unrelated to Trainer resume/max_steps calculation." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different scripts and code paths." + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3MoE FineGrainedFP8Config failure." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for est-roberta." + "reason": "Strict config loading and tokenizer loading failures are distinct issues." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct mechanisms." + "reason": "Torch.compile SDPA failure in Bamba is unrelated to BitNet packed-weight loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and Perceiver non-default-resolution failure are different vision preprocessing bugs." + "reason": "Different image preprocessing/model-size bugs in OmDet vs Perceiver." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to trl SFT input-embedding unpacking." + "reason": "Video-input regression in Qwen models is unrelated to SFT embedding unpacking." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet image-size mismatch do not share the same underlying bug." + "reason": "Tokenizer padding/truncation crash is unrelated to OmDet processor/model resolution mismatch." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature drift is unrelated to Qwen3Moe FP8 config failures." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Qwen3MoE FP8 loading." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected num_items_in_batch in compute_loss is a trainer API issue, not a 3d_parallel.py runtime problem." + "reason": "Trainer compute_loss kwargs issue is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are different configuration bugs." + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state caching." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FP8 loading failure is unrelated to dequantized model offload loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs: Bamba compile/SDPA vs Bark CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and 3d_parallel.py failure are unrelated runtime issues." } ] }, @@ -3606,8 +3658,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -3622,7 +3674,6 @@ "issue:42617", "issue:42886", "issue:42915", - "issue:43317", "issue:43322", "issue:43388", "issue:43421", @@ -3637,20 +3688,21 @@ "issue:43782", "issue:43873", "issue:43927", + "issue:44062", "issue:44186", "issue:44292", "issue:44361", "issue:44368", + "issue:44451", "issue:44479", "issue:44492", "issue:44509", "issue:44514", "issue:44545", "issue:44625", - "issue:44671", - "issue:44743", "issue:44843", "issue:44898", + "issue:44991", "issue:45059", "issue:45072", "issue:45161", @@ -3661,10 +3713,6 @@ "issue:45479" ], "soft_pairs": [ - "issue:44671|issue:44743", - "issue:42915|issue:43317", - "issue:43550|issue:43606", - "issue:41720|issue:42617", "issue:43531|issue:43572", "issue:44292|issue:44479", "issue:41720|issue:45161", @@ -3675,8 +3723,8 @@ "issue:42915|issue:43322", "issue:36010|issue:42617", "issue:45406|issue:45464", - "issue:44514|issue:44545", "issue:36331|issue:41720", + "issue:44514|issue:44545", "issue:33357|issue:35707", "issue:41720|issue:43746", "issue:43606|issue:43720", @@ -3692,237 +3740,227 @@ "issue:34634|issue:41720", "issue:44898|issue:45072", "issue:42886|issue:44843", - "issue:43421|issue:43653" + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44062|issue:44451" ], - "prepared_review_unit_hash": "0a37bbca6e906f2f303caa8d777a179a5865320a09af14446a998abd896530aa", + "prepared_review_unit_hash": "5fb42aea4a75b63f947859b1e2c2178caadeca07811dcae1823eca80b331f87c", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "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": 36736, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only two soft-duplicate subgroups are convincing: the identical Qwen2_5_VLProcessor padding=False crash (44514/44545) and the HF_HUB_OFFLINE tokenizer/cache regression (42886/44843). The rest are different bugs despite some subsystem overlap.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44843 is the clearest representative duplicate candidate: it names the concrete offline regression and root cause (_patch_mistral_regex calling model_info() unconditionally), with 42886 acting as the older symptom report of the same bug.", + "summary": "Mostly unrelated bug reports. The only clear duplicate in the packet is the Qwen2.5-VL batched `apply_chat_template(..., padding=False)` crash; the HF offline tokenizer-loading pair is a plausible same-bug match. I would not treat `vesteinn/ScandiBERT` and `EMBEDDIA/est-roberta` as the same issue from the evidence here.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44514 is the best canonical issue for the exact duplicate pair because it is the clearer, earlier report of the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash as issue:44545.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the most actionable issue in the cluster because it states the specific failing code path and captures the underlying offline-mode bug more precisely than the symptom-only report.", + "best_issue_reason": "issue:44514 is the strongest representative issue in the set because it has an exact duplicate and a specific, reproducible failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "Different models and failure modes: masked-LM prediction regression vs recurrent cache-state reset." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Both involve quantization/loading, but one is a FineGrainedFP8Config failure and the other is dequantized model offload with device_map=auto; not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Unrelated failures in different models: SDPA/torch.compile vs CPU offload device mismatch." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Different code paths and symptoms; auto device mapping cuda assert is not the same as failing 3d_parallel.py." - }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different model/config bugs: Qwen3-MoE sliding window behavior vs StableLmConfig missing pad_token_idx." + "reason": "Different bugs: Qwen3-MoE `sliding_window` vs StableLmConfig missing `pad_token_idx`." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Both are Qwen-related, but one is NVFP4 execution failure and the other is a video-input regression across several VL/MoE models." + "reason": "Both are Qwen/VL-related, but the concrete failures differ: NVFP4 execution error vs video-input regression." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both touch parallelism, but one is an auto device-map CUDA assert and the other is a TP-only GPT-OSS MoE issue." + "reason": "Different model families and failure modes: Qwen3 auto-device-map CUDA assert vs GPT-OSS MoE TP support not working." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different failures: video processing error in Qwen3OmniMoe vs weight_only loading error in Qwen3VL." + "reason": "Different code paths: Qwen3OmniMoe video-processing ValueError vs Qwen3VL `from_pretrained` weight-only load error." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different subsystems and symptoms; metric gathering label truncation is not the same as SAM3 text/box behavior." + "reason": "Different subsystems: metrics label dropping vs SAM3 PCS text/bounding-box behavior." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer issues, but they affect different models and failure modes; not the same underlying bug." + "reason": "Different tokenizer bugs for different models and signatures." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Related to offloading/parallelism broadly, but the concrete failures differ: CUDA assert vs quantization offloading behavior." + "reason": "Different failures: CUDA assert on Qwen3 auto device mapping vs quantization/offloading behavior." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and errors; Qwen3Moe FP8 loading is not the same as Llava Next segfault." + "reason": "Different models and symptoms: Qwen3Moe FP8 config failure vs Llava Next segmentation fault." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Unrelated issues: GenerationMixin import error vs a runtime script failure." + "reason": "No shared underlying bug: GenerationMixin import regression vs inability to run `3d_parallel.py`." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different components and symptoms: serve crashes on Gemma4Processor vs streaming chat/completions failure on Qwen3.5-0.8B." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same title and crash scenario in Qwen2_5_VLProcessor.apply_chat_template with padding=False; clear duplicate." + "reason": "Both are serving/inference crashes, but they involve different processors/models and unrelated code paths." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Different trainer API signature issue vs model-loading/device-map failure." + "reason": "Unrelated regressions: custom trainer loss signature change vs Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same batched `Qwen2_5_VLProcessor.apply_chat_template(..., padding=False)` crash." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Different failures: MacOS bus error on CLIP vs progressive generation with `inputs_embeds` and `past_key_values`." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different models and bugs; device-map CUDA assert is not the same as PEFT adapter local-checkpoint loading." + "reason": "Different code paths: Qwen3 auto device mapping assert vs GraniteSpeech PEFT/local checkpoint loading." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are loading/offload related, but they concern different models and concrete mechanisms (CPU offload mismatch vs packed-weight unpacking)." + "reason": "Different subsystems: Bark CPU-offload mismatch vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Completely different components: image processor segmentation maps vs BarkProcessor voice_preset." + "reason": "Unrelated issues: image processor void segmentation maps vs BarkProcessor `voice_preset`." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + "reason": "Different documentation/typo issues; not the same underlying bug." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different bugs in different models; torch.compile+SDPA failure is not the same as BigBirdTokenizer special-token registration." + "reason": "Different problems in different components: Bamba torch.compile+SDPA vs BigBirdTokenizer special-token registration." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a tie_word_embeddings warning during fine-tuning; the other is incorrect visual encoder keys saved by Qwen3.5." + "reason": "Different bugs: `tie_word_embeddings` warning vs incorrect visual encoder keys on save." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both involve classification config, but one is Qwen3.5 num_labels propagation and the other is a broader zero-loss bug with num_labels=1." + "reason": "Different classification/config issues: Qwen3.5 `num_labels` propagation vs zero-loss with `num_labels=1`." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both touch token/config handling, but one is runtime post-processor updates and the other is save/load token ID loss causing generation IndexError." + "reason": "Runtime post-processor update bug vs save/load loss of custom token IDs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model bugs; CPU offload device mismatch is unrelated to mask-token registration." + "reason": "Completely different model/loading issues: CPU offload mismatch vs tokenizer special-token decode bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting is unrelated to progressive generation with past_key_values." + "reason": "Different training/generation bugs: token counting vs progressive generation with cached KV and embeddings." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen multimodal bugs: weight_only load failure vs incorrect video vision_position_ids." + "reason": "Both are Qwen VL-related, but the concrete failures are different." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device mapping CUDA asserts." + "reason": "Different model families and bugs: BarkProcessor voice preset failure vs Qwen3 auto-device-map CUDA assert." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model/runtime issues: Perceiver interpolation failure vs dtype mismatch in bfloat16 inference." + "reason": "Different concrete failures despite both involving model/inference mechanics." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Same underlying HF_HUB_OFFLINE/cache regression; 44843 pinpoints the root cause in _patch_mistral_regex while 42886 reports the symptom." + "reason": "Same offline-mode tokenizer-loading bug: hub access is triggered even with `HF_HUB_OFFLINE=1`." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updating and the other is a missing special-token registration in BigBirdTokenizer; not the same bug." + "reason": "Different tokenizer concerns: dynamic post-processor updates vs BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Not grounded as the same bug from the packet: they target different models (`vesteinn/ScandiBERT` vs `EMBEDDIA/est-roberta`) and the evidence is too weak to call them one tokenizer-loading failure." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(special=...)` constructor error is unrelated to the `ScandiBERT` tokenizer-loading report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is well grounded in the packet and stays conservative overall. The two accepted duplicate pairs are strongly supported by the titles and issue descriptions, and the rejected pairs are justified without overstating similarity. The canonical issue choice for 44843 over 42886 is also reasonable, since 44843 names the likely root cause while 42886 is the earlier symptom report." + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates one soft-edge match: issue:44451 and issue:44991 are not grounded as the same bug from the packet. Their titles point to different models (`vesteinn/ScandiBERT` vs `EMBEDDIA/est-roberta`), so calling them the same tokenizer-loading failure is too strong. Because the summary also says there are \u2018a couple of clear duplicates\u2019 beyond the exact Qwen2.5-VL pair, I can\u2019t accept this as written. The exact duplicate call on issue:44514/44545 is fine, and the offline-mode pair looks plausible, but the overall cluster summary needs to be more cautious." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3935,8 +3973,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -3950,6 +3988,7 @@ "issue:43525", "issue:43531", "issue:43540", + "issue:43550", "issue:43596", "issue:43618", "issue:43653", @@ -3961,13 +4000,13 @@ "issue:43819", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44008", "issue:44062", "issue:44077", "issue:44186", "issue:44220", - "issue:44451", "issue:44488", "issue:44589", "issue:44610", @@ -3980,8 +4019,8 @@ "issue:44918", "issue:44936", "issue:44987", - "issue:44991", "issue:45042", + "issue:45072", "issue:45081", "issue:45183", "issue:45356", @@ -3989,8 +4028,6 @@ "issue:45479" ], "soft_pairs": [ - "issue:44451|issue:44991", - "issue:44062|issue:44451", "issue:43381|issue:43844", "issue:44918|issue:44936", "issue:44077|issue:44625", @@ -4003,10 +4040,10 @@ "issue:43525|issue:43531", "issue:43596|issue:44220", "issue:45183|issue:45479", - "issue:43746|issue:45381", "issue:39692|issue:43873", - "issue:43618|issue:43697", + "issue:43746|issue:45381", "issue:43540|issue:44008", + "issue:43618|issue:43697", "issue:40444|issue:43746", "issue:43746|issue:43873", "issue:44220|issue:44661", @@ -4014,220 +4051,229 @@ "issue:43335|issue:43756", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43421|issue:44811", "issue:30064|issue:36010", + "issue:43421|issue:44811", "issue:44843|issue:45081", "issue:44062|issue:44488", - "issue:44186|issue:44898" + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43540|issue:45381", + "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "01dbf964fcedf6fa8a918b74470fc8c51808f6d06af542b54f2d430c0e688634", + "prepared_review_unit_hash": "2ef909c90530ca3be9e144fcde58fc2db0debc8a95319e91482587be3c800b69", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36377, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37303, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely a heterogeneous mix of unrelated transformer/tokenizer/vision bugs; the soft-paired items share surface similarity but not the same underlying failure mode, so none should be merged as duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45081 is the strongest representative issue here: it has a concrete crash, a specific root code path (`_patch_mistral_regex`), and multiple inbound references, making it the clearest standalone bug report in the set.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers bug reports across tokenizers, multimodal processors, training/runtime, and model-specific regressions. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue cleanly fits this mixed cluster; if forced, issue 44843 is the broadest open tokenizer-regression report, but the items are largely unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the most suitable overall issue because it is well-scoped, actionable, and tied to a specific user-facing failure rather than a broad or ambiguous symptom.", + "best_issue_reason": "Issue 44843 is the best representative only in the narrow sense that it is open, concrete, and in the most recurring subtheme here (tokenizer/mistral-regex behavior), though this is not a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading failures, but for different models and likely different root causes; not the same bug." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "`AddedToken(..., special=...)` keyword conflict is a distinct tokenizer construction bug from model loading failure." - }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing incompatibility and ZeRO-3 gradient blow-up are different training-path bugs." + "reason": "Both involve training/gradient behavior, but one is eval-mode checkpointing and the other is ZeRO-3 gradient explosion; different bugs." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Qwen3.5 embedding unpacking under TRL SFT is unrelated to a generic `train()` then `evaluate()` failure." + "reason": "Both mention trainer workflows, but one is SFT embedding unpacking and the other is evaluate-after-train state handling; not the same failure." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "A `post_init` policy issue in patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + "reason": "Unrelated models and problems: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading regression and a PIL backend torchvision dependency bug are different code paths and symptoms." + "reason": "Different issues: model loading regression for physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE `sliding_window` logic and missing Float8 storage support are unrelated failures." + "reason": "Separate model bugs in different areas: Qwen3-MoE sliding_window handling vs Float8 storage lookup failure." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and CamemBERT masked-LM errors affect different models and mechanisms." + "reason": "Both are model-output correctness bugs, but they affect different models and code paths." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Runtime post-processor updates and LayoutLMv2Tokenizer padding/NER crashes are different tokenizer issues." + "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor sync and the other is a LayoutLMv2 NER padding crash." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Doc-example model/processor mismatch is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Different processor/model mismatches in different models; one is a SigLIP2 example/quantization issue, the other an OmDet-Turbo size mismatch." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve Mistral-related tokenizer handling, but one is a crash in `_patch_mistral_regex` and the other is codec/warning regression in Kimi-K2.5; not the same concrete bug." + "reason": "Both touch _patch_mistral_regex/tokenizer loading, but the reported failures are different (missing backend_tokenizer vs codec/warning regression)." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to a Qwen3-MoE sliding-window issue." + "reason": "Unrelated config bug vs sliding_window bug in different models." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed Zero-3/BertModel initialization and `_torch_extract_fbank_features()` are different failure modes in different subsystems." + "reason": "Different subsystems: ZeRO-3/BertModel init failure vs feature extraction helper issue." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Wrong XOR validation/error messaging is distinct from the zero-loss behavior when `num_labels=1`." - }, - { - "left": "issue:43746", - "right": "issue:45381", - "accept": false, - "reason": "PEFT local-checkpoint loading and Qwen2.5-VL video position ids are unrelated bugs." + "reason": "Both are broad validation/classification bugs, but one is input_ids/inputs_embeds validation and the other is degenerate loss with num_labels=1." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." + "reason": "Unrelated: SigLIP2 doc/example mismatch vs quantization offloading behavior." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Missing CLIP attentions assignment and RTDetrV2 output drift are different model regressions." + "reason": "Different model-specific bugs: GraniteSpeech checkpoint loading with PEFT vs Qwen2.5-VL video vision_position_ids." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-processing failure and Gemma3n audio-mask name collision are unrelated." + "reason": "Both are multimodal model bugs, but they affect different models and distinct code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both concern model outputs, but the CLIP attentions regression and RTDetrV2 output drift are separate bugs." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "IterableDataset multi-image finetuning and PEFT adapter local loading are different problems." + "reason": "Different areas: Qwen2.5-VL iterable dataset/multi-image failure vs GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter checkpoint loading and quantization offloading are separate loading-path issues." + "reason": "No overlap beyond being runtime issues; PEFT checkpoint loading and quantization offloading are unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Fbank feature extraction and `add-new-model-like` tokenizer-mapping logic are unrelated." + "reason": "Audio feature extraction helper vs tokenizer-mapping/model registration logic; unrelated." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Gemma3n audio field collision are different multimodal bugs." + "reason": "Different multimodal bugs in different models: image preprocessor dtype mismatch vs Gemma 3n variable collision." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer config creation and Smollm3 RoPE-layer dropping are unrelated model-configuration issues." + "reason": "Both are model configuration issues, but they concern different architectures and different parameter logic." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weights loading and DAC `from_latents`/forward mismatch are different bugs in different models." + "reason": "Different bugs: accelerate loading of packed weights vs DAC latent decoding/STE mismatch." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Mask-token special registration and packed-weight unpacking are unrelated tokenizer vs loading issues." + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; unrelated." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Updating tokenizer post-processors at runtime is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + "reason": "Completely different problems: image processor segmentation maps vs import failure for GenerationMixin." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Void segmentation map handling in an image processor and a `GenerationMixin` import error are unrelated." + "reason": "Both are tokenizer/processor-adjacent, but one is post-processor updating and the other is Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch Mistral tokenizer plumbing, but one is offline-mode `model_info()` access and the other is a backend-tokenizer attribute crash; they are not the same concrete failure." + "reason": "Same helper area, but different concrete failures: offline model_info call vs backend_tokenizer AttributeError." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "`AddedToken` keyword duplication and loading `cjvt/sleng-bert` are different tokenizer issues." + "reason": "Different tokenizer bugs: AddedToken construction error vs failure loading a specific model/tokenizer." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failures are unrelated model families and code paths." + "reason": "Unrelated models and paths: LayoutLMv2 tokenizer crash vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different runtime issues in different models: torch.compile+SDPA failure vs bf16 dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video/multimodal inputs, but they are different models with different bugs and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No overlap: torch.compile/SDPA model failure vs config token-ID persistence bug." } ] }, @@ -4246,8 +4292,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -4258,7 +4304,6 @@ "issue:41720", "issue:42175", "issue:43531", - "issue:43540", "issue:43550", "issue:43577", "issue:43582", @@ -4267,6 +4312,7 @@ "issue:43644", "issue:43650", "issue:43653", + "issue:43720", "issue:43749", "issue:43782", "issue:43818", @@ -4274,10 +4320,10 @@ "issue:43825", "issue:43827", "issue:43906", - "issue:43927", "issue:43994", "issue:44060", "issue:44186", + "issue:44291", "issue:44368", "issue:44442", "issue:44448", @@ -4297,13 +4343,9 @@ "issue:45081", "issue:45084", "issue:45325", - "issue:45381", "issue:45406" ], "soft_pairs": [ - "issue:43550|issue:45072", - "issue:43550|issue:43927", - "issue:43540|issue:45381", "issue:43577|issue:43818", "issue:43643|issue:44877", "issue:43531|issue:43643", @@ -4315,224 +4357,227 @@ "issue:44561|issue:45020", "issue:43825|issue:43994", "issue:43550|issue:43819", + "issue:44821|issue:45084", "issue:43825|issue:43827", "issue:44186|issue:44442", - "issue:44821|issue:45084", "issue:43650|issue:43906", "issue:41720|issue:44991", "issue:44805|issue:44936", - "issue:44485|issue:44509", "issue:30064|issue:36331", + "issue:44485|issue:44509", "issue:43606|issue:45072", "issue:42175|issue:45081", - "issue:43782|issue:45325", "issue:44610|issue:45072", + "issue:43782|issue:45325", "issue:34634|issue:36010", "issue:44060|issue:44368", - "issue:45081|issue:45406" + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43653|issue:44671", + "issue:43749|issue:44291" ], - "prepared_review_unit_hash": "e45f89966abad46a728425f31dba07fdf8c87903bbdd872adb526b154d7fa26d", + "prepared_review_unit_hash": "61a2cc16c4f14525d498d795fe325810d6dd893d295f66394ca324fde0a996c7", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36473, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated issue reports that share broad Transformers/theme similarity but not the same concrete bug. I don\u2019t see any strong duplicate pairs; 45020 is the best umbrella anchor only because it is the broadest open report about recent-version remote_code breakage.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45020 is the broadest and most reusable anchor in the set: it is open and captures the recurring 'recent transformers versions break remote_code models' theme better than the narrower, model-specific reports.", + "summary": "This cluster is mostly a heterogeneous mix of Transformers regressions and model-specific bugs (tokenizers, multimodal processors, remote_code loading, v5 behavior changes). I do not see any soft pair that is a true duplicate; several are thematically related, but they are different concrete bugs or different artifacts (runtime vs docs).", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative here: it captures the recurring recent-transformers/remote_code regression theme better than the more specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best global issue candidate because it is the most general and centrally phrased problem, but it should still be treated as an umbrella rather than a true duplicate magnet.", + "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster representative because it is open, recent, and broadly covers the shared failure mode seen in several related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Different model families and failure modes: torch.compile/SDPA vs bfloat16 dtype mismatch." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "One is a compile/runtime failure, the other is a config save/load token-ID persistence bug." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Both involve video/VL models, but the concrete bugs differ: processing error vs position-id scaling logic." - }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Unrelated BLIP2 dtype loading bug vs Video-LLaVA tower/weight-tying issue." + "reason": "Different models and failure modes: BLIP2 dtype handling vs Video-LLaVA missing temporal attention/shared weights." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading problems, but one is trust_remote_code missing fields and the other is strict config rejection." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code while the other is strict config rejection for granite_speech; not the same bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs remote_code config field loss." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated bugs." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Same broad model family, but different code paths: from_pretrained weight_only loading vs flash-attention generation." + "reason": "Same model family, but different concrete issues: from_pretrained weight_only failure vs flash-attention generation failure." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both touch loading/runtime behavior, but there is no clear shared root cause." + "reason": "Both are loading-related regressions, but one is non-persistent buffers being junk-filled and the other is FSDP CPU RAM efficient loading breakage." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different models and tasks; both are regressions, but not the same underlying bug." + "reason": "Both are output regressions in v5, but they affect different models/tasks and appear to be distinct bugs." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype issue and Apple Silicon caching allocator TypeError are unrelated." + "reason": "Unrelated issues: BLIP2 dtype values vs Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token decoding bug vs DAC latent/STE mismatch are separate code paths." + "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch; different code paths." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code regressions, but 44561 is a specific helper-removal breakage while 45020 is a broader umbrella report." + "reason": "44561 is a specific root cause for remote_code breakage; 45020 is a broad umbrella issue that may include multiple causes, so they are not the same concrete bug." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message/docs issue vs SigLIP2 inference regression; no shared bug path." + "reason": "Both mention pipeline behavior, but one is an incorrect error message for removed translation tasks and the other is nonsensical model outputs for siglip2." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Completely different components: Bamba compile/SDPA vs DAC forward/from_latents mismatch." + "reason": "Different failures: torch.compile/SDPA on Bamba-9B-v2 vs DAC from_latents/STE mismatch." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template compilation errors are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both concern pipeline v5 removals, but one is a misleading runtime message and the other is stale docs." + "reason": "Related to the v5 pipeline removals, but one is a runtime error message and the other is stale documentation; not the same artifact or fix." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures in different model stacks." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "Unrelated image-processor loading failure vs template compilation error." + "reason": "Different tokenizer bugs affecting different models and input shapes." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No concrete shared bug; one title is nontechnical and the other is a reproduction issue." + "reason": "The first is a vague/low-signal issue; the second is an isolated reproduction of a specific prior bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and est-roberta tokenizer load failure are unrelated." + "reason": "Different subsystems and failures: device mapping cudaErrorAssert vs tokenizer loading regression." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Both are runtime failures, but one is a mask-shape IndexError and the other is a train/evaluate lifecycle issue." + "reason": "A mask/index shape mismatch is not the same as trainer.evaluate failing after train." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "RoPE implementation discussion vs docs mentioning removed pipeline tasks; different artifacts and root causes." + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "ImageProcessor segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; different concerns." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU-offload device mismatch vs dtype mismatch in other models; no same bug path." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different bug classes." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend install issue vs Mistral regex patch AttributeError are unrelated." + "reason": "Packaging/backend dependency issue vs Mistral regex patch crash; unrelated." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Both are Qwen VL issues, but one is loading weight_only and the other is rope/position-id scaling logic." + "reason": "Processor resolution mismatch vs dtype mismatch in inference are different concrete problems." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "OmDet image-size mismatch and dtype mismatch are different regression classes." + "reason": "Both are Qwen vision-language issues, but one is a load-time weight_only error and the other is a RoPE/position-id scaling bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure do not describe the same bug." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings in Qwen3 variants, but the concrete warning/bug is different." + "reason": "Both are tie-weights warnings in Qwen variants, but the reported mis-tie bug and the tie_word_embeddings=False warning are different issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are AttributeErrors in processor/tokenizer code, but they involve different objects and code paths." + "reason": "Different processors and different missing attributes: backend_tokenizer vs _tokenizer." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and CamemBERT masked-LM predictions are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading/init paths, but FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized signature mismatch are not the same concrete problem." } ] }, @@ -4551,16 +4596,18 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ + "issue:34567", "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", + "issue:40990", "issue:43257", "issue:43262", "issue:43329", @@ -4579,17 +4626,16 @@ "issue:43720", "issue:43746", "issue:43749", + "issue:43756", "issue:43819", "issue:43854", "issue:43927", "issue:43931", - "issue:44291", "issue:44479", "issue:44554", "issue:44568", "issue:44589", "issue:44610", - "issue:44671", "issue:44756", "issue:44811", "issue:44857", @@ -4598,7 +4644,6 @@ "issue:44977", "issue:44991", "issue:45042", - "issue:45072", "issue:45084", "issue:45356", "issue:45488", @@ -4606,9 +4651,6 @@ "issue:45600" ], "soft_pairs": [ - "issue:43720|issue:45072", - "issue:43653|issue:44671", - "issue:43749|issue:44291", "issue:43526|issue:43697", "issue:43582|issue:44857", "issue:43262|issue:43819", @@ -4638,244 +4680,237 @@ "issue:43531|issue:45042", "issue:43329|issue:44479", "issue:43257|issue:43931", - "issue:36010|issue:36331" + "issue:36010|issue:36331", + "issue:43257|issue:43756", + "issue:34567|issue:40990" ], - "prepared_review_unit_hash": "aabcf021b0a8b48cb1c869af81704a2cb5c54eef04c94139ea07ccee20cbbb4e", + "prepared_review_unit_hash": "8d5934c31a105aa84e50677c9fa64f4dc088117526299fb551985c1005e9e25f", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37835, - "estimated_input_tokens": 9459, - "estimated_eval_tokens": 19174 + "soft_pair_count": 32, + "serialized_chars": 37475, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster with one plausible duplicate pair around Qwen/Qwen3 VL video-input regressions; the rest are false positives spanning unrelated bugs, models, and code paths.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43329 is the most concrete root-cause report for the shared video multimodal-token path; issue:44479 reads like the broader user-facing regression report that would be subsumed by it.", + "summary": "This cluster is heterogeneous: the items span unrelated trainer, tokenizer, model-loading, vision, audio, and quantization bugs. None of the soft edge pairs look like the same underlying defect, so there is no safe duplicate canonical here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate; the cluster is not a duplicate set and the soft-paired issues address different code paths/models/platforms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the best representative issue because it names the specific broken function/branch and gives the clearest fix target.", + "best_issue_reason": "No global best issue for deduping: every candidate is a distinct bug report rather than a representative duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "Different failures: BitNet packed-weight unpacking during accelerate loading vs dtype mismatches in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43653", - "right": "issue:44671", - "accept": false, - "reason": "Tokenizer special-token registration / empty decode vs CamemBERT masked-LM prediction regression; unrelated concrete bugs." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "Both touch loading, but one is FSDP CPU-RAM-efficient loading and the other is an init_empty_weights argument error; not the same bug." - }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different vision-model issues: BeitImageProcessorFast label reduction vs RTDetrV2 output drift in v5." + "reason": "Different failures in different vision models: BEiTImageProcessorFast reduce_labels vs RTDetrV2 output divergence." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Unrelated platform/runtime bugs: Apple Silicon warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the CUDA AMP crash in LwDetrImageLoss." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default vs DAC latent decoding mismatch; separate code paths." + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents vs forward mismatch are separate audio bugs." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEiT image label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "BEiT label reduction bug and MPS attention value-head correctness issue are unrelated." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal video-token bug vs auto_mappings.py CI break from removed Sam3LiteText configs; different subsystems." + "reason": "Video token counting undefined symbols and auto_mappings CI breakage are different problems." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Generic compile error vs CLIPTokenizer model_max_length sentinel issue; no shared underlying defect." + "reason": "Template-node compile error does not match the CLIPTokenizer model_max_length bug." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird mask-token decode bug is unrelated to MXFP4 quantization fallback in git-oss-20b." + "reason": "BigBirdTokenizer special-token registration and GPT-oss MXFP4 loading/fallback are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset bug and CustomTrainer compute_loss signature change are unrelated." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwargs are different API regressions." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different concrete behaviors." + "reason": "Both are tokenizer-related, but one is add_special_tokens BOS/EOS behavior and the other is LlamaTokenizer overriding pre-tokenization." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation bug; distinct model-loading issues." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are distinct model-loading bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO3 empty-tensor index error during training vs evaluate() failing after train(); not the same bug." + "reason": "DeepSpeed ZeRO3 empty-index failure is not the same as evaluate() failing after train()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling for from_pretrained is not the same as tokenizer loading failure for a specific model repo." + "reason": "Both involve loading, but gguf_file handling and EMBEDDIA/est-roberta tokenizer loading have different causes and code paths." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading bug is separate from multimodal video-token handling." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and multimodal video token counting are unrelated." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading bug and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "PEFT adapter checkpoint loading and Whisper batch_decode skip_special_tokens are separate issues." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes: GLM-4.7 test loading vs Qwen3.5 flash-attention generation regression." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-specific problems." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are different model/processor issues." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo 640px/224px processor mismatch are not the same bug." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage TypeError is unrelated to the torchvision dependency regression in PIL-backed image processors." + "reason": "Float8 storage lookup failure and PIL-backend torchvision dependency regression are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MoE weight conversion/loading problem vs CUDA OOM on GPT-oss-20b; different causes." + "reason": "Qwen3 MoE conversion/loading and GPT-oss CUDA OOM are different failure modes." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example/model-processor mismatch is not the same as MXFP4 quantization fallback." + "reason": "SigLIP2 doc-example errors and GPT-oss MXFP4 quantization fallback are unrelated." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents mismatch and DiaConfig token-ID persistence loss are unrelated bugs." + "reason": "DAC.from_latents STE mismatch and DiaConfig token-ID loss after save/load are different audio/config bugs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path break for GenerationMixin is not the same as the Jupyter custom-model initialization regression." + "reason": "GenerationMixin import regression and Jupyter custom-model initialization issue are not the same defect." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading bug and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo input-size mismatch." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they are different tokenizers with different symptoms and fixes." + "reason": "Tokenizer special-token omission and Kimi-K2.5 codec/warning regression are different tokenizer paths." }, { "left": "issue:43550", - "right": "issue:45488", + "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to LlamaTokenizer pre-tokenizer override behavior." + "reason": "Bamba torch.compile SDPA failure and GPT-oss MXFP4 loading issue are unrelated." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct memory/loading bugs." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different audio bugs: sampling-rate defaulting vs batch_decode skip_special_tokens handling." + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens are unrelated processor bugs." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and torchvision dependency regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision dependency are unrelated." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both describe the same video-input regression in the Qwen2.5-VL/Qwen3-VL family, centered on the multimodal video-token path." + "accept": false, + "reason": "Both are video-related, but one is an internal token-counting undefined-symbol bug and the other is a broader input regression across models." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "MoE weight conversion/loading failure vs Qwen3-VL weight-shape mismatch; not the same concrete defect." + "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are different model-loading problems." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import error and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss kwarg error are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-oss perplexity are different training/eval issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are appropriately conservative. The only accepted pair, issue:43329 vs issue:44479, is a plausible same-family video VLM regression, while the rest are reasonably rejected as distinct bugs or code paths. No unsupported overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4887,8 +4922,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -4898,11 +4933,9 @@ "issue:34689", "issue:36010", "issue:38175", - "issue:40990", "issue:41720", "issue:42175", "issue:42915", - "issue:43257", "issue:43317", "issue:43329", "issue:43450", @@ -4911,11 +4944,12 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43643", "issue:43646", "issue:43697", "issue:43742", "issue:43749", - "issue:43756", + "issue:43782", "issue:43824", "issue:43906", "issue:43927", @@ -4935,6 +4969,7 @@ "issue:45072", "issue:45137", "issue:45357", + "issue:45375", "issue:45381", "issue:45405", "issue:45479", @@ -4942,23 +4977,21 @@ "issue:45588" ], "soft_pairs": [ - "issue:43257|issue:43756", - "issue:34567|issue:40990", "issue:43329|issue:43450", "issue:43697|issue:45357", "issue:43577|issue:45072", - "issue:44479|issue:45381", "issue:41720|issue:43540", + "issue:44479|issue:45381", "issue:44987|issue:45538", "issue:43452|issue:43582", "issue:42175|issue:44938", - "issue:43317|issue:45538", "issue:44291|issue:45042", + "issue:43317|issue:45538", "issue:43927|issue:44912", "issue:33357|issue:34567", - "issue:43906|issue:45381", "issue:42915|issue:43742", "issue:43540|issue:44560", + "issue:43906|issue:45381", "issue:43540|issue:44479", "issue:42915|issue:45538", "issue:42175|issue:43824", @@ -4971,222 +5004,225 @@ "issue:38175|issue:44898", "issue:28282|issue:34689", "issue:43646|issue:43749", - "issue:36010|issue:42175" + "issue:36010|issue:42175", + "issue:43643|issue:45375", + "issue:43582|issue:43782", + "issue:43742|issue:44291" ], - "prepared_review_unit_hash": "12c07eb67d2487ee6dc8249c92bdd842c4d56d67c02108776d0564b785bd3a5f", + "prepared_review_unit_hash": "79a303e13ff37de5983b89bd280ca9870ac401e9d118132ecc84e39fdfb76b25", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36791, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "soft_pair_count": 31, + "serialized_chars": 37131, + "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 unrelated Transformers bug reports. Only the Qwen video-input regression pair looks like the same underlying issue; the rest are too model- or symptom-specific to merge.", - "confidence": 0.63, - "canonical_issue_reason": "issue:44479 is the broader, more central report: it describes the v5.3.0 Qwen video-input regression across multiple Qwen VL variants, making it a better canonical than the narrower single-model repro.", + "summary": "Mostly heterogeneous transformer bug reports with two plausible duplicate subclusters: qwen2.5-vl video regression and config-field loss under remote-code loading. Most other pairs are unrelated despite superficial theme overlap.", + "confidence": 0.57, + "canonical_issue_reason": "No single issue cleanly represents the whole set; if forced, issue 44479 is the best anchor because it is the broadest concrete regression here and has the clearest near-duplicate companion (45381).", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue in the cluster because it captures the shared Qwen video regression more generally and is the likely umbrella for the narrower repro.", + "best_issue_reason": "Issue 44479 is the strongest global anchor among the few true overlaps: it describes a broad video-input regression and has a specific matching repro in 45381.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Different model families and failure modes: MoE weight conversion under accelerate/deepspeed vs RoPE layer dropping." - }, - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Unrelated bugs: TrainerState token counting vs high perplexity on a specific model." - }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape issue in video processors." + "reason": "Different layers of the stack: undefined video-token helper names vs batched video processor output shape." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different code paths: RTDetrV2 output changes in v5 vs incorrect save_pretrained visual encoder keys in Qwen3.5." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key regression are different bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but the affected models and concrete problems differ; not the same bug." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen video-input regression in v5.3.0; 45381 reads like a narrower repro of the broader multi-model regression in 44479." + "reason": "Both mention dtype, but on different models and different failure sites." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different failures: A800 auto-device-map cudaErrorAssert vs Qwen3OmniMoe video processing ValueError." + "reason": "Device-map/cuda assert on Qwen3 vs video-input ValueError on Qwen3OmniMoe are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "45381 looks like a specific qwen2.5-vl reproduction of the broader v5.3.0 video-input regression described in 44479." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different areas entirely: loading a specific model under >=5.1.0 vs CLIPTokenizer max_length semantics." + "reason": "Tokenizer/model-loading regression for a specific model is unrelated to the CLIPTokenizer max_length issue." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "No meaningful overlap: gguf loading regression vs Apple Silicon allocator warmup TypeError." + "reason": "GGUF loading breakage and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different packaging/runtime issues: missing TensorFlow backend in a torch install vs Python 3.14 load failure." + "reason": "Packaging/backends issue vs Python 3.14 load failure; no shared code path." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Different functionality: device_map/offload loading bug vs tokenizer max length behavior." + "reason": "init_empty_weights argument handling and PIL torchvision dependency are different problems." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Different subsystems: init_empty_weights argument handling vs PIL image processor torchvision dependency regression." + "reason": "Dequantized offload/device-map failure is unrelated to tokenizer model_max_length." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different bug classes and models: config/token ID persistence vs MXFP4 quantization fallback." + "reason": "Config token-ID loss after save/load is unrelated to MXFP4 quantization fallback." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Completely different topics: MacOS bus error loading CLIP vs token-count tracking in TrainerState." - }, - { - "left": "issue:43906", - "right": "issue:45381", - "accept": false, - "reason": "The shared 'load failure' wording is too broad; these are about different models and different loading paths." + "reason": "MacOS CLIP bus error and TrainerState counter not updating are unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and symptoms: FineGrainedFP8Config failure vs key error loading MobileLLM-125M." + "reason": "FineGrainedFP8Config failure and MobileLLM key error do not share the same underlying bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both involve video inputs, but the model families and concrete exceptions differ; not enough to say same bug." + "reason": "Both are video-related, but different Qwen model families and different failure modes." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the qwen2.5-vl video-position-id regression." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Related Qwen video theme, but this is a different model family and error path from the broader Qwen video regression." + "reason": "Qwen3OmniMoe video processing error is a different model/code path from the qwen2.5-vl video regression." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Unrelated issues: Qwen3Moe FP8 config failure vs CLIP tokenizer max length." + "reason": "FP8 quantization bug and CLIPTokenizer max_length bug are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging issue vs a specific import error for Qwen2.5-VL; not the same bug." + "reason": "TensorFlow extra/backend packaging and missing Qwen2.5-VL import are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 config vs loading AutoImageProcessor from URL." + "reason": "Model FP8 loading and AutoImageProcessor-from-URL failures are unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different behaviors in different components: BeitImageProcessorFast label reduction vs sequence-classification zero-loss bug." + "reason": "BEiT label-reduction bug and zero-loss classification bug are different code paths." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but the exact failure and affected model are different." + "reason": "AddedToken kwarg duplication and tokenizer load failure for a specific model are too different to treat as duplicates." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "No shared bug: backend installation problem vs inability to load a specific model." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a PEFT version pin issue." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Different code paths: XLNet CPU device placement vs flash-attention auxiliary-state crash." + "reason": "XLNet CPU tensor creation and flash_attention sink-less crash are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs Perceiver image classification failure." + "reason": "SigLIP zero probabilities and Perceiver non-default-resolution failure are different model-specific bugs." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different loading errors for different models; only the broad notion of loading fails overlaps." + "reason": "Missing PyTorch import and Llama 3.2 model-loading regression are unrelated." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different regressions: custom model initialization in v5 vs FSDP CPU RAM efficient loading." + "reason": "Custom model init breakage in v5 and FSDP CPU RAM efficient loading are different regressions." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Importing GenerationMixin is unrelated to missing TensorFlow in a torch install." + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both report custom config fields being dropped on load; 45375 is a specific Qwen3_5MoeVisionConfig instance of the broader config-field-loss bug in 43643." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching warmup TypeError and Qwen3VL weight_only load error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and _is_hf_initialized argument error are different loading bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the only accepted edge is well supported by the packet: 44479 is the broader v5.3.0 Qwen video regression, while 45381 is a narrower qwen2.5-vl repro. The other rejects are appropriately cautious given the titles alone." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted overlaps are well supported by the issue titles: 44479/45381 on qwen2.5-vl video regression, and 43643/45375 on missing config fields under remote-code loading. The rest of the pair rejections are appropriately cautious and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -5202,8 +5238,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -5212,11 +5248,11 @@ "issue:34567", "issue:36331", "issue:41762", + "issue:43295", "issue:43452", "issue:43493", "issue:43531", "issue:43577", - "issue:43582", "issue:43643", "issue:43653", "issue:43688", @@ -5225,7 +5261,7 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43782", + "issue:43819", "issue:43994", "issue:44062", "issue:44291", @@ -5238,6 +5274,7 @@ "issue:44625", "issue:44704", "issue:44792", + "issue:44811", "issue:44821", "issue:44843", "issue:44877", @@ -5249,23 +5286,20 @@ "issue:45216", "issue:45290", "issue:45325", - "issue:45375", + "issue:45356", "issue:45381", "issue:45405", "issue:45440", "issue:45600" ], "soft_pairs": [ - "issue:43643|issue:45375", - "issue:43582|issue:43782", "issue:43756|issue:45325", - "issue:43742|issue:44291", "issue:28282|issue:29127", "issue:43493|issue:43994", "issue:44484|issue:44704", "issue:34567|issue:36331", - "issue:44062|issue:45081", "issue:44291|issue:44821", + "issue:44062|issue:45081", "issue:43452|issue:44488", "issue:44792|issue:44964", "issue:44514|issue:45290", @@ -5282,205 +5316,201 @@ "issue:43452|issue:44843", "issue:43688|issue:45440", "issue:43653|issue:44568", + "issue:43720|issue:44898", "issue:41762|issue:44936", - "issue:43720|issue:44898" + "issue:43295|issue:45356", + "issue:43819|issue:44811" ], - "prepared_review_unit_hash": "f3aff22c8fd73792a29e9d520c82dd9776f121ce2124c51448167c54690919a0", + "prepared_review_unit_hash": "0216faf31c17d37657588dee09b292bf9892b5401c152b5b5d8a381b5a9ef85a", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35840, - "estimated_input_tokens": 8960, - "estimated_eval_tokens": 18176 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36183, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not look like a real duplicate cluster; it is mostly a collection of unrelated loader/config/trainer/model-specific issues. No soft pair is close enough to merge as the same underlying bug.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43643 is the broadest representative of the recurring config/loader regression theme, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bug reports, mostly around different model-loading, tokenizer, processor, and training regressions. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43452 is the broadest, most concrete loader-regression candidate here, affecting both AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained via gguf_file.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43643 is the best single issue to stand in for the cluster because it is a general config-loading problem, but it is still only loosely related to most of the other items.", + "best_issue_reason": "issue:43452 is the strongest representative issue in the set because it has a clear, user-facing failure mode and spans multiple entry points, but it is still not a good global duplicate anchor for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Both mention missing config fields, but they are different models and different failure paths: AutoConfig strict-field handling vs Qwen3.5MoeVisionConfig propagation." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Both are TypeErrors during model loading, but one is Apple Silicon warmup code and the other is Qwen3VL weight_only loading." - }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different model families and different bugs: Smollm3 RoPE-layer behavior vs Qwen2.5-VL temporal position_id scaling." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "Both are load-time errors, but the causes are unrelated: MobileLLM key lookup vs unexpected _is_hf_initialized in init_empty_weights." + "reason": "Different bugs in different models: Smollm3 RoPE-layer dropping vs Qwen2.5-VL still-image temporal position scaling." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "One is a missing PyTorch dependency ImportError, the other is a LayoutLMv3 validation/error-message issue." + "reason": "One is a missing-PyTorch ImportError for AutoModel; the other is a LayoutLMv3 error-message clarity issue." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is a nonsensical AutoModel/pipeline output report." + "reason": "Both mention SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is nonsensical outputs in AutoModel/pipeline; not clearly the same defect." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing and AutoProcessor cached_file kwargs are different APIs and different bugs." + "reason": "Unrelated: save_pretrained max_shard_size question vs AutoProcessor kwargs not reaching cached_file." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both touch Trainer, but num_input_tokens_seen not updating and CustomTrainer.compute_loss signature mismatch are separate issues." + "reason": "Different trainer issues: token counting not updating vs CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Tokenizer internals are involved in both, but AddedToken special-kwarg duplication and backend_tokenizer missing are distinct code paths." + "reason": "Different loading paths and failures: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading are unrelated failures." + "reason": "Tokenizers AddedToken special-kwarg conflict is unrelated to the Mistral regex patch crash." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading problems, but gguf_file breakage for AutoTokenizer/AutoModel and failure to load cjvt/sleng-bert do not point to the same bug." + "reason": "Both are model-loading failures, but one is gguf_file regression across tokenizer/model classes while the other is a specific model that fails to load; no clear shared root cause." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both mention multimodal models, but a Janus test failure and a Phi-4-multimodal load failure are different underlying problems." + "reason": "Different multimodal model failures: a janus test case vs loading Phi-4 multimodal instruct." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template crashes, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + "reason": "Same API family, but different crash conditions in apply_chat_template: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version bump and stale auto_mappings config references are unrelated maintenance issues." + "reason": "A dependency version floor problem is unrelated to stale auto_mappings references causing CI breakage." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code-related breakage, but the concrete bugs are different: missing fields in AutoConfig vs removal of is_torch_fx_available." + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig output while the other is removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Different subsystems: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "One is a chat-template crash, the other is wrong vision_position_ids for Qwen2.5-VL video input." + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is wrong video vision_position_ids." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + "reason": "Different models and regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A model key-error on load and a missing Float8 storage type are different failures." + "reason": "Generic load failure for MobileLLM is unrelated to missing Float8 storage object handling." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency handling and Mistral regex patch crashes are unrelated." + "reason": "PIL image-processor torchvision dependency regression is unrelated to the Mistral regex AttributeError." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading failures and BLIP2 dtype propagation are unrelated bugs." + "reason": "gguf_file loading regression is unrelated to Blip2 dtype propagation staying float32." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but Qwen3.5 num_labels propagation and strict granite_speech config loading are different mechanisms and failures." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config bugs." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer loading, but one is gguf_file breakage and the other is an offline-mode model_info call in _patch_mistral_regex." + "reason": "Both concern loading flows, but one is gguf_file breakage and the other is Mistral regex patch forcing model_info offline; different root causes." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-adjacent, but auxiliary loss normalization and DeepseekV3 implementation divergence are not the same bug." + "reason": "Auxiliary-loss normalization bug is unrelated to native DeepseekV3MoE diverging from remote implementation." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are special-token issues, but BigBirdTokenizer mask-token registration and mdeberta BOS/EOS insertion are different tokenizers and code paths." + "reason": "Different tokenizer special-token regressions in different models; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation are unrelated code paths." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 DeepSpeed ZeRO-3 loading and trainer.evaluate() after train are unrelated." + "reason": "DeepSpeed ZeRO-3 loading crash is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different model/runtime issues." + "reason": "Both are regressions, but one is processor.tokenizer/image-tokenizer behavior and the other is Kimi-K2.5 tokenizer codec handling and warning text." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, @@ -5499,8 +5529,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -5516,6 +5546,7 @@ "issue:38175", "issue:41720", "issue:43122", + "issue:43262", "issue:43295", "issue:43329", "issue:43452", @@ -5529,7 +5560,6 @@ "issue:43697", "issue:43720", "issue:43742", - "issue:43819", "issue:43906", "issue:43927", "issue:44361", @@ -5542,29 +5572,27 @@ "issue:44610", "issue:44625", "issue:44743", - "issue:44811", "issue:44843", "issue:44936", "issue:44977", "issue:44991", "issue:45005", + "issue:45084", "issue:45325", "issue:45356", "issue:45588" ], "soft_pairs": [ - "issue:43295|issue:45356", - "issue:43819|issue:44811", "issue:44466|issue:45005", "issue:44464|issue:44743", "issue:24643|issue:29127", - "issue:41720|issue:43906", "issue:43525|issue:43643", - "issue:43577|issue:43697", + "issue:41720|issue:43906", "issue:38175|issue:43295", + "issue:43577|issue:43697", "issue:44361|issue:44442", - "issue:44843|issue:44991", "issue:43653|issue:44361", + "issue:44843|issue:44991", "issue:44479|issue:44936", "issue:43122|issue:43906", "issue:44977|issue:45356", @@ -5573,262 +5601,254 @@ "issue:28282|issue:35141", "issue:30064|issue:33666", "issue:43577|issue:45588", + "issue:43531|issue:43742", "issue:43577|issue:44554", "issue:43653|issue:43927", - "issue:43531|issue:43742", "issue:44464|issue:44977", "issue:43329|issue:45325", - "issue:44479|issue:44625", "issue:43550|issue:44361", + "issue:44479|issue:44625", "issue:43504|issue:43720", "issue:43504|issue:43550", "issue:43452|issue:44451", "issue:41720|issue:44464", "issue:32090|issue:34567", "issue:32090|issue:33666", - "issue:43504|issue:44610" + "issue:43504|issue:44610", + "issue:43262|issue:45084" ], - "prepared_review_unit_hash": "2905ea1417bfceb0bd388a6b0c546a7a0f3765be55122de23b96b180583ca775", + "prepared_review_unit_hash": "8dc3b0cc816ca625e6ea418ab15b92107d1d2d8d7cf32ed83a2a7a64907cbf92", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37588, - "estimated_input_tokens": 9397, - "estimated_eval_tokens": 19050 + "soft_pair_count": 33, + "serialized_chars": 37303, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only loosely related by subsystem or theme and do not look like true duplicates. The only especially close pair, 44466 vs 45005, is about tied weights in v5, but the available evidence is still too thin to say they are the same bug or that 45005 subsumes 44466; it should stay rejected.", - "confidence": 0.69, - "canonical_issue_reason": null, + "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers bug reports and regressions across tokenization, config loading, multimodal processing, training, and generation. The items share broad subsystem themes but do not look like duplicate reports of the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the issues are heterogeneous and mostly describe different failure modes, code paths, and model families.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the strongest single representative for the tied-weights/v5 theme, but only as a broad umbrella candidate; it is not supported strongly enough to serve as a confirmed duplicate canonical for 44466.", + "best_issue_reason": "issue:44843 is the clearest standalone report: it has a specific regression, a narrow code path (`_patch_mistral_regex` / `AutoTokenizer.from_pretrained`), and an actionable offline-mode failure. It is a good representative issue, but not a true cluster canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer/processor regressions, but they describe different failures and model families; no shared concrete code path is evident." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC latent decoding mismatch and Whisper batch_decode skipping special tokens are unrelated bugs." - }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "They are thematically related around tied weights in v5, but titles/body metadata alone do not prove the same underlying bug or that 45005 subsumes 44466." + "reason": "Both concern tied-weight serialization, but they describe different manifestations and model classes; not the same concrete bug." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/caching, but one is chunked generation with compiled forward and the other is recurrent state reset in a modular Qwen3.5 path; different code paths." + "reason": "Both mention generation/caching in Qwen3.5 code, but one is compiled-forward inconsistency and the other is recurrent-state reset logic; different bugs." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed 2-D weight error and LayoutLMv3 box/clarity handling are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43906", - "accept": false, - "reason": "CUDA device-mapping assert on Qwen3 is not the same as an isolated reproduction of a different issue." + "reason": "Training/DeepSpeed weight-shape runtime error vs LayoutLMv3 box validation error; unrelated failure modes." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both concern missing config fields, but they affect different model/config loading flows and do not clearly share one bug." + "reason": "Both involve missing config fields, but one is a Llama4Config attribute bug and the other is `trust_remote_code` returning incomplete configs; not the same underlying defect." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "BLIP2 dtype staying float32 and RTDetrV2 output drift in v5 are different regressions." + "reason": "Both are about model loading/runtime issues, but one is a Qwen3 auto device-mapping CUDA assert and the other is a reproduction of a different issue; no shared code-path bug." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero probabilities and a custom processor/tokenizer regression are unrelated." + "reason": "Siglip2 zero-probabilities vs processor/tokenizer access regression; different behavior and different fix surface." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Different tokenizer failures on different models; no shared underlying defect is apparent." + "reason": "Blip2 dtype propagation bug vs RTDetrV2 output mismatch in v5; different models and different correctness issues." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Offline HF_HUB model_info misuse and a tokenizer-loading failure for EMBEDDIA/est-roberta are separate issues." + "reason": "Both are tokenizer-related load/task failures, but they affect different tokenizers and different error paths." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLuke tokenizer task errors are not the same bug." + "reason": "BigBird mask-token special-token registration bug vs MLukeTokenizer task AttributeError; unrelated tokenizer defects." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline `model_info()` call in tokenizer patching vs tokenizer loading failure for a specific model; not the same regression." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression in Qwen VLMs and trainer.evaluate() failing after train() are unrelated." + "reason": "Video-input regression for Qwen VL models vs trainer evaluate/train interaction; different subsystems and symptoms." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer behavior change across versions and an isolated reproduction of another issue do not match as duplicates." + "reason": "Tokenizer output changed across versions vs isolated reproduction of a different issue; no same underlying bug." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Kimi-K2.5 tokenizer regression are different problems." + "reason": "Both are Qwen3.5 tokenizer/generation regressions, but one is flash-attention generation and the other is codec/warning behavior; not the same bug." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch ImportError and Trainer NoneType broadcast failure are unrelated." + "reason": "PyTorch missing import error vs Trainer `_gpu_broadcast_one` NoneType error; completely different causes." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch ImportError and Mac bus error on CLIP are unrelated." + "reason": "Missing PyTorch import vs Mac bus error on a community CLIP model; unrelated." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch ImportError and tied embedding reinitialization are unrelated." + "reason": "Missing PyTorch import vs tied embedding reinitialization after resize; different code paths." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Void segmentation-map processing vs Qwen2-VL multi-GPU training; only broad vision-model similarity." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype handling and flash_attention s_aux=None crash are different code paths." + "reason": "Both involve model loading/runtime behavior, but one is dtype propagation and the other is flash-attention crashing on `s_aux=None`; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs key error loading MobileLLM-125M; unrelated issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype issue and MPS attention correctness issue are unrelated." + "reason": "Blip2 dtype bug vs MPS attention correctness issue; different models and runtime backends." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig custom token-ID persistence are different defects." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error are unrelated." + "reason": "BigBird tokenizer special-token registration vs DiaConfig custom token IDs lost on save/load; different tokenizer/config problems." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "Both are generation regressions, but one is chunked generation under compiled forward and the other is flash-attention on Qwen3.5; not the same bug." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Undefined helpers in the video token-count branch and incorrect still-image temporal scaling are separate multimodal bugs." + "reason": "Undefined video-token helper/merge_size in multimodal token counting vs incorrect temporal scaling in rope index; both video-related but different code paths." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Qwen video regression and Qwen3.5 num_labels propagation are unrelated." + "reason": "torch.compile SDPA failure in Bamba vs MLukeTokenizer AttributeError; unrelated." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Bamba torch.compile SDPA failure and MLuke tokenizer AttributeError are unrelated." + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5 config; different issues." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field loading for Beit segmentation and BitNet packed-weight unpacking are different issues." + "reason": "Legacy-field load failure for Beit semantic segmentation vs packed-weight unpacking failure for BitNet; different loading bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit loading failure and Bamba SDPA compile failure are unrelated." + "reason": "Both are model-loading/runtime regressions, but they affect different architectures and failure mechanisms." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file incompatibility and ScandiBERT loading failure do not clearly share the same root cause." + "reason": "gguf_file support failure for tokenizer/model loading vs inability to load a specific model checkpoint; not the same defect." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 device-mapping assert and chunked-generation inconsistency are different failures." + "reason": "CUDA assert under auto device mapping vs chunked-generation inconsistency; different runtime problems." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are unrelated." + "reason": "NoneType broadcast in Trainer vs TrainerState token counter not updating; separate training bugs." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are unrelated." + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training request; not the same failure." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field load failure and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "Legacy-field load issue for Beit vs OmDet-Turbo processor/model input-size mismatch; different model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs template-node compilation type error; unrelated processor/compiler issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong on the 44466 \u2194 45005 pair. From the packet we only have titles/body lengths, and while they are thematically related (tied weights in v5), the evidence does not clearly establish they are the same bug or that 45005 subsumes 44466. The soft edge was marked deterministic_accept=false in the packet, so treating it as accepted / canonical is not conservative enough. The rest of the summary is broadly fine, but this pair makes the overall judgment unsupported." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5841,8 +5861,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -5851,8 +5871,8 @@ "issue:36331", "issue:39692", "issue:43257", - "issue:43262", "issue:43278", + "issue:43295", "issue:43299", "issue:43334", "issue:43493", @@ -5865,6 +5885,7 @@ "issue:43716", "issue:43720", "issue:43742", + "issue:43746", "issue:43756", "issue:43824", "issue:43825", @@ -5886,7 +5907,6 @@ "issue:44913", "issue:44964", "issue:44977", - "issue:45084", "issue:45200", "issue:45229", "issue:45290", @@ -5896,25 +5916,24 @@ "issue:45584" ], "soft_pairs": [ - "issue:43262|issue:45084", "issue:43278|issue:43688", "issue:43334|issue:43572", "issue:44849|issue:45357", - "issue:43525|issue:43572", "issue:43756|issue:44913", + "issue:43525|issue:43572", "issue:43540|issue:43716", "issue:43493|issue:43825", "issue:43742|issue:44821", - "issue:45200|issue:45229", "issue:33666|issue:36010", + "issue:45200|issue:45229", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43688|issue:43873", "issue:43257|issue:43299", "issue:43278|issue:43844", "issue:43720|issue:44361", - "issue:44488|issue:44843", "issue:39692|issue:43493", + "issue:44488|issue:44843", "issue:43540|issue:44977", "issue:44964|issue:45405", "issue:43493|issue:43844", @@ -5922,219 +5941,227 @@ "issue:43756|issue:44060", "issue:44625|issue:45584", "issue:44589|issue:45520", - "issue:44521|issue:45290", "issue:43646|issue:44466", + "issue:44521|issue:45290", + "issue:44423|issue:44734", "issue:43824|issue:44589", - "issue:44423|issue:44734" + "issue:43688|issue:43746", + "issue:39692|issue:43295" ], - "prepared_review_unit_hash": "cc98d3321d19b62270978fde24f7a6a8980dd3a9c54d9d23b93743064276a4e7", + "prepared_review_unit_hash": "c493d9d792d5596affed58a606bbc0a10dab4330608d1e92932fa3c7fbf2d442", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36763, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "soft_pair_count": 31, + "serialized_chars": 37119, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports across different models and subsystems. None of the soft-edge pairs look like true duplicates; the strongest anchor is the high-activity Gemma4 multi-GPU OOM report.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45229 is the most developed, high-discussion, user-impacting bug report in the set, so it works best as a practical anchor even though the cluster is heterogeneous.", + "summary": "This set is a mixed bag of mostly unrelated Transformers bug reports. The soft pairs share broad keywords like loading, config, or multimodal models, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the best umbrella-style issue in this set: it is a broad, version-wide regression report about custom model initialization breaking in Transformers 5.0, which makes it the closest canonical anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45229 is the best global issue candidate because it has the clearest concrete failure mode and the highest engagement/inbound interest among these unrelated reports.", + "best_issue_reason": "issue:45229 is the strongest standalone issue: it has the most discussion, a clear concrete failure mode (Gemma4 31B-IT multi-GPU inference CUDA OOM), and an actionable, well-scoped report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:45084", - "accept": false, - "reason": "Audio chat-template sampling-rate bug vs template compilation error; different code paths." - }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Training/eval dtype drift vs auxiliary-loss normalization; unrelated defects." + "reason": "Different bugs: one is a dtype shift during evaluation, the other is auxiliary-loss normalization." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Two different model-config missing-pad-token issues, not the same underlying bug." + "reason": "Both mention missing config attributes, but they affect different models and different fields (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "output_hidden_states behavior vs save_pretrained visual-key regression; distinct problems." + "reason": "One is an `output_hidden_states` generation bug; the other is a save-pretrained visual-encoder key regression." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Llama4 pad_token_id vs StableLm pad_token_idx; similar symptom, different models/fix." + "reason": "Both involve rotary-related config behavior, but one is a Smollm3 architecture mismatch and the other is config reload losing `rotary_pct`." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoX rotary_pct reload bug; not the same bug." + "reason": "Same broad missing-token-id theme, but different model families and different config properties." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Qwen3Omni video-input processing vs image-preprocessor dtype mismatch; different failures." + "reason": "Different code paths: video-input handling in Qwen3OmniMoe versus image-preprocessor/model dtype mismatch in Mistral-3." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task messaging; unrelated." + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation error message." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM load KeyError vs AutoImageProcessor URL loading; separate load paths." + "reason": "These are different loading failures: a model-specific key error versus image-processor loading from URL." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Text-only fine-tuning token IDs vs multi-GPU inference OOM; different symptoms and fixes." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Multi-GPU training request vs GenerationMixin import failure; no shared bug." + "reason": "One is a fine-tuning input-field default issue; the other is an inference OOM on multi-GPU." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking vs custom token ID persistence; unrelated loader bugs." + "reason": "Packed-weight unpacking during accelerate loading is a different failure from custom token IDs being lost on save/load." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch vs save/load config corruption; different code paths." + "reason": "CPU-offload device mismatch and config save/load token-ID loss are not the same bug." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss math vs quantized offloading behavior; not the same issue." + "reason": "Aux-loss normalization and quantized offloading are separate issues." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Accelerate/deepspeed MoE conversion bug vs v5 Qwen3VL load regression; related area, different defects." + "reason": "Both are Qwen3 MoE-related, but one is an accelerate+deepspeed weight conversion issue and the other is a dev-version loading regression." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype change vs ZeRO-3 gradient growth; distinct training issues." + "reason": "A training/eval dtype inconsistency is not the same as a ZeRO-3 gradient explosion bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed weights vs MLukeTokenizer task AttributeError; unrelated." + "reason": "Different loading problems with different symptoms and scopes." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Model loading failure vs offline-mode regression in tokenizer patching; different causes." + "reason": "Documentation example errors are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Documentation/example bug vs core SigLIP2 implementation discrepancy; not duplicates." + "reason": "Model loading failure and offline-mode tokenizer patching are unrelated." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video input ValueError vs flash-attention generation bug; separate Qwen3.5 problems." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to flash-attention generation behavior in Qwen3.5." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading regression vs unreleased PEFT minimum-version bump; unrelated." + "reason": "A model-loading regression is unrelated to a dependency-version bump complaint." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Custom model initialization breakage vs device-dependent serialization; different v5 regressions." + "reason": "Implementation discrepancy and gradient instability are different bug classes." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Missing Qwen2.5-VL import vs Float8 storage lookup failure; unrelated." + "reason": "Qwen2-VL multi-GPU training has nothing to do with the `compute_loss` signature regression." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Continuous-batching multimodal crash vs KV-cache continuation indexing bug; different serve paths." + "reason": "RoPE-layer retention and tied-weight warning behavior are not the same underlying problem." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation vs Whisper empty-transcription failure; no overlap." + "reason": "Qwen3.5 config propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage import/lookup issue vs Python 3.13 flash_attn import key error; unrelated." + "reason": "A storage-type lookup failure is unrelated to a flash_attn import-utils key error." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent serialization of `lm_head.weight` are different issues." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Multimodal assistant-mask bug vs tool-call empty-content chat-template crash; different template logic." + "reason": "Both touch `apply_chat_template`, but one is wrong assistant masks and the other is a crash on tool-call messages." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Initialization regression vs tied-weight serialization inconsistency; separate bugs." + "reason": "Different serving failures: multimodal continuous batching crash versus KV-cache continuation indexing bug." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing model import vs storage-object type error; different failures." + "reason": "An import error for a model class is unrelated to a Float8 storage lookup TypeError." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization has no real overlap with PEFT local-checkpoint loading." + }, + { + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Serve crashes in different endpoints and tensor logic; not the same underlying defect." + "reason": "A docs-example mismatch is not the same as a regression in custom code using `processor.tokenizer`." } ] }, @@ -6153,8 +6180,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -6166,20 +6193,19 @@ "issue:37428", "issue:38175", "issue:39401", - "issue:39692", "issue:43232", "issue:43278", "issue:43295", + "issue:43334", "issue:43504", + "issue:43525", "issue:43540", "issue:43572", "issue:43575", "issue:43582", "issue:43606", "issue:43653", - "issue:43688", "issue:43701", - "issue:43746", "issue:43844", "issue:43927", "issue:43957", @@ -6192,6 +6218,7 @@ "issue:44493", "issue:44554", "issue:44568", + "issue:44610", "issue:44792", "issue:44849", "issue:44964", @@ -6200,6 +6227,7 @@ "issue:45084", "issue:45198", "issue:45200", + "issue:45325", "issue:45356", "issue:45405", "issue:45446", @@ -6207,15 +6235,13 @@ "issue:45584" ], "soft_pairs": [ - "issue:43688|issue:43746", - "issue:39692|issue:43295", "issue:33357|issue:33666", "issue:43572|issue:44291", "issue:43504|issue:43606", "issue:43994|issue:44493", - "issue:43504|issue:43653", - "issue:43927|issue:44361", "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:43504|issue:43653", "issue:44464|issue:45584", "issue:43278|issue:43701", "issue:44792|issue:45405", @@ -6223,8 +6249,8 @@ "issue:29942|issue:30333", "issue:15354|issue:38175", "issue:44554|issue:45446", - "issue:45084|issue:45520", "issue:43540|issue:45200", + "issue:45084|issue:45520", "issue:43844|issue:44964", "issue:39401|issue:44568", "issue:43582|issue:44977", @@ -6232,192 +6258,201 @@ "issue:45072|issue:45198", "issue:37428|issue:43957", "issue:44315|issue:44849", - "issue:44554|issue:45356" + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325" ], - "prepared_review_unit_hash": "4654ae1e51f503b8973e4bb2bf910fe2c1a606af2b519d99f2d20880269f3978", + "prepared_review_unit_hash": "d9b0981fd619ba28f960adb4962cda8ec2a8f1024590c7cc42109d2a4a4207b6", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34965, - "estimated_input_tokens": 8742, - "estimated_eval_tokens": 17740 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated bugs and regressions across tokenization, model loading, generation, attention, CI, and multimodal flows. None of the soft pairs look like true duplicates; most only share a broad subsystem name or version context. If a representative issue must be chosen, the broad model-loading regression around `torch.device('meta')` is the most canonical-looking.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43957 is the broadest and most actionable representative: it describes a concrete transformers 5.x model-loading regression affecting multiple models via the `torch.device('meta')` path.", + "summary": "This cluster is a mixed bag of unrelated transformer bugs and regressions (tokenizers, multimodal processors, loading, dtype, generation, CI, and environment-specific failures). I don\u2019t see a true duplicate center, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43957 is the broadest and most representative loading-regression report in the set, but the cluster is too heterogeneous for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43957 has the clearest cross-model scope, explicit failure mode, and a central code path that makes it the best single issue to anchor the cluster.", + "best_issue_reason": "Issue 43957 is the best single representative because it describes a generic model-loading regression affecting multiple models and versions, which is the closest thing to a central theme here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43688", - "right": "issue:43746", - "accept": false, - "reason": "Different failures: auxiliary loss normalization vs PEFT adapter loading from local checkpoints." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "One is a docs/example problem, the other is a regression in processor/tokenizer API behavior." - }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Unrelated models and symptoms: MacOS bus error for CLIP vs Qwen2-VL multi-GPU training." + "reason": "Different models, platforms, and bug classes: MacOS bus error on CLIP vs multi-GPU training support for Qwen2-VL." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both touch model loading, but the root causes differ: missing config field vs unexpected init_empty_weights argument." + "reason": "Both touch loading/config, but one is a missing pad token field after a version update and the other is an unexpected _is_hf_initialized argument in init_empty_weights; not the same bug." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different subsystems and symptoms: legacy field loading vs CPU offload device mismatch." + "reason": "Unrelated failures: BEiT legacy field load problem vs suno/bark CPU offload device mismatch." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different bug classes: incorrect SigLIP2 outputs vs unexpected position-id key warnings across models." + "reason": "Different symptoms and code paths: SigLIP2 nonsensical inference vs unexpected position-id keys in many models." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Pretrained model load failure vs tokenizer special-token registration; not the same underlying defect." + "reason": "OOM during tensor-parallel loading is unrelated to a PyPI dependency version bump." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config bugs with different failure modes and code paths." + "reason": "Both mention token-related failures, but one is a DiaConfig save/load custom-token-ID bug and the other is an MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "OOM during tensor-parallel model load vs a dependency version bump; no shared bug." + "reason": "Different tokenizer/model problems: BEiT legacy-field loading vs BigBirdTokenizer mask token registration and empty decode output." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Generation inconsistency with compiled forward vs empty-transcription failure after token alignment; unrelated root causes." + "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different issues: dtype drift in evaluation vs checkpoint resume key mismatch." + "reason": "One is a dtype change between train and eval, the other is a resume_from_checkpoint key mismatch; not the same underlying issue." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing model test vs a PEFT minimum-version bump; not the same change or bug." + "reason": "A failed Janus image-generation test is unrelated to a package-version availability issue." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention GraniteSpeech/CI, but one is a CPU offload device mismatch and the other is a stale test override." + "reason": "Both involve devices in CI, but the concrete failures differ: CPU offload mismatch vs a stale device-override test in GraniteSpeech." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLFlow reporting problems are unrelated." + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting when a training job fails." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "Different model families and defects: JIT scripting generator-exp support vs zero probabilities in SigLIP2." + "reason": "TorchScript export/generator-expression support is unrelated to SigLIP2 zero-probability inference." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both are attention-related, but one is an MPS correctness issue and the other is a PyTorch version gate bug." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "Compile-time template-node error vs flash_attn import KeyError on Python 3.13; distinct failures." + "reason": "An MPS attention correctness issue is unrelated to a PyTorch version-check bug for AuxRequest import." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Different multimodal handling problems: video input validation vs missing token-type defaults for text-only fine-tuning." + "reason": "Both are multimodal, but one is video-input validation in Qwen3OmniMoe and the other is Gemma 4 missing mm_token_type_ids defaults." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "TypeError compiling non-template nodes is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training vs latest-transformers model loading failure; different code paths." + "reason": "ZeRO-3 gradient inflation during training is unrelated to a latest-transformers model-loading failure for Phi-4 multimodal." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Tokenizer offset-mapping bug vs BOS/EOS insertion bug; both tokenizer-related but not the same issue." + "reason": "Both are tokenizer issues, but they affect different models and different behaviors: offset_mapping vs add_special_tokens not adding BOS/EOS." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation bug; unrelated root causes." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation problems." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different generation bugs: sync_gpus model-kwargs update vs output_hidden_states handling in Qwen3.5." + "reason": "Generation key handling after sync_gpus is a different bug from Qwen3.5 output_hidden_states behavior." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; no common underlying bug." + "reason": "dtype mismatch in bfloat16 inference is not the same as Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both involve loading/runtime regressions, but one is a flash-attention import error and the other is a meta-device loading breakage." + "reason": "Both involve loading/import regressions, but one is a missing flash_supports_window_size import and the other is a meta-device model-loading breakage; different root causes and fixes." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output behavior." + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 output_hidden_states." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "An attention correctness issue on MPS is not the same as a tokenizer codec/regression bug." + "reason": "MPS attention correctness is unrelated to Kimi-K2.5 tokenizer codec handling and warning behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id-related attribute errors, but they affect different configs/models and are not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is unrelated to OmDet-Turbo producing 640px inputs instead of the expected 224px." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index temporal scaling are different multimodal bugs with different code paths." } ] }, @@ -6436,8 +6471,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -6446,11 +6481,9 @@ "issue:42915", "issue:43278", "issue:43295", - "issue:43334", "issue:43388", "issue:43450", "issue:43493", - "issue:43525", "issue:43526", "issue:43572", "issue:43653", @@ -6467,6 +6500,7 @@ "issue:44206", "issue:44360", "issue:44442", + "issue:44462", "issue:44464", "issue:44466", "issue:44514", @@ -6474,7 +6508,6 @@ "issue:44561", "issue:44568", "issue:44589", - "issue:44610", "issue:44792", "issue:44849", "issue:44898", @@ -6484,21 +6517,19 @@ "issue:45003", "issue:45127", "issue:45198", - "issue:45200", - "issue:45325", + "issue:45245", + "issue:45290", + "issue:45381", "issue:45412", "issue:45563", "issue:45584" ], "soft_pairs": [ - "issue:43334|issue:43525", - "issue:43295|issue:44610", - "issue:44466|issue:45127", - "issue:45200|issue:45325", "issue:43493|issue:43701", + "issue:44466|issue:45127", "issue:44898|issue:45412", - "issue:44792|issue:45563", "issue:43873|issue:44464", + "issue:44792|issue:45563", "issue:37428|issue:43824", "issue:43388|issue:43526", "issue:44514|issue:44521", @@ -6518,225 +6549,231 @@ "issue:43827|issue:43901", "issue:44849|issue:45003", "issue:44568|issue:44991", - "issue:44206|issue:45584", "issue:43653|issue:44112", - "issue:43450|issue:43493" + "issue:44206|issue:45584", + "issue:43450|issue:43493", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:44462|issue:44561" ], - "prepared_review_unit_hash": "e9dee3109deaa5a8eb1165f2c196e25648ae0e2cfdaea14e8a53c35047ccf575", + "prepared_review_unit_hash": "39fa84fb9727b15d9c094587b611168e0587a3af21acca98f3e40db3b128581f", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36836, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are unrelated model/config/processor regressions, docs bugs, or training/runtime failures. None of the soft pairs look strong enough to treat as the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44521 is the strongest standalone issue in this set: it is specific, reproducible, and clearly describes a concrete multimodal `apply_chat_template` failure with active discussion and references.", + "summary": "This set is mostly a mix of unrelated bugs; the only strong duplicate-like pair is the SigLIP2 implementation/output regression. All other soft edges are same-subsystem or same-feature, but not the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43994 is the broadest SigLIP2 report: it names the exact model, covers bad outputs through both AutoModel and pipeline, and best subsumes the narrower SigLIP2 symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue candidate overall because it is well-scoped, actionable, and has a clear user-facing failure mode.", + "best_issue_reason": "issue:43994 is the most representative issue in the only apparent duplicate family, with the clearest end-user failure description and broadest symptom coverage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Same symptom class (`pad_token_id` missing), but different model families and configs; not enough evidence of the same underlying bug." - }, - { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Both are processor regressions, but one is about `processor.tokenizer`/image passing and the other about output shape/expected resolution; different code paths." + "reason": "SigLIP2 model regression vs. a checkpoint resume key mismatch; different code paths and failure modes." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights/serialization-like behavior, but one is a device-dependent serialization bug and the other is LoRA merge collapse; different failures." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Different models and different bugs: text-only `mm_token_type_ids` defaults versus still-image temporal RoPE scaling." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "One is a SigLIP2 implementation discrepancy, the other is a checkpoint resume key mismatch; unrelated." + "reason": "Serialization of tied lm_head weights vs. LoRA merge collapse with extended vocab; not the same underlying bug." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different subsystems and symptoms: image resolution/interpolation failure versus model memory not being released." + "reason": "Perceiver interpolation failure vs. RT-DETR memory not being released; unrelated problems." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "A Janus image-generation test failure and a stale paged-generation warning are not the same bug." + "reason": "Quantization/offloading behavior vs. chunked generation with compiled forward; different features and symptoms." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Quantization/offloading behavior and compiled-forward chunked generation correctness are separate issues." + "reason": "Janus image-generation test failure vs. a stale paging warning; not the same concrete issue." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules and model families." + "reason": "Both are import errors, but they refer to different missing symbols and different model families." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one drops elements in `gather_for_metrics` while the other reduces labels incorrectly in `BeitImageProcessorFast`; distinct bugs." + "reason": "Both involve label handling, but one is Trainer metric gathering and the other is BeitImageProcessorFast label reduction." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a crash on batched input with `padding=False` and the other is all-zero assistant masks for multimodal inputs; not clearly the same bug." + "reason": "Both touch apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks for multimodal inputs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "One is a missing config field after v5, the other is a loading failure for a specific remote model; too little evidence they share a code path." + "reason": "StableLm config regression vs. loading a specific model repository on v5.1.0; not the same bug." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "A ZeRO-3 gradient growth problem and a train-then-evaluate failure are unrelated training/runtime bugs." + "reason": "ZeRO-3 gradient growth vs. trainer.evaluate failing after train(); different failure modes." }, { "left": "issue:43572", "right": "issue:44589", "accept": false, - "reason": "Missing `pad_token_idx` in a config and a Float8 storage lookup error are different failures." + "reason": "Missing pad_token_idx in a config vs. missing Float8 storage type; unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a missing VL class and incorrect detokenization for DeepSeek are unrelated." + "reason": "Different model-loading/import issues: Qwen VL class import vs. deepseek detokenization regression." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both mention processor output issues, but one is a regression around tokenizer/image inputs and the other is batched video shape handling." + "reason": "Processor/tokenizer regression vs. batched video processor shape bug; same area but not the same underlying change." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression versus quantization/offloading behavior; no shared underlying bug." + "reason": "Processor API regression vs. quantization/offloading behavior; unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model failures on different architectures; not the same bug." + "reason": "Different tokenizer/model save-load failures in different architectures." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A DSA indexer activation gap and a removed utility breaking `trust_remote_code` models are unrelated." + "reason": "DSA indexer architecture discussion vs. removal of is_torch_fx_available breaking trust_remote_code models; not the same bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability behavior and RT-DETR memory lifecycle are unrelated." + "reason": "SigLIP2 probability issue vs. RT-DETR memory reclamation; unrelated." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Both touch multimodal model handling, but one is a custom-model regression around `processor.tokenizer` while the other is SigLIP2 output quality; not the same concrete issue." + "reason": "Custom processor/tokenizer regression vs. SigLIP2 bad-output regression; different code paths." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 training failure and a Qwen2.5-VL import error are different model/setup bugs." + "reason": "Qwen3 MoE FP8 config failure vs. Qwen2.5-VL import error; different problems." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are separate training issues." + "reason": "Training/evaluate embedding dtype mismatch vs. Qwen3 MoE memory usage; not duplicates." }, { "left": "issue:38175", "right": "issue:43493", - "accept": false, - "reason": "Both are about SigLIP2, but one reports zero probabilities and the other a JAX/HF discrepancy; not enough to conclude the same bug." + "accept": true, + "reason": "Both point to the same SigLIP2 regression: incorrect model behavior in the HF implementation versus the expected outputs/implementation." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs complaints about pipeline-related API changes, but they concern different docs pages and behaviors." + "reason": "Both are docs regressions, but they mention different obsolete pipeline APIs and are separate documentation fixes." }, { "left": "issue:44849", "right": "issue:45003", "accept": false, - "reason": "A Qwen3.5 hidden-states bug and unsafe `sys.modules` access are unrelated." + "reason": "Qwen3.5 hidden-states bug vs. unsafe sys.modules access in modeling_utils; different issues." }, { "left": "issue:44568", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer problems for different models: special-token insertion versus tokenizer loading failure." + "reason": "Tokenizer special-token handling for mdeberta-v3 vs. a different tokenizer load failure; not the same bug." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Unsupported feature-extractor arg crash and Whisper empty-transcription generation failure are unrelated." + "reason": "BigBirdTokenizer special-token registration vs. a GraniteSpeech CI test issue; unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "A BigBird tokenizer special-token bug and a GraniteSpeech CI test issue are different problems." + "reason": "FeatureExtractor center-arg regression vs. Whisper empty transcription failure; different code paths." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video batched-shape handling and SigLIP2 implementation discrepancy are unrelated." + "reason": "Video processor batch shape bug vs. SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs. Qwen2.5-VL video vision_position_ids bug; different failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab weight-tying collapse vs. category-count limit runtime error; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs. removal of is_torch_fx_available breaking remote-code models; different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The one accepted SigLIP2 pair is plausibly duplicate-like from the titles, and the rest are reasonably distinguished as different bugs or failure modes rather than asserted duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6748,8 +6785,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -6759,6 +6796,7 @@ "issue:37428", "issue:38175", "issue:39692", + "issue:40444", "issue:43262", "issue:43278", "issue:43335", @@ -6771,6 +6809,7 @@ "issue:43606", "issue:43611", "issue:43653", + "issue:43723", "issue:43819", "issue:43825", "issue:43931", @@ -6778,8 +6817,8 @@ "issue:44292", "issue:44351", "issue:44448", - "issue:44462", "issue:44493", + "issue:44554", "issue:44561", "issue:44568", "issue:44610", @@ -6788,12 +6827,10 @@ "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", @@ -6803,9 +6840,6 @@ "issue:45593" ], "soft_pairs": [ - "issue:45290|issue:45381", - "issue:45127|issue:45245", - "issue:44462|issue:44561", "issue:43819|issue:45083", "issue:44561|issue:44779", "issue:43450|issue:43575", @@ -6827,269 +6861,286 @@ "issue:43819|issue:44493", "issue:45200|issue:45381", "issue:43450|issue:43526", - "issue:39692|issue:44493", "issue:29127|issue:32090", + "issue:39692|issue:44493", "issue:43335|issue:43653", - "issue:44855|issue:45083", "issue:44448|issue:44779", + "issue:44855|issue:45083", "issue:38175|issue:44493", "issue:44292|issue:45520", "issue:44977|issue:45229", "issue:43335|issue:45083", "issue:43335|issue:43504", "issue:43550|issue:44112", - "issue:44568|issue:45491" + "issue:44568|issue:45491", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "3471c1cd1857f9fcd445cc1dafdc22977cb711c11c3ce8274046a17838559707", + "prepared_review_unit_hash": "753d223b2229f07556d20779e5619a3bff235f76bf4f49bfc78886986aa71477", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38556, - "estimated_input_tokens": 9639, - "estimated_eval_tokens": 19534 + "soft_pair_count": 38, + "serialized_chars": 39152, + "estimated_input_tokens": 9788, + "estimated_eval_tokens": 19832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated issue reports with only one clear duplicate pair: the Qwen3.5 MoE `from_pretrained` regression on transformers>=5.4.0. The rest are superficially similar but affect different models, subsystems, or failure modes.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the same Qwen3.5 MoE `from_pretrained` failure seen again in issue:45478.", + "summary": "This cluster is mostly a grab bag of unrelated model-specific bugs and v5 regressions; only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained reports.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the better anchor because it is the earlier, fuller report of the same Qwen3.5 MoE from_pretrained error as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative because it is the earliest and most direct statement of the shared bug, with a near-exact duplicate in issue:45478.", + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it has an exact duplicate counterpart, a narrowly scoped concrete failure mode, and enough detail to serve as the canonical thread.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Both involve chat/template-style processing, but one is a tool-call crash and the other is a video `vision_position_ids` bug; different code paths." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA merge collapse and category-cardinality RuntimeError are unrelated model/training problems." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "Tokenizer file selection and removal of `is_torch_fx_available` are different regressions." - }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "`DAC.from_latents` STE mismatch and qwen3_omni_moe feature-length helper behavior are unrelated audio-model issues." + "reason": "Different models and failures: DAC latent/STE mismatch vs Qwen3 Omni feature-length helper behavior." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A v5 compatibility break for `trust_remote_code` is not the same as a DeepSeek tokenizer regression." + "reason": "Both are v5-related, but one is about removed utility APIs and the other about tokenizer output correctness for Deepseek." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape handling and Qwen2-57B TP OOM are different problems." + "reason": "Unrelated: video processor batch shape bug vs tensor-parallel OOM when loading a large Qwen model." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 token-type defaults and flash_attention sinkless-model `s_aux` handling are distinct bugs." + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash_attention sink-less crash with s_aux=None." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash-attention import and Torch 2.10 incompatibility are separate versioning issues." + "reason": "ImportError for a flash-attention helper is not the same underlying problem as Torch 2.10 incompatibility." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Float16 AMP crash in LwDETR loss and missing auxiliary losses in D-FINE are unrelated training behaviors." + "reason": "Different losses and code paths: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and LwDETR AMP crash are different vision-model bugs." + "reason": "Processor output/input size mismatch is unrelated to an AMP/CUDA loss crash." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio processor sampling-rate default and video batch-shape handling do not describe the same defect." + "reason": "Audio chat-template sample-rate default bug is unrelated to batched video processor shapes." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech stale CI device override are unrelated." + "reason": "Different failure classes: DAC latent mismatch vs a stale CI override test in GraniteSpeech." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output drift across versions and qwen3_5 recurrent-state reset are different model-specific regressions." + "reason": "Pegasus output drift between v4/v5 is not the same as recurrent state reset in qwen3_5 cache handling." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title, same failure (`transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` error), clearly the same underlying bug." + "reason": "Same exact title and same concrete Qwen3.5 MoE from_pretrained regression; these look like duplicate reports of the same bug." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to qwen3_omni_moe length calculation." + "reason": "CPU offload device mismatch in Bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in train/eval and pipeline v5 translation messaging are different issues." + "reason": "Embedding dtype regression during evaluate is unrelated to a pipeline task-support error message." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are not the same bug." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different bugs." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Flash-attention helper import failure and `HybridCache` import failure are separate missing-symbol issues." + "reason": "Both are import errors, but they concern different symbols and code paths (_flash_supports_window_size vs HybridCache)." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc example problems and BeitImageProcessorFast `reduce_labels` behavior are unrelated." + "reason": "SigLIP2 docs example issues are unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "`base_model_prefix` loading breakage and Qwen3-VL shape mismatch are different model-loading failures." + "reason": "base_model_prefix loading breakage is different from a Qwen3-VL weight shape mismatch." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba SDPA/torch.compile failure are different code paths." + "reason": "SwitchTransformers sparse-layer config bug is not the same as Bamba torch.compile/SDPA failure." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." + "reason": "DAC latent mismatch and unexpected position_id keys are unrelated model bugs." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL video `vision_position_ids` are different multimodal bugs." + "reason": "Gemma4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL video vision_position_ids being wrong." }, { "left": "issue:43450", "right": "issue:43526", "accept": false, - "reason": "Video processor batch shape and Beit fast processor label reduction are distinct processor bugs." + "reason": "Video batch shape handling and Beit label reduction are different processor bugs." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "SigLIP2 example failures and position-id key warnings are not the same issue." + "reason": "LayoutLMv3 box-content error messaging and Trainer broadcast NoneType errors do not share the same root cause." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "LayoutLMv3 box-clarity error message and Trainer broadcast NoneType error are unrelated." + "reason": "SigLIP2 docs example failures are unrelated to position_id key warnings across models." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are different areas." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are separate issues." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Python 3.13 `@torch.jit.script` parsing failure and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Pegasus v4/v5 output drift is unrelated to Deepseek tokenizer regressions." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Pegasus output changes and DeepSeek tokenizer regressions are different model-specific issues." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length computation." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero-probability SigLIP2 outputs and unexpected position-id keys are not the same failure mode." + "reason": "SigLIP2 zero probabilities and unexpected position_id keys are different symptoms in different model families." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 flash_attn import `KeyError` are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to Python 3.13 flash_attn import KeyError." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." + "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper are unrelated." + "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer creation bug and BEiT semantic-segmentation legacy-field loading bug are different." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Beit semantic segmentation preset loading." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA compile failure and GraniteSpeech CI device override flake are not the same bug." + "reason": "Bamba compile/SDPA failure and GraniteSpeech stale CI override are separate problems." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mdeberta special-token addition regression and Gemma3 NaN embeddings are unrelated tokenizer vs attention issues." + "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is not the same as dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading in v5 and MPS attention correctness when value head dim differs are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation issues affect different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet: it identifies the only clear duplicate pair (issue:45310 / issue:45478) based on matching titles and failure mode, and the remaining soft-edge rejections are conservative given the evidence available from titles and metadata. No overstatement detected." + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate/merge candidate is issue:45310 \u2194 issue:45478, which share the exact title and highly similar metadata. The remaining soft-pair rejections are conservative and consistent with the titles shown. No PR-pair mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -7105,8 +7156,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -7117,35 +7168,36 @@ "issue:34689", "issue:35141", "issue:37428", - "issue:40444", "issue:41720", "issue:43065", "issue:43066", "issue:43278", "issue:43329", - "issue:43335", + "issue:43381", "issue:43412", - "issue:43526", + "issue:43421", "issue:43550", "issue:43606", + "issue:43653", "issue:43701", "issue:43720", - "issue:43723", "issue:43873", "issue:43976", "issue:43994", "issue:44112", + "issue:44186", "issue:44448", "issue:44451", "issue:44462", "issue:44466", "issue:44493", - "issue:44554", + "issue:44743", "issue:44857", "issue:44977", "issue:44987", "issue:45072", "issue:45083", + "issue:45198", "issue:45229", "issue:45245", "issue:45372", @@ -7153,258 +7205,258 @@ "issue:45412", "issue:45440", "issue:45459", + "issue:45491", "issue:45520", "issue:45563", - "issue:45588", - "issue:45593" + "issue:45588" ], "soft_pairs": [ - "issue:43335|issue:45072", - "issue:43723|issue:44554", - "issue:40444|issue:43526", - "issue:44448|issue:44977", - "issue:43335|issue:45593", "issue:43720|issue:44112", "issue:43066|issue:44462", - "issue:45372|issue:45588", "issue:34689|issue:35141", + "issue:45372|issue:45588", "issue:44977|issue:45563", - "issue:44857|issue:45072", "issue:43606|issue:44857", + "issue:44857|issue:45072", "issue:43412|issue:45588", "issue:37428|issue:44987", - "issue:43873|issue:45229", - "issue:43701|issue:45083", "issue:43873|issue:44493", + "issue:43701|issue:45083", "issue:45372|issue:45406", + "issue:43873|issue:45229", "issue:29942|issue:35141", - "issue:43976|issue:45440", "issue:43550|issue:45083", + "issue:43976|issue:45440", "issue:45245|issue:45563", "issue:43278|issue:43329", - "issue:41720|issue:45229", "issue:32090|issue:33357", + "issue:41720|issue:45229", "issue:45372|issue:45459", "issue:44448|issue:44466", "issue:44451|issue:45520", "issue:43065|issue:43994", "issue:25251|issue:32090", - "issue:43065|issue:45412" + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "f874117009b729d87cfc9d8a605ab177e0a49d3ef7a4c53f46944f580ab9f5f2", + "prepared_review_unit_hash": "acbe7f45d48ed2629880a382df1404db17ad6dcab2da98fa8b9a65bea0af28d3", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "serialized_chars": 37059, + "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: tokenizer/loading, flash-attention, offloading, dtype, model-specific inference, and training bugs. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.37, - "canonical_issue_reason": "issue:43873 is the most central user report in this set by inbound references and discussion, but only as a weak representative because the overall group is not a coherent duplicate cluster.", + "summary": "No duplicate-worthy cluster emerged: the items span many unrelated Transformers bugs and regressions, and none of the soft edges are strong enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues cover distinct code paths (tokenizers, flash-attn, device mapping, serialization, export, and model-specific regressions).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is open, has the most inbound references, and describes a broad runtime problem with clear external impact.", + "best_issue_reason": "No global best issue is suitable as a canonical anchor because the set is not one underlying bug/change.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43335", - "right": "issue:45072", - "accept": false, - "reason": "Different bugs: sparse-layer config construction vs bfloat16 dtype mismatch in inference." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Tokenizer loading issue and MPS attention correctness issue are unrelated." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Different components and failures: multimodal dataset batching vs BEiT label reduction." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Pegasus output regression and Qwen flash-attention generation failure are distinct." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Sparse-layer creation bug is unrelated to D-FINE auxiliary-loss behavior." - }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading failure and a stale CI test are different problems." + "reason": "Different failures: BitNet packed-weight loading vs GraniteSpeech stale device-override CI test." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both tokenizer-related, but one is wrong decoder type and the other ignores tokenizer.json." + "reason": "Both tokenizer-related, but one is decoder type in v5 and the other is AutoTokenizer ignoring repo tokenizer.json." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Gemma4 processor import breakage and flash_attention s_aux handling are separate code paths." + "reason": "Llama 3.2 Vision loading regression and embedding resize/post_init reinit are unrelated bugs." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Model loading failure for Llama vision and embedding reinit on resize are different bugs." + "reason": "Gemma 4 processor import failure vs flash_attention.py crashing on s_aux=None are different code paths." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and stale warning for num_return_sequences are unrelated." + "reason": "Flash-attention generation bug and stale num_return_sequences warning are not the same issue." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Both mention dtype, but one is AMP crash in loss code and the other is inference mismatch." + "reason": "CPU offload device mismatch and LwDetr AMP float16 crash are distinct runtime errors." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and float16 AMP crash are different runtime failures." + "reason": "Different dtype problems in different models and execution modes; not the same bug." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export/erfinv issue is unrelated to flash_attention s_aux=None crash." + "reason": "Executorch export guard/erfinv issue is unrelated to sink-less flash_attention AttributeError." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Flash-attention import error and model-loading failure are not the same defect." + "reason": "Both loading-related, but one is an import error in flash_attention_utils and the other is a model-loading regression for physical-intelligence/fast." }, { "left": "issue:43873", - "right": "issue:45229", + "right": "issue:44493", "accept": false, - "reason": "Both are memory/offload related, but quantization offload and multi-GPU OOM are distinct." + "reason": "Quantization offload failure and unexpected position-id keys are different symptoms and likely different code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Quantization/offload problem and unexpected position-id keys are different issues." + "reason": "Both involve Gemma4, but one is a dependency import problem and the other is a serve-time missing _tokenizer attribute." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Gemma4 import dependency failure and missing _tokenizer attribute have different causes." + "reason": "Generic offloading/quantization issue vs Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization are unrelated." + "reason": "Flash Attention 2 test failures are not the same as token-embedding resize reinitialization." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Python version compatibility issue and DeepSeek MoE divergence are not the same bug." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to the qwen3_omni_moe length-helper bug." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "torch.compile/SDPA failure and a helper-function bug in qwen3_omni_moe are different." + "reason": "Python version compatibility failure and DeepseekV3MoE divergence are different regressions." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale generate() warning are unrelated." + "reason": "Category-cardinality runtime error is unrelated to the stale generate() warning." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/eval dtype drift and undefined video-branch variables are separate defects." + "reason": "BF16/FP32 dtype drift and undefined multimodal-token helper variables are separate bugs." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "A800 cudaErrorAssert and multi-GPU OOM are both GPU failures but not the same root cause." + "reason": "Trainer NoneType broadcast error and MacOS bus error on CLIP are unrelated." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error for CLIP are unrelated." + "reason": "Both are GPU inference failures, but on different models and with different root causes (cudaErrorAssert vs OOM)." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import issue and protobuf-related tokenizer error masking are different." + "reason": "Gemma4 processor import issue and tokenizer error masking when protobuf is absent are different failures." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Output regression and lm_head serialization inconsistency are distinct model-behavior bugs." + "reason": "Both are v5 behavior regressions, but one is Pegasus output mismatch and the other is lm_head serialization inconsistency." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "ScandiBERT loading failure and flash_attn import KeyError are unrelated." + "reason": "ScandiBERT loading failure and Python 3.13 flash_attn KeyError are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as SigLIP2 producing nonsensical AutoModel/pipeline output." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer broadcast failure have no common code path." + "reason": "Pipeline top_k nesting bug and Trainer GPU broadcast TypeError are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen recurrent-state reset in cache mode." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16 AMP crash and sink-less flash_attention AttributeError are different runtime paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is not the same as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift during eval and gradient checkpointing disallowed in eval mode are separate behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token/post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." } ] }, @@ -7423,8 +7475,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -7441,17 +7493,20 @@ "issue:42915", "issue:42994", "issue:43257", + "issue:43262", "issue:43278", "issue:43334", "issue:43381", - "issue:43421", "issue:43526", "issue:43531", "issue:43653", "issue:43701", "issue:43756", + "issue:43761", "issue:43824", + "issue:43931", "issue:43994", + "issue:44079", "issue:44186", "issue:44206", "issue:44265", @@ -7461,8 +7516,6 @@ "issue:44464", "issue:44479", "issue:44610", - "issue:44743", - "issue:44857", "issue:44871", "issue:44977", "issue:45072", @@ -7474,17 +7527,11 @@ "issue:45412", "issue:45440", "issue:45491", - "issue:45588", "issue:45593" ], "soft_pairs": [ - "issue:43653|issue:44743", - "issue:44857|issue:45588", - "issue:44186|issue:45198", - "issue:43278|issue:43381", - "issue:43421|issue:45491", - "issue:42915|issue:42994", "issue:44361|issue:45198", + "issue:42915|issue:42994", "issue:43994|issue:45412", "issue:44265|issue:45198", "issue:44206|issue:44479", @@ -7496,9 +7543,9 @@ "issue:45103|issue:45372", "issue:43824|issue:44279", "issue:33357|issue:39692", - "issue:45440|issue:45593", "issue:29127|issue:34567", "issue:32090|issue:33290", + "issue:45440|issue:45593", "issue:45072|issue:45229", "issue:43381|issue:43701", "issue:43653|issue:44442", @@ -7508,198 +7555,171 @@ "issue:29942|issue:36010", "issue:44977|issue:45245", "issue:29127|issue:33357", - "issue:29127|issue:35141" + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:43262|issue:44206", + "issue:42915|issue:43931" ], - "prepared_review_unit_hash": "baa25387d4bb5fde0d0c22b3fff90958b731e589752c16356eb84f16af93fb0d", + "prepared_review_unit_hash": "0c7135ccb38daa86fed32adba9840ed6fc1888016a0e4b08b4cfd022593eaeef", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37027, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "soft_pair_count": 29, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: the issues span unrelated models, tokenizers, processors, training, export, and inference regressions. None of the soft-similarity pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45198 is the most concrete standalone bug report in the set, with a specific save_pretrained/tokenization failure and clear repro context; the rest are too heterogeneous to serve as one canonical duplicate target.", + "summary": "This cluster is mostly a grab-bag of unrelated regression reports across tokenizers, vision/audio processors, generation, and training utilities. The soft links are similarity-only and do not look like true duplicates.", + "confidence": 0.18, + "canonical_issue_reason": "issue:45103 is the strongest representative issue here: it is open, narrowly scoped, has inbound references, and describes a concrete crash in _process_kwargs_parameters with a clear reproduction path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45198 is the strongest global representative because it is actionable, narrowly scoped, and tied to a concrete failing code path rather than a vague compatibility or behavioral complaint.", + "best_issue_reason": "issue:45103 is the best issue candidate because it is actionable, specific, and central enough to stand in for a real bug report; the rest of the cluster is too heterogeneous to serve as a stronger canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Different bugs: BigBirdTokenizer special-token decode behavior vs Qwen3-MoE recurrent state reset in caching." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "Unrelated failures: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py AttributeError on s_aux=None." - }, - { - "left": "issue:44186", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different components and code paths: LayoutLMv2 tokenizer padding/NER crash vs Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "One is an embedding dtype drift in eval, the other is gradient checkpointing being disallowed in eval mode; not the same bug." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Special-token post-processor updates and Gemma3 NaN embeddings are separate issues." + "reason": "Different tokenizer stacks and different failures: MLukeTokenizer task-time AttributeError vs Wav2Vec2 save_pretrained/tokenization problems." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure is distinct from quantized model saving failure." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "Different failures: MLukeTokenizer task AttributeError vs Wav2Vec2 save/tokenization issues." + "reason": "Both involve quantization, but one is a FineGrainedFP8Config runtime failure and the other is a quantized model saving failure; not the same bug." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory not released are unrelated." + "reason": "SigLIP2 wrong outputs and an RT-DETR memory leak are unrelated failure modes in different subsystems." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check is a different code path from Wav2Vec2 tokenization/save failures." + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenization and save_pretrained behavior." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg crash vs Qwen VL video regression; different subsystems and symptoms." + "reason": "Unsupported feature-extractor arg for Lasr is unrelated to the Qwen video-input regression." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation issues are different model/config bugs." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Accelerate+deepspeed weight conversion bug vs training/eval embedding dtype mismatch are distinct." + "reason": "Loading/conversion failure for Qwen3 MoE weights is not the same as BF16-to-FP32 dtype drift during evaluation." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both are model-specific, but Smollm3 RoPE layer count and DeepseekV3MoE divergence are not the same underlying defect." + "reason": "Both mention MOE-related model discrepancies, but they concern different models and different concrete defects." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation map processing are unrelated." + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are unrelated." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor size mismatch vs model memory leak are different problems." + "reason": "Processor output size mismatch is not the same as a model memory-release leak." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 processor import dependency failure are unrelated." + "reason": "Auto-docstring annotation crash and mistral_common import failure are separate issues with different code paths." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A missing Qwen2.5-VL import and a generic dependency issue are not the same concrete bug." + "reason": "A specific missing import for Qwen2_5_VL is not the same as a vague dependency issue with transformers." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs/model mismatch are separate issues despite both involving vision models." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation/example errors do not share the same underlying bug." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different features." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "NoneType broadcast crash and Adafactor OOM in deepspeed are different trainer/deepspeed failures." + "reason": "NoneType broadcast errors in Trainer and DeepSpeed Adafactor OOMs are different problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is unrelated to D-FINE missing auxiliary losses." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "Bfloat16 dtype mismatch in models is unrelated to Gemma4 multi-GPU OOM." + "reason": "Bfloat16 dtype mismatches in inference and Gemma4 multi-GPU CUDA OOM are not the same code-path bug." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." + "reason": "Gradient checkpointing being disallowed in eval mode is separate from resume_from_checkpoint key mismatches." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token registration and AutoTokenizer loading failure are different problems." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id import/config bug is not the same as Qwen3-MoE sliding_window behavior." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different failures." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are unrelated." + "reason": "BeitImageProcessorFast reduce_labels truncation and LayoutLMv2Tokenizer NER padding crashes do not match." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from mixed-length sliding windows are distinct issues." + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as Gemma3 NaN embeddings with mixed-length batches." }, { "left": "issue:29942", @@ -7711,19 +7731,37 @@ "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation and category-count overflow are unrelated." + "reason": "Flash-attention generation problems and a category-count runtime limit are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 wording issue and CLIP MacOS bus error do not share the same underlying bug." + "reason": "LayoutLMv3 box-information messaging and a MacOS CLIP bus error are unrelated." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 is unrelated to token embedding resize/reinit behavior." + "reason": "A LayoutLMv3 error-message issue is unrelated to token embedding reinitialization in post_init." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Lasr feature-extractor argument handling are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:44610", + "right": "issue:45491", + "accept": false, + "reason": "Processor output-size mismatch and Gemma3 NaN embeddings are unrelated." } ] }, @@ -7742,8 +7780,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -7752,13 +7790,13 @@ "issue:34689", "issue:39692", "issue:41628", - "issue:42915", "issue:43232", - "issue:43262", "issue:43316", + "issue:43381", "issue:43388", "issue:43441", "issue:43452", + "issue:43493", "issue:43525", "issue:43526", "issue:43575", @@ -7768,11 +7806,11 @@ "issue:43701", "issue:43723", "issue:43761", + "issue:43827", "issue:43873", "issue:43931", "issue:43994", "issue:44077", - "issue:44079", "issue:44188", "issue:44206", "issue:44387", @@ -7797,238 +7835,231 @@ "issue:45600" ], "soft_pairs": [ - "issue:43761|issue:44079", - "issue:43262|issue:44206", - "issue:42915|issue:43931", "issue:43441|issue:45588", "issue:43232|issue:43388", "issue:44442|issue:45072", "issue:43526|issue:44857", "issue:43723|issue:45479", "issue:44479|issue:45290", - "issue:45003|issue:45440", "issue:43526|issue:44610", + "issue:45003|issue:45440", "issue:44743|issue:44811", "issue:43452|issue:45588", "issue:43931|issue:45216", "issue:45588|issue:45600", "issue:43575|issue:43701", - "issue:43316|issue:43525", "issue:44977|issue:45584", + "issue:43316|issue:43525", "issue:43646|issue:44077", "issue:43761|issue:44188", - "issue:39692|issue:45491", "issue:43994|issue:44206", + "issue:39692|issue:45491", "issue:43575|issue:44387", "issue:43873|issue:45588", "issue:43673|issue:44743", "issue:33290|issue:34567", "issue:44442|issue:44898", "issue:34689|issue:43611", - "issue:41628|issue:45372" + "issue:41628|issue:45372", + "issue:43493|issue:43827", + "issue:43381|issue:43873" ], - "prepared_review_unit_hash": "a92c798b621adcb92d8ac7e835012b95ee3dd59e7ab87a61976398f9091907ee", + "prepared_review_unit_hash": "9915e1270a236c4a6cc4fc796445f8c50c134232a644b0af10eac3c5cbab091d", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36514, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicates were confirmed. The pairs mostly share broad themes like loading, quantization, generation, or processor behavior, but they point to different concrete failures and code paths.", + "summary": "No duplicate clusters are strongly supported here: the items span many unrelated Transformers issues (generation, loading, processors, quantization, configs, docs). I rejected all soft edges as they do not look like the same underlying bug/change.", "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not form one duplicate bug cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue either; none of these issues is representative of the others, so there is no meaningful canonical choice.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "Both involve output handling, but one is CLIPVisionModel hidden_states regression and the other is ModelOutput key assignment; different failures and code paths." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and a feature extractor unsupported-arg crash are unrelated processor bugs." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Different model families and different problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch on load." - }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 generation failure and the other is an AttributeError on sink-less models; not the same bug." + "reason": "Both involve FlashAttention, but one is a Ministral-3 v5 RC failure and the other is an `integrations/flash_attention.py` sink-less model crash; different code paths and symptoms." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and metric gathering/label truncation are unrelated trainer utilities." + "reason": "Generation kwargs sync/gpus bug and `gather_for_metrics` tuple-label truncation are unrelated training/evaluation issues." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different subsystems and different symptoms." + "reason": "Tokenizer loading for FastSpeech2Conformer and dtype mismatch in bfloat16 inference are different problems in different subsystems." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT label reduction bug and LwDetrImageLoss AMP crash are separate vision-training issues." + "reason": "BEiT label reduction bug and LwDetrImageLoss AMP crash are not the same underlying image-processing issue." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate zero-loss classification behavior are unrelated regressions." + "reason": "Tokenizer loading regression and zero-loss sequence-classification behavior are separate bugs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression across Qwen variants and chat-template crash on tool-call messages are different features." + "reason": "Video input regression for Qwen VL models and chat template crashes on tool-call messages are different code paths." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as DeepseekV3MoE diverging from the remote implementation." + "reason": "Both touch image preprocessing, but one is label reduction in BEiT and the other is wrong resize output for OmDet-Turbo." }, { - "left": "issue:43526", - "right": "issue:44610", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast and OmDet-Turbo image-size mismatch are unrelated processor bugs." + "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are unrelated implementation concerns." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling do not share a concrete code path." + "reason": "Cache/recurrent-state reset bug and Whisper batch_decode special-token handling are distinct generation vs decoding issues." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "gguf_file loading breakage and flash_attention AttributeError are separate loader/integration failures." + "reason": "GGUF loading failure and FlashAttention sink-less crash are unrelated load/runtime bugs." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on Qwen3-VL load and Qwen3.5 save_pretrained checkpoint corruption are distinct load/save bugs." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression are both model-specific loading issues but not the same concrete bug." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sinkless-model crash and auto_mappings stale-config CI failure are unrelated maintenance issues." + "reason": "FlashAttention crash and removed Sam3LiteText config references are completely different failures." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP OOM while loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated training/runtime problems." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated training/runtime issues." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Both are config-API issues, but they concern different missing attributes and different model families." + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-transcription failure are unrelated model-specific generation issues." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure after token alignment are different generation paths." + "reason": "Config API discrepancy and missing `pad_token_id` are both config-related, but they are different model families and different missing/changed fields." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom model initialization breakage is broader than the specific patchtsmixer post_init policy change." + "reason": "General custom model initialization breakage and `patchtsmixer`'s optional `post_init` restriction are related only at a broad API level, not the same bug." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states regression and torch.compile bidirectional-skip kernel divergence are unrelated attention/output bugs." + "reason": "CLIP hidden_states regression and attention-kernel divergence under `torch.compile` are unrelated model/runtime issues." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:44206", "accept": false, - "reason": "SigLIP2 docs example errors are documentation/usage problems, while Gemma3 NaN embeddings are a runtime attention issue." + "reason": "SigLIP2 output quality bug and LasrFeatureExtractor unsupported-arg crash are different failures." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash are different bugs in different components." + "reason": "SigLIP2 documentation errors and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both can OOM, but one is TP loading and the other is reserved-memory growth under int4 quantization; not the same bug." + "reason": "OOM from tensor-parallel loading and increased reserved CUDA memory under int4 quantization are both memory issues but not the same underlying cause." }, { "left": "issue:43873", "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior and flash_attention sink handling are different code paths and failure modes." + "reason": "Quantization offloading problems and FlashAttention sink-less crash do not share a concrete code path." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "GenerationMixin cache missing in chunked prefill and Qwen3.5 recurrent-state reset are separate cache-related issues." + "reason": "Both mention cache, but one is missing GenerationMixin cache in v5 chunked prefill while the other resets recurrent states when cache and seq_len>1; different mechanisms." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer OOM and TrainerState num_input_tokens_seen not updating are unrelated training bugs." + "reason": "Adafactor+deepspeed OOM and `num_input_tokens_seen` not updating are unrelated trainer bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are unrelated model/processor issues." + "reason": "Tokenizer loading for FastSpeech2Conformer and Perceiver resolution/interpolation failure are different model/processor issues." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both involve model loading, but the former is a specific Llama vision regression and the latter is a broader base_model_prefix handling breakage." + "reason": "Both are model-loading regressions, but one is Llama 3.2 vision-specific and the other is a `base_model_prefix` compatibility break; not the same bug." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "AutoImageProcessor import failure and Gemma 4 processor loading import error stem from different missing symbols and different stacks." + "reason": "Different import errors for different symbols/packages; no shared underlying change." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing `pipeline()` are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime topics." } ] }, @@ -8046,9 +8077,9 @@ "review_unit_index": 25, "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -8071,7 +8102,6 @@ "issue:43404", "issue:43441", "issue:43475", - "issue:43493", "issue:43540", "issue:43643", "issue:43688", @@ -8080,7 +8110,6 @@ "issue:43749", "issue:43761", "issue:43825", - "issue:43827", "issue:43856", "issue:43873", "issue:43931", @@ -8099,11 +8128,10 @@ "issue:44913", "issue:45127", "issue:45137", - "issue:45200" + "issue:45200", + "issue:45584" ], "soft_pairs": [ - "issue:43493|issue:43827", - "issue:43381|issue:43873", "issue:33290|issue:35141", "issue:33290|issue:34689", "issue:44077|issue:44479", @@ -8112,10 +8140,10 @@ "issue:43749|issue:43931", "issue:44190|issue:44496", "issue:43873|issue:44871", - "issue:44162|issue:44792", - "issue:43540|issue:44514", "issue:33290|issue:36331", "issue:43381|issue:43856", + "issue:43540|issue:44514", + "issue:44162|issue:44792", "issue:43316|issue:44877", "issue:34689|issue:36010", "issue:44855|issue:45137", @@ -8129,204 +8157,199 @@ "issue:41950|issue:43475", "issue:45127|issue:45200", "issue:43295|issue:43825", - "issue:43761|issue:44479" + "issue:43761|issue:44479", + "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "75d812440f13a9e4aca8902c15510af08d95e93515a119570fc7a42084983b66", + "prepared_review_unit_hash": "d4684e7b357a233274b9d7c0846683d127e845dd30a6e7563de1cd8bbee487c5", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36098, - "estimated_input_tokens": 9025, - "estimated_eval_tokens": 18306 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35211, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across configs, loading, pipelines, multimodal processors, training, and docs. I would reject every soft edge; there is no real duplicate group here.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is a grab bag of unrelated problems; the soft links look like semantic similarity, not the same underlying bug.", + "summary": "The cluster is noisy and mostly heterogeneous: the soft-similarity links do not describe the same underlying bug/change. The closest items are broad loading/training regressions, but they affect different subsystems and code paths, so none of the soft edges should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43749 is the broadest, highest-impact regression in the set and the best anchor for a cluster that otherwise spans many unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "No good global best issue for deduplication: any choice would be arbitrary since the items do not share one concrete code path or fix target.", + "best_issue_reason": "issue:43749 has the strongest combination of generality, user impact, and discussion activity, so it is the most suitable representative issue for this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "Different topics: SigLIP2 implementation parity vs pipeline docs/removal references." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantization/offloading." - }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to embedding resize/post_init reinit." + "reason": "Different failures: DeepSpeed/Adafactor OOM vs embedding reinitialization after resize." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM with optimizer is not the same as Llama 3.2 Vision model-loading regression." + "reason": "Unrelated symptoms and paths: optimizer memory use vs Llama 3.2 vision model loading." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init on patchtsmixer is unrelated to Qwen video-input regression." + "reason": "Different model families and bugs: optional post_init contract vs video-input regression." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to tokenizer loading failure." + "reason": "Different code paths: packed-weight loading for BitNet vs tokenizer loading for FastSpeech2Conformer." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config objects, but the bugs are different: missing fields on remote configs vs rotary_pct reload defaulting." + "reason": "Generic config-loading issue vs GPTNeoX rotary_pct persistence bug; not the same defect." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure is a different loading path than Qwen3-VL shape mismatch." + "reason": "Different loading failures: FSDP CPU-RAM-efficient loading regression vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to unrecognized model config." + "reason": "Unrelated: dataset-loading failure in an example script vs missing model_type/configuration error." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id mismatch." + "reason": "Quantization/offloading behavior vs Gemma eos_token configuration mismatch are distinct bugs." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "ESM2 breakage is not the same as a janus image-generation test failure." + "reason": "Different training API regression: memory OOM in DeepSpeed vs custom compute_loss signature mismatch." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "Both are Qwen multimodal issues, but they hit different processors and code paths (video input vs batched chat template)." + "reason": "Gradient-checkpointing eval-mode restriction is not the same as MoE memory inefficiency." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Optimizer OOM is unrelated to Trainer.compute_loss signature change." + "reason": "Both involve multimodal/video processing, but the failing code paths differ: Qwen3OmniMoe video ingestion vs batched chat-template padding." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Eval-mode gradient checkpointing bug is unrelated to MoE training memory usage." + "reason": "ESM2 runtime breakage and Janus image-generation test failure are unrelated." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Config API discrepancy in Gemma3TextConfig is unrelated to granite_speech strict-loading failure." + "reason": "Different config-schema mismatches: Gemma3TextConfig API discrepancy vs granite_speech strict-config loading." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision loading regression is unrelated to missing GenerationMixin import." + "reason": "Model-loading regression for a specific model vs import failure for GenerationMixin; not the same bug." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parse issue is unrelated to DeepSpeed ZeRO3 deque error." + "reason": "Python 3.13 TorchScript parsing issue vs DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend installation/package selection issue is unrelated to Gemma3TextConfig API mismatch." + "reason": "Packaging/backend dependency issue vs configuration API mismatch; no shared underlying defect." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug and FlashAttention failure are different Mistral-family problems." + "reason": "Both mention Mistral-family models, but one is a weight-tying bug and the other is a FlashAttention regression." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric label truncation bug is unrelated to auxiliary-loss normalization." + "reason": "Different training/eval math bugs: metric gathering drops labels vs auxiliary-loss normalization." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module." + "reason": "Model_max_length handling is unrelated to the missing transformers.onnx import error." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "pipeline top_k nesting behavior is unrelated to missing PyTorch dependency import error." + "reason": "Pipeline top_k output-shape regression is unrelated to missing PyTorch backend import failure." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma config API mismatch is unrelated to Mistral-3 image-preprocessor dtype mismatch." + "reason": "Config API discrepancy vs image preprocessor/model dtype mismatch are distinct issues." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d implementation detail is unrelated to Sam3Video OOM." + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection bug is unrelated to Sam3VisionEncoderOutput attribute failure." + "reason": "Both are SAM/video-related, but one is pipeline processor selection and the other is a missing encoder output attribute." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab is not the same bug as missing mm_token_type_ids defaulting." + "reason": "LoRA/extended-vocabulary collapse with tied embeddings is unrelated to mm_token_type_ids defaults." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to translation-task error messaging." + "reason": "Processor/tokenizer regression is unrelated to the pipeline translation-task error message." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription generation failure." } ] }, @@ -8345,8 +8368,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -8365,6 +8388,7 @@ "issue:43742", "issue:43761", "issue:43827", + "issue:43873", "issue:43906", "issue:43931", "issue:43994", @@ -8387,10 +8411,8 @@ "issue:44938", "issue:44964", "issue:44977", - "issue:45127", "issue:45245", "issue:45290", - "issue:45357", "issue:45362", "issue:45381", "issue:45406", @@ -8400,11 +8422,10 @@ "issue:45600" ], "soft_pairs": [ - "issue:44871|issue:45584", "issue:44734|issue:45406", "issue:43295|issue:44871", - "issue:44077|issue:44534", "issue:43550|issue:43701", + "issue:44077|issue:44534", "issue:43606|issue:43701", "issue:43646|issue:44913", "issue:43906|issue:45290", @@ -8412,240 +8433,221 @@ "issue:43452|issue:44496", "issue:43931|issue:44060", "issue:44617|issue:45584", - "issue:45563|issue:45584", "issue:43575|issue:43742", + "issue:45563|issue:45584", "issue:42617|issue:43575", "issue:44521|issue:45381", "issue:44933|issue:45362", - "issue:41720|issue:43575", "issue:44479|issue:44734", + "issue:43575|issue:43873", "issue:32090|issue:35141", "issue:44464|issue:45563", - "issue:43065|issue:44610", "issue:44464|issue:44871", + "issue:43065|issue:44610", "issue:44792|issue:44977", "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:41720|issue:45245", - "issue:44190|issue:44964", "issue:44792|issue:45600", - "issue:44938|issue:45542", - "issue:45127|issue:45357" + "issue:44190|issue:44964", + "issue:44938|issue:45542" ], - "prepared_review_unit_hash": "f4625b73f87f1d4e77440ecd2f75bee70d9c311280ff380fd2af62433a5cf723", + "prepared_review_unit_hash": "ef5aaecf07fb1f8966d365afb26f28d9d87e6c2bba6adc5490eb2f4f17b3c38c", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36884, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35609, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bug reports that only overlap lexically around Transformers generation/chat/multimodal topics. I do not see any true duplicate pair among the soft candidates. The best triage anchor is the active multimodal chat-template regression, but it is not a canonical duplicate for the rest.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the soft pairs are mostly superficial matches across different code paths, models, and failure modes rather than the same underlying bug.", + "summary": "This cluster is mostly a loose grab-bag of Transformers issues that share broad regression/loading/chat/template vocabulary but do not look like the same underlying bug. I would not merge any of the soft pairs as duplicates, and there are no PRs to choose from.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43646 is the broadest representative here: it frames a general v5 model-initialization regression, which is the closest high-level theme to several other init/load-related reports. Still, it is not a true duplicate of the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest triage anchor: it has the most activity/inbound references and a concrete, reproducible multimodal chat-template regression. It is still not a duplicate target for the other items in this cluster.", + "best_issue_reason": "issue:43646 is the best single issue for the cluster because it is the most umbrella-like and representative of the recurring initialization/reload regressions, even though the other items are mostly distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Both involve token/generation behavior, but one is an eos_token_id config mismatch and the other is Whisper empty-transcription handling after align_special_tokens; different bugs." - }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "serve KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are separate failures in different parts of serving." + "reason": "Different failures: KV-cache continuation tensor indexing in serve vs missing _tokenizer on Gemma4Processor." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 and an inconsistent eos_token_id config are distinct issues." + "reason": "Both are regressions, but one is about processor.tokenizer/image handling and the other is an eos_token_id config mismatch." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "patchtsmixer post_init allowance and non-persistent buffers filled with junk are unrelated model-init regressions." + "reason": "Unrelated bugs: torch.compile SDPA failure for Bamba vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both touch v5 behavior, but one is about optional post_init enforcement and the other about non-persistent buffer initialization." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch in bark-small is a different code path from checkpoint key mismatch." + "reason": "Device-mismatch on CPU offload is a different path from checkpoint resume key handling." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "custom model initialization breakage and GPTNeoX rotary_pct reload default are different config/load bugs." + "reason": "General custom-model init breakage vs a specific GPTNeoX rotary_pct reload bug." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "Both touch chat-related APIs, but one is a reproduction of a prior issue and the other is a tokenize=True tool-call crash; not the same failure." + "reason": "The first is an isolated reproduction of another issue; the second is a specific apply_chat_template tool-call crash. Not enough to call them the same bug." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVisionModel hidden_states=None and missing load-balancing loss are unrelated model behaviors." + "reason": "Different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss omission." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading regression and missing model_type in config.json are different from-pretrained errors." + "reason": "GGUF loading support breakage is distinct from an unrecognized model/config.json model_type error." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and incorrect tied-weights warning in Qwen3-Next are distinct model-specific issues." + "reason": "One is a Qwen3-VL shape mismatch during load; the other is a tied-weights warning bug in Qwen3-Next." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated resource vs generation bugs." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after token alignment." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "stale num_return_sequences warning and Whisper empty-transcription crash are different generation-path issues." + "reason": "Tensor-parallel OOM for a 57B model vs a key error loading a small MobileLLM checkpoint." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "TP OOM when loading Qwen2-57B and MobileLLM-125M key error are unrelated model-loading problems." + "reason": "A stale warning in paged generate() is unrelated to Whisper generation failing on empty transcription." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py failure is not the same bug as Qwen2 tensor-parallel OOM." + "reason": "3d_parallel.py runtime failure is not the same bug as Qwen2-57B tensor-parallel OOM." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "assistant_masks being all zero in multimodal chat templating and incorrect vision_position_ids for Qwen2.5-VL video input are different regressions." + "reason": "Both are multimodal/chat regressions, but one is assistant mask generation and the other is video vision_position_ids." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "missing image_utils import and Qwen3.5 chat crash are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43575", - "accept": false, - "reason": "auto device mapping cudaErrorAssert in Qwen3 is not the same as tensor-parallel OOM in Qwen2." + "reason": "Missing image_utils import is a different issue from Qwen3.5 chat generation crashing." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "video-input regression in Qwen-VL models and KV-cache continuation tensor indexing in serve are different code paths." + "reason": "Video input regression for Qwen VL models is unrelated to serve KV-cache indexing." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and output embedding reinitialization after resize are unrelated training/model-init bugs." + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are different code paths and symptoms." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "compiled-forward chunked generation inconsistency and a stale warning about num_return_sequences are not the same issue." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale warning about num_return_sequences." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "dummy Conv2d in Sam3PixelDecoder and processor/model resolution mismatch in OmDet-Turbo are different model-preprocessing problems." + "reason": "Generation inconsistency under compilation is unrelated to Gemma eos_token_id config mismatch." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "chunked-generation inconsistency under compilation has nothing to do with eos_token_id configuration drift." + "reason": "A dummy Conv2d in Sam3PixelDecoder is a different model/component than OmDet-Turbo processor size mismatch." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "janus image-generation test failure and Qwen3.5 flash-attention generation issue are different model-specific regressions." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are different bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "docs still referencing pipeline() and Siglip2 nonsensical outputs with AutoModel/pipeline are separate documentation vs model behavior issues." + "reason": "Docs still referencing pipeline() is not the same as a model producing nonsensical outputs with AutoModel/pipeline." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "non-persistent buffer junk and GPTNeoX rotary_pct reload default are different configuration/persistence bugs." + "reason": "Both are v5-related regressions, but one is buffer initialization corruption and the other is config reload losing rotary_pct." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping assert and the 2^24 category limit error are unrelated." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "local dataset loading in a no-trainer script and Phi-4 multimodal model loading are different failures." + "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated runtime errors." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "janus generate_images test failure and removed Sam3LiteText references in auto_mappings.py are unrelated." + "reason": "Janus image-generation test failure is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Python 3.14 import/load failure and missing TensorFlow backend initialization from tensorboard-only install are different environment issues." + "reason": "Local dataset loading in a no-trainer script is a different failure from loading a specific multimodal model." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different model-save/merge bugs." + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow backend warning from tensorboard-only installs." } ] }, @@ -8664,8 +8666,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -8696,7 +8698,6 @@ "issue:44186", "issue:44190", "issue:44220", - "issue:44246", "issue:44279", "issue:44355", "issue:44466", @@ -8706,10 +8707,11 @@ "issue:44743", "issue:44855", "issue:44913", - "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", + "issue:45357", "issue:45375", "issue:45406", "issue:45446", @@ -8719,16 +8721,17 @@ "issue:45632" ], "soft_pairs": [ + "issue:45127|issue:45357", "issue:43388|issue:43582", "issue:44855|issue:45588", "issue:43761|issue:44743", "issue:43650|issue:44220", "issue:44355|issue:44855", - "issue:43644|issue:44913", "issue:43540|issue:44734", + "issue:43644|issue:44913", "issue:45276|issue:45584", - "issue:43976|issue:44855", "issue:44077|issue:44079", + "issue:43976|issue:44855", "issue:43404|issue:45216", "issue:43550|issue:44190", "issue:44112|issue:45600", @@ -8736,8 +8739,8 @@ "issue:43295|issue:45276", "issue:41950|issue:44016", "issue:45245|issue:45584", - "issue:39692|issue:44190", "issue:36246|issue:41628", + "issue:39692|issue:44190", "issue:43479|issue:45375", "issue:44734|issue:45632", "issue:36246|issue:38617", @@ -8748,223 +8751,222 @@ "issue:42175|issue:44279", "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:44466|issue:44913", - "issue:44246|issue:45003" + "issue:44466|issue:44913" ], - "prepared_review_unit_hash": "02a159786b3be3e729c5536282499aff778ccf2f51b41078c64bb673b71243be", + "prepared_review_unit_hash": "e059e1ad6387d3cc4c4a84a1183ed48ccaccf976849b05e1e2268d77f2a4aa2b", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37112, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most soft-link candidates are related only by broad subsystem or similar regression language, not the same underlying bug. No PRs are present. Issue 45003 is the best general anchor, but the overall duplicate signal is weak.", - "confidence": 0.23, - "canonical_issue_reason": "issue:45003 is the broadest core-runtime bug in the set and remains open, so it is the best anchor despite the cluster\u2019s weak cohesion.", + "summary": "The cluster is a grab-bag of mostly unrelated Transformers bugs. The soft similarities are largely topical rather than duplicate-level: several concern saving/serialization, import/export issues, processor/model mismatches, or flex-attention, but they do not share the same concrete code path or fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44466 is the clearest, most self-contained representative of the tied-weights / serialization regression subset; it describes a concrete, reproducible lm_head.weight problem rather than a model-specific or docs-only symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the most generally applicable and actionable issue here; it targets a core import/runtime path rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:44466 is the strongest single issue to anchor the cluster because it is specific, technical, and broadly relevant across models, while the other items are either narrower variants or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model saving/weight handling, but one is LoRA + extended vocab collapse and the other is Qwen3.5 visual encoder key serialization; different bugs and fixes." + }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Different failures: metric gathering label truncation vs an Apple Silicon allocator warmup TypeError." + "reason": "Completely different areas: metrics gathering in distributed eval vs an Apple Silicon allocator warmup TypeError." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Unrelated code paths: Python 3.13 import parsing error vs flash-attention sink handling crash." + "reason": "Python 3.13 import parsing/IndentationError in DebertaV2 is unrelated to flash-attention crashing on s_aux=None." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "Both are regressions, but one is CLIPVision hidden states and the other is Qwen recurrent state caching; not the same bug." + "reason": "Different models and failure modes: CLIPVision hidden_states regression vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No clear overlap: placeholder issue vs audio feature extraction helper bug." + "reason": "No shared code path; the first is a malformed issue title, the second is an fbank feature extraction bug." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file execution errors are not the same as the DebertaV2 JIT parsing/import problem." + "reason": "Compiled-file execution errors are not the same as a DebertaV2 Python 3.13 import parse failure." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Non-persistent buffer junk vs GPTNeoX config reload of rotary_pct are different defects." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to serve/KV-cache tensor indexing in responses." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload behavior are separate serialization issues with different mechanisms." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." + "reason": "resize_token_embeddings propagation in Gemma4 is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Packaging/Python-version compatibility is not the same issue as the DebertaV2 import parsing failure." + "reason": "One is a config rule about optional post_init, the other is ModelOutput key assignment; they do not share the same bug." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "One is a model init/post_init rule change; the other is ModelOutput key assignment behavior." + "reason": "These are different Python-version compatibility failures in different code paths and versions." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both concern generation model weights, but the concrete bugs differ: weight tying vs save_pretrained serialization regression." + "reason": "Both mention weight tying/save behavior, but they affect different models and distinct serialization paths." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to loading a local dataset in the training script." + "reason": "A torch.compile SDPA failure in Bamba is unrelated to a local dataset loading issue in the image-classification script." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failures from different causes: stale GraniteSpeech device override test vs removed Sam3LiteText auto-mapping refs." + "reason": "Both are CI-related, but one is a stale device override test and the other is an auto_mappings reference to removed configs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification output bug is unrelated to dataset loading in the image-classification script." + "reason": "Multi-label classification output behavior is unrelated to loading a local dataset in the no-trainer image-classification example." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize bug are different code paths." + "reason": "Processor.tokenizer regression and Gemma4 embedding resize behavior are different APIs and different failures." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification processor lookup bug and notebook syntax error are unrelated." + "reason": "A pipeline processor lookup bug and a notebook syntax error are not the same underlying issue." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality runtime error has no direct relation to Whisper empty transcription handling." + "reason": "Category cardinality limits and Whisper empty transcription behavior have no shared implementation or symptom." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Documentation example errors are not the same as the local dataset loading failure." + "reason": "Both are import errors, but one is a missing model-specific image processor symbol and the other is a top-level AutoImageProcessor export problem." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Both are import errors, but they affect different missing symbols and likely different API surfaces." + "reason": "SigLIP2 docs errors are about example correctness; the other is dataset loading in a training script." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default None initialization vs missing deepstack_visual_indexes preservation." + "reason": "Both involve config field handling, but they are different multimodal config classes and different bugs (default init vs strict field dropping)." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are entirely separate concerns." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports from different modules; no shared concrete bug." + "reason": "Different import targets and different subsystems; no common underlying bug." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor _tokenizer crash is unrelated to cache-path collisions for local models." + "reason": "Gemma4Processor missing _tokenizer at runtime is unrelated to local-model cache path collisions." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Removal of is_torch_fx_available affects remote-code models, not trust_remote_code cache naming collisions." + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models is a compatibility break, not the same as cache path collisions." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "Notebook syntax and audio feature extraction are unrelated." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash is a different path from serve KV-cache continuation indexing." + "reason": "LayoutLMv2 tokenizer padding/truncation crashes do not match the serve KV-cache continuation bug." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Missing tensorflow in the torch extra is not the same as a vague dependency issue." + "reason": "A TensorFlow backend packaging issue and a generic dependency issue are too broad and not duplicate-level." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + "reason": "SigLIP2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are unrelated model-specific issues." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is a version-check/import bug; not the same change." + "reason": "Flex-attention compilation on torch>=2.9 and an incorrect version check for AuxRequest import are related only by subsystem, not by the same bug." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to GPTNeoX rotary_pct reload behavior." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Slow import sometimes and unsafe sys.modules access are different symptoms with different fixes." + "reason": "One is tied lm_head serialization depending on device; the other is GPTNeoX rotary_pct not persisting on reload." } ] }, @@ -8983,8 +8985,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -9010,19 +9012,19 @@ "issue:44075", "issue:44112", "issue:44242", + "issue:44246", "issue:44279", "issue:44336", "issue:44351", "issue:44368", - "issue:44462", "issue:44496", "issue:44521", "issue:44683", "issue:44933", "issue:44964", "issue:44987", + "issue:45003", "issue:45042", - "issue:45081", "issue:45200", "issue:45216", "issue:45278", @@ -9038,6 +9040,7 @@ "issue:45632" ], "soft_pairs": [ + "issue:44246|issue:45003", "issue:43299|issue:45216", "issue:43643|issue:44496", "issue:42907|issue:43441", @@ -9045,8 +9048,8 @@ "issue:43295|issue:45335", "issue:44964|issue:45600", "issue:43673|issue:44336", - "issue:43976|issue:44987", "issue:44112|issue:44964", + "issue:43976|issue:44987", "issue:43531|issue:45600", "issue:45561|issue:45632", "issue:43824|issue:44933", @@ -9059,224 +9062,223 @@ "issue:43299|issue:45357", "issue:44075|issue:44368", "issue:44521|issue:45325", - "issue:43381|issue:45593", "issue:44242|issue:45200", - "issue:43927|issue:45632", + "issue:43381|issue:45593", "issue:43901|issue:44496", + "issue:43927|issue:45632", "issue:44351|issue:45278", - "issue:43976|issue:45405", "issue:44683|issue:45542", - "issue:43479|issue:43525", - "issue:44462|issue:45081" + "issue:43976|issue:45405", + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "2599beb99276b804e26befbadb288308147a94d1f84d9f895e78ceee057ccdf5", + "prepared_review_unit_hash": "300cfe38efef05af06f011f4ed8cdf01caa857bb66e9bfd18f53807573c35649", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36767, - "estimated_input_tokens": 9192, - "estimated_eval_tokens": 18640 + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs in model loading/saving, tokenizer/config regressions, docs/test failures, and dependency issues. I do not see any pair that is clearly the same underlying bug/change, so there is no strong canonical duplicate here.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue cleanly serves as a duplicate hub; the items are too diverse across subsystems and failure modes.", + "summary": "No duplicate cluster emerges here: the items are mostly unrelated bugs, regressions, and docs/import issues across different models and subsystems, so all soft pairs are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good canonical representative. If forced, 45278 is the broadest umbrella, but it is too vague to be a true duplicate anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Different problems: intermittent import slowdown vs unsafe sys.modules access." + }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Same family name, but different concrete bugs: Qwen3VL MoE loading vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Same family area (Qwen) but distinct bugs: model loading vs incorrect save_pretrained output." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config-loading problems, but one is trust_remote_code dropping fields and the other is an unrecognized-model/config.json issue." + "reason": "Both are config/loading failures, but one is missing fields from trust_remote_code and the other is an unrecognized model_type." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading failure." + "reason": "Different Ministral issues: save/dequantization failure vs FlashAttention runtime failure." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor error are unrelated." + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different code paths: processor/tokenizer image handling vs t5gemma embedding resize not propagating." + "reason": "Different code paths: processor.tokenizer/image handling vs t5gemma embedding resize behavior." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and stale auto_mappings entries are different bugs." + "reason": "Different model-loading bug vs auto_mappings reference cleanup/CI breakage." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing in generation chunked_prefill is unrelated to ANSI codes in loading_report." + "reason": "Generation cache issue and ANSI logging output issue are unrelated." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Python-version compatibility regression vs a model-specific loading failure." + "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal loading failure." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "CI test flake in GraniteSpeech is not the same as a Phi-4 multimodal loading bug." + "reason": "Python-version compatibility problem vs a specific model load failure in transformers>=5.1.0." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and auto_mappings cleanup are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs removed Sam3LiteText config references." }, { "left": "issue:45561", "right": "issue:45632", "accept": false, - "reason": "A pytest-xdist race on captured_info.txt is different from a trust_remote_code cache-path collision." + "reason": "Test-worker file race vs trust_remote_code cache-path collision; not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules with no clear shared root cause." + "reason": "Different import failures for different symbols/modules." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription handling are unrelated." + "reason": "Unrelated issues: embedding resize vs Whisper empty-transcription generation." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python support/version issue is not the same as a generic dependency issue." + "reason": "General dependency/version complaint is not the same as Python-version support regression." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend requiring torchvision are different problems." + "reason": "Config/model_type lookup failure vs PIL image processor torchvision dependency regression." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model families and different load failures." + "reason": "Different affected models and failures; no shared concrete bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained are unrelated bugs." + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A processor label-reduction bug is not the same as a docs/behavior mismatch for return_all_scores." + "reason": "Image processor label reduction bug vs docs mismatch on pipeline API." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen-related regressions, but one is loading a Qwen3VL MoE model and the other is saving incorrect visual encoder keys." + "reason": "Both concern Qwen save/load, but one is loading Qwen3VL and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD arguments and a tie_word_embeddings warning are unrelated." + "reason": "Optimizer args bug and tie_word_embeddings warning are unrelated." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Assistant mask generation and rope-index scaling are different multimodal behaviors." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different multimodal bugs: assistant masks vs rope-index scaling." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router load-balancing loss and mm_token_type_ids defaults are different model-training issues." + "reason": "Router loss handling and mm_token_type_ids defaults are different model-training issues." }, { - "left": "issue:43927", - "right": "issue:45632", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Save/load token-ID loss and trust_remote_code cache collisions are different bugs." + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning return_all_scores is unrelated to config/model-type loading failure." + "reason": "Docs/API wording issue vs config/model_type loading failure." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43927", + "right": "issue:45632", "accept": false, - "reason": "HybridCache import failure may be one symptom of a broader regression, but 45278 is too general to be the same concrete bug." + "reason": "Save/load token ID preservation bug vs cache-path collision for trust_remote_code." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Python compatibility and PEFT minimum-version bump are not the same issue." + "reason": "A specific missing import is not enough to merge with a broad 'many import errors' report." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch compiled flex_attention failure is unrelated to the TensorBoard-without-TF backend error." + "reason": "Torch flex_attention compilation failure vs TensorFlow backend installation issue." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Phi4Multimodal default config initialization and missing pad_token_id on Llama4Config are different config bugs." + "reason": "Python support regression vs unreleased MIN_PEFT_VERSION bump." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are separate tokenizer-loading failures." + "reason": "Different config initialization bugs in different model classes." } ] }, @@ -9295,8 +9297,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -9341,6 +9343,7 @@ "issue:44898", "issue:44987", "issue:45020", + "issue:45081", "issue:45276", "issue:45290", "issue:45397", @@ -9349,10 +9352,11 @@ "issue:45593" ], "soft_pairs": [ + "issue:44462|issue:45081", "issue:41950|issue:45020", "issue:44297|issue:44462", - "issue:44279|issue:45405", "issue:44496|issue:44877", + "issue:44279|issue:45405", "issue:41950|issue:43650", "issue:43299|issue:43854", "issue:44462|issue:44779", @@ -9365,232 +9369,228 @@ "issue:43450|issue:44279", "issue:42994|issue:43317", "issue:44261|issue:44263", - "issue:43262|issue:44521", "issue:43441|issue:44683", + "issue:43262|issue:44521", "issue:43065|issue:44898", "issue:44623|issue:45397", "issue:44466|issue:45276", "issue:43122|issue:43650", "issue:44623|issue:44749", "issue:43784|issue:45542", - "issue:43673|issue:43761", "issue:44671|issue:44779", + "issue:43673|issue:43761", "issue:44987|issue:45542", - "issue:43653|issue:45593", - "issue:44297|issue:45397" + "issue:43653|issue:45593" ], - "prepared_review_unit_hash": "f8609e87797b12c051efea02489ab96a981af9fcf9e74afb34802fcc64480819", + "prepared_review_unit_hash": "0cbba02162bc3b3ac0ecdf1889c69dfbf5ed2106d5873b09886d84182025c38d", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35676, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "serialized_chars": 36365, + "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 grab-bag of Transformers v5 regressions around tokenizer/model loading, config validation, and processor/pipeline behavior. Most soft pairs are only thematically similar; only the strict-config loading reports look like the same underlying bug.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45020 is the broadest umbrella here, covering v5 regressions that break loading of custom/remote-code models.", + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer, processor, model-loading, quantization, attention-kernel, docs, and unrelated model-specific bugs. There are a few loose tokenizer/loading similarities, but none are strong enough to merge as duplicates. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one representative must be chosen, issue 43723 is the broadest tokenizer-loading regression and the closest shared theme among the more similar reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global representative because it is open and spans the widest slice of the cluster\u2019s model-loading regression reports.", + "best_issue_reason": "Issue 43723 is the best representative because it is concrete, broadly scoped, and closest to the recurring tokenizer/AutoTokenizer loading complaints; the other items are mostly separate bugs in different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: AutoTokenizer ignoring tokenizer.json vs a Mistral regex patch crash." + }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Both are model/pipeline regressions, but one is a video-classification processor bug and the other is a broad remote_code loading issue; not the same underlying defect." + "reason": "Video-classification processor lookup bug and remote_code loading regressions are unrelated." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizers, but one is save_pretrained serialization metadata and the other is AutoTokenizer loading behavior; different code paths." + "reason": "Both concern tokenizer persistence/loading, but one is save_pretrained metadata and the other is repository tokenizer.json selection." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44496", + "right": "issue:44877", "accept": false, - "reason": "Generic dependency problem vs a specific unreleased PEFT version bump; not the same bug." + "reason": "Both involve config loading, but the concrete bugs are different: missing model_type vs strict config rejection for granite_speech." }, { - "left": "issue:44496", - "right": "issue:44877", - "accept": true, - "reason": "Both report strict config validation blocking model loading because required config fields are missing or rejected; same underlying loading issue." + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and a PEFT minimum-version bump are not the same bug." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Unrelated video-classification processor bug vs placeholder issue text." + "reason": "Video-classification processor lookup is unrelated to the placeholder 'ADD THE DATA' issue." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-load failures, but for different models and likely different causes; too broad to merge." + "reason": "Different model-loading failures for different models and code paths." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Tokenizer loading/selection is related, but one is ignoring tokenizer.json from the repo and the other is DeepSeek tokenization regressions; not clearly the same defect." + "reason": "Both are tokenizer-related, but one is AutoTokenizer file selection and the other is Deepseek tokenization correctness." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions: processor.tokenizer access/images passthrough vs DeepSeek tokenizer output changes." + "reason": "Different regressions: processor.tokenizer access/passing images to tokenizer vs Deepseek tokenization output changes." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 probability issue and Sam3Video OOM are unrelated." + "reason": "Unexpected zero probabilities and CUDA OOM are unrelated symptoms." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs/examples, but one is a SigLIP2 example error and the other is a pipeline docs mismatch; not duplicates." + "reason": "Both are docs-related, but they affect different examples and different mismatches." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Placeholder text vs a concrete chat_template crash; no relation." + "reason": "Unrelated: placeholder issue versus a chat_template crash on tool-call assistant messages." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression vs ESM2 model breakage; too different in symptom and scope." + "reason": "Tokenizer-loading regression and an ESM2 model breakage are different underlying problems." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument regression; unrelated." + "reason": "Notebook syntax error and init_empty_weights argument regression are unrelated." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batching shape bug vs a dependency issue; unrelated." + "reason": "Batched video processor shape bug does not match a generic dependency issue." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized save failure vs dequantized load/offload failure; adjacent area but different operation and code path." + "reason": "Both touch quantization/offload, but one is saving quantized models and the other is loading dequantized models with gpu+cpu offload." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals: MLA layernorm precision vs torch.split behavior in a MoE indexer." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different bugs." + "reason": "Different bugs: missing rms_norm_eps precision issue vs torch.split return values in a different indexer." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Different attention implementations/backends and different failure modes; not the same change." + "reason": "Both involve attention acceleration, but they are different kernels/code paths and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat_template behavior, but one is audio sampling-rate defaulting and the other is multimodal assistant_masks being all zero." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Sam3PixelDecoder dummy conv vs Perceiver image classification resize/interpolation failure; unrelated." + "reason": "Different vision-model bugs in different components; only a broad subsystem overlap." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files vs gemma-4 ZeRO3 from_pretrained; different paths." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load failures." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch Gemma-4 weights, but one is serialization inconsistency and the other is resize_token_embeddings propagation; not the same bug." + "reason": "Different serialization/runtime behaviors: lm_head.weight save inconsistency vs resize_token_embeddings not propagating." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer regression vs placeholder issue text; unrelated." + "reason": "Different issues; one is a tokenizer regression and the other is an unrelated placeholder title." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing files on save vs performance regression after upgrading Transformers; unrelated." + "reason": "Processor serialization bug and a performance regression after upgrade are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different backend import errors involving unrelated packages." + "reason": "Both are environment/dependency flavored, but one is a missing nn import and the other is a TensorFlow backend packaging problem." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Different v5 regressions in generation cache vs CLIP hidden_states output." + "reason": "Different model/tokenizer correctness bugs for different models." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Different model families and different failure modes: CamemBERT MLM outputs vs DeepSeek tokenizer behavior." + "reason": "Generation cache regression and CLIPVision hidden_states regression are separate model-path failures." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure vs backend-installation issue; unrelated." + "reason": "Model-loading failure for a specific repo and a tf-backend dependency issue are unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decoding bug vs D-FINE auxiliary-loss issue; unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch vs Gemma-4 ZeRO3 loading; different areas." + "reason": "BigBirdTokenizer special-token decode bug and D-FINE auxiliary-loss behavior are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:44496 / issue:44877, is plausibly the same strict-config loading regression from the titles alone, and the rest are appropriately left unmerged as only thematic similarities. The choice of issue:45020 as the broad umbrella representative is also reasonable from the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -9602,8 +9602,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -9633,6 +9633,7 @@ "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44361", @@ -9644,7 +9645,6 @@ "issue:44589", "issue:44617", "issue:44661", - "issue:44749", "issue:45003", "issue:45200", "issue:45250", @@ -9657,15 +9657,16 @@ "issue:45593" ], "soft_pairs": [ - "issue:42175|issue:43976", "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:42175|issue:43976", "issue:44361|issue:45593", "issue:43475|issue:44016", "issue:45561|issue:45563", "issue:43824|issue:43976", - "issue:43525|issue:43881", - "issue:43295|issue:44617", "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:43525|issue:43881", "issue:44589|issue:45362", "issue:44188|issue:44336", "issue:41628|issue:43976", @@ -9685,211 +9686,216 @@ "issue:43526|issue:45003", "issue:44336|issue:44485", "issue:43673|issue:44561", - "issue:44162|issue:45200", - "issue:44295|issue:44749" + "issue:44162|issue:45200" ], - "prepared_review_unit_hash": "175f6c9e8df460db9356a969d1f5201498ca79b14ff121718bc81b8535681bec", + "prepared_review_unit_hash": "70dfeb08b2d5286599d58cf93fa8bf9e4b712feafb235bb4b10e01795d4ef228", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36374, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are overwhelmingly false positives: the items span unrelated import errors, model-specific loading bugs, tokenizer regressions, testing issues, docs, and performance problems. No pair looks like the same underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43824 is the strongest anchor: it is a concrete import regression, has the highest discussion/inbound-reference activity, and is more representative than the other mostly unrelated reports.", + "summary": "The set is very heterogeneous: most soft pairs are only loosely related by broad themes like import errors, tokenizer regressions, or model-loading failures, but they do not describe the same concrete bug/change. I would not merge any of the suggested soft edges.", + "confidence": 0.73, + "canonical_issue_reason": "No strong canonical issue exists for the whole set because the items span unrelated failures. If a representative must be chosen, issue #43824 is the strongest broad regression report in the group (high discussion and inbound refs) and sits near the general import/error theme.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical; among this set, issue:43824 has the clearest reproducible failure and the broadest evidence trail.", + "best_issue_reason": "Issue #43824 is the best available representative only by signal/impact; it is not truly a duplicate of the others, but it is the clearest high-traffic regression among the import-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Different failure modes: missing TensorFlow in a torch-only install vs a Python-version compatibility break." + "reason": "Both involve pipeline/model behavior, but one is a docs/behavior mismatch for `return_all_scores` and the other is a SigLIP2 output quality regression. Different bugs and code paths." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata mismatch is unrelated to the Gemma-4 Zero3 `from_pretrained` failure; different failure modes and subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "One is a docs/behavior mismatch, the other is a bad model output regression; not the same bug." + "reason": "One is about missing TensorFlow in a `.[torch]` install, the other about Python version compatibility in 5.1.0. Same ecosystem, but not the same bug." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError on tasks vs missing auxiliary losses in D-FINE are unrelated code paths." + "reason": "`MLukeTokenizer` task failure and D-FINE auxiliary-loss behavior are unrelated model-specific issues." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM 3 Video attribute error and a notebook syntax error are clearly unrelated." + "reason": "SAM3 video output attribute error and a notebook syntax error are not the same underlying problem." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Both touch testing, but one is an xdist file race and the other is a stale generation warning." + "reason": "A pytest-xdist file race and a stale generation warning are distinct test/runtime issues." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2.5 VL export/import symbol vs Python version support; unrelated issues." + "reason": "Qwen2_5_VL import failure and Python 3.9/3.10 compatibility are different problems." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Llama4 config attribute missing and GLM-4V load failure are different model-specific bugs." + "reason": "A model not supporting Flash Attention 2 yet is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression vs CUDA OOM in Sam3Video; different symptoms and causes." + "reason": "Processor/tokenizer regression and SAM3 CUDA OOM are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "One reports lack of Flash Attention 2.0 support for a model; the other is a generic feature request." + "reason": "Both are model-loading failures, but they involve different models and likely different missing/config attributes." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash are not the same underlying problem." + "reason": "Float8 storage deserialization failure is unrelated to a Qwen3.5 chat crash." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile kernel divergence and ANSI code output in loading_report are unrelated." + "reason": "Attention kernel divergence under `torch.compile` and ANSI codes in loading_report are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "An import failure for AutoImageProcessor is not the same as a Python-version compatibility issue." + "reason": "`AutoImageProcessor` import failure is not the same as the Python-version compatibility report." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access bug vs Gemma-4 zero3 loading failure are different issues." + "reason": "Buffer access on `position_ids` and Gemma-4 Zero3 loading are different bugs." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores and slow import behavior are unrelated." + "reason": "A pipeline docs/behavior mismatch and slow `import transformers` do not share the same concrete code path." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE/versioning, but one is LoRA compatibility across branches and the other is model loading on dev0; too different to merge." + "reason": "Both mention Qwen3-MoE-family models, but one is a LoRA compatibility issue across branches and the other is a Qwen3VL-MoE loading regression." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are separate pipeline bugs." + "reason": "Video-classification looking for image processors and `_torch_extract_fbank_features()` are different pipeline bugs." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape output in a loading report is unrelated to a wrong docstring." + "reason": "ANSI output in `loading_report` and a wrong docstring for `position_ids` are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss omission in MoE and D-FINE auxiliary-loss behavior are different model-specific bugs." + "reason": "Both concern missing auxiliary-style losses, but they affect different models and different control flags; not the same bug." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec regression are both tokenizer-related, but not the same failure." + "reason": "Both are tokenizer regressions, but they target different models and different tokenizer logic." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Tokenizer mapping registration failure and undefined tf backend after install are unrelated." + "reason": "`add-new-model-like` mapping logic and a TensorBoard/TensorFlow backend install issue are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow imports sometimes and unrecognized model config are different problems." + "reason": "Slow import and unrecognized model/config loading are not the same failure." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe `sys.modules` access in `modeling_utils` and a test-worker file race are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules; same symptom, not same bug." + "reason": "These are both import errors, but they concern different symbols and different packages/modules." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and code paths." + "reason": "Different missing imports from different parts of Transformers; not a single underlying defect." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are distinct model/runtime issues." + "reason": "Both involve Qwen-family models, but one is a sliding-window issue and the other is a chat crash; too different to merge." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe sys.modules access." + "reason": "`reduce_labels` returning one label and unsafe `sys.modules` access are unrelated implementation bugs." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated." + "reason": "Terminal-color handling in loading_report and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache missing and trust_remote_code breakage from a removed helper are separate regressions." + "reason": "Chunked-prefill cache handling and removal of `is_torch_fx_available` affect different code paths and problems." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model bugs." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "A position_ids buffer issue and a Chinese performance regression are unrelated." + "reason": "ESM2 breakage and Gemma-4 `mm_token_type_ids` defaults are unrelated model-specific regressions." } ] }, @@ -9908,8 +9914,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -9936,16 +9942,17 @@ "issue:44162", "issue:44242", "issue:44246", + "issue:44295", "issue:44336", "issue:44368", "issue:44466", "issue:44496", "issue:44734", + "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", - "issue:44933", "issue:44977", "issue:44987", "issue:44995", @@ -9962,6 +9969,7 @@ "issue:45588" ], "soft_pairs": [ + "issue:44295|issue:44749", "issue:44242|issue:44857", "issue:44246|issue:44871", "issue:44877|issue:45375", @@ -9980,219 +9988,212 @@ "issue:43257|issue:45137", "issue:44496|issue:45003", "issue:44060|issue:44077", - "issue:43295|issue:45292", "issue:44995|issue:45588", + "issue:43295|issue:45292", "issue:43262|issue:44246", "issue:43653|issue:44162", "issue:43475|issue:43540", - "issue:44368|issue:45563", "issue:44466|issue:45335", + "issue:44368|issue:45563", "issue:44368|issue:44977", - "issue:44933|issue:45459", "issue:43673|issue:44734" ], - "prepared_review_unit_hash": "bc475be8892c170621ba8ca6a0a2c737bcbf2b80811c5cd81d160415db179e29", + "prepared_review_unit_hash": "b1afb76ba21b8b63d237b7b6e63c48c624cbf674c4d2f9ad07a463ac1540ff8e", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35611, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regressions rather than one duplicate family. The only strong duplicate-like pair is the resize_token_embeddings / secondary-embedding mismatch; the rest are distinct issues across different models and subsystems.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45292 is the broader formulation of the resize_token_embeddings bug, and issue:45335 looks like the same underlying failure on t5gemma's decoder.embed_tokens, so 45292 is the best anchor for the duplicate pair.", + "summary": "The items form a loose collection of Transformers v5 regressions and model-specific bugs, but none of the soft pairs look like true duplicates of the same underlying issue. No PRs are present.", + "confidence": 0.27, + "canonical_issue_reason": "issue:44987 is the broadest, user-facing loading failure among the set and the best weak anchor for this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 has the clearest general description of the shared embedding-resize bug and is the best representative issue in this set.", + "best_issue_reason": "issue:44987 is the most central open issue and the closest thing to a cluster anchor, but the surrounding issues are too diverse to treat as one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access bug; the other is a general slowdown after upgrading Transformers. Different failure modes and code paths." + }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different subsystems and failure modes: MOE load-balancing loss vs AMP/CUDA crash in image loss." + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Unrelated problems: import performance sometimes vs Gemma eos_token_id config mismatch." + "reason": "Import-time slowness and Gemma eos_token_id inconsistency do not describe the same underlying defect." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but they affect different model configs and different concrete symptoms." + "reason": "Both involve config handling, but one is strict config loading and the other is a missing Qwen vision field; not the same bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "An import error for a missing image processor export is unrelated to a DeepSpeed ZeRO3/BertModel index crash." + "reason": "An import error for Qwen2.5 VL image processor is unrelated to a DeepSpeed ZeRO3/BertModel index error." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the concrete bugs and code paths are different." + "reason": "Tokenizer decoder-type warnings and incorrect DeepSeek tokenizer output are both tokenizer-related but are not the same concrete issue." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Different models and different failures: FlashAttention on Ministral-3 vs video input processing in Qwen3OmniMoe." + "reason": "FlashAttention failure for Ministral-3 and a video-input ValueError in Qwen3OmniMoe affect different models and code paths." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding-resize propagation is unrelated to Whisper's empty-transcription generation failure." + "reason": "Embedding resize propagation and Whisper empty-transcription generation after align_special_tokens are different bugs." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer correctness in v5 is not the same bug as resize_token_embeddings not updating embeddings." + "reason": "DeepSeek tokenizer correctness and resize_token_embeddings behavior are distinct problems." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure for a specific repo is unrelated to protobuf-dependent tokenizer error masking." + "reason": "Model loading on transformers>=5.1.0 and protobuf decode-error handling are unrelated issues." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "Importing AutoImageProcessor and a video pipeline using image processors are related API areas, but not the same concrete bug." + "reason": "An AutoImageProcessor import error and video-classification pipeline choosing image processors are adjacent but not the same failure." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are different failures with no shared code path." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache on a second forward pass is unrelated to mm_token_type_ids being required for text-only fine-tuning." + "reason": "A stale indexer cache on second forward and missing default mm_token_type_ids are different bugs." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores vs a sys.modules access bug are not the same underlying issue." + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access in modeling_utils are unrelated." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to the sam3_video vs sam3_tracker warning." + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video vs sam3_tracker config warning are not the same defect." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs after sync_gpus and ANSI-code output from loading_report are unrelated bugs." + "reason": "Generation kwargs update after sync_gpus and ANSI codes in loading_report are unrelated." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and a ZeRO3 deque pop error are different failure modes." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and a ZeRO3 deque pop error are different DeepSpeed failures." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are different code-path problems." + "reason": "Config model-type recognition and sys.modules access safety are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "A tied-weights warning bug and allowing optional post_init in patchtsmixer are not the same change." + "reason": "Incorrect tied-weights warnings in Qwen3-Next and patchtsmixer post_init policy are not the same change." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Processor.tokenizer/image-to-tokenizer regression is separate from resize_token_embeddings not updating output embeddings." + "reason": "GlmMoeDsa stale cache and flash_attention s_aux=None crashes are different runtime errors." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "A stale cache crash on second forward pass is not the same as flash_attention failing on s_aux=None." + "reason": "A processor.tokenizer regression in v4.57.5 and embedding resize propagation are not the same bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and slow imports are unrelated." + "reason": "Audio chat-template sampling-rate defaults and import slowness are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct bugs." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct model/tokenizer issues." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Sam3VisionEncoderOutput missing an attribute is unrelated to Qwen3OmniMoe video-input validation." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "A tied-embeddings warning and a stale num_return_sequences warning are different warning-path issues." + "reason": "SAM3 video attribute loss and Qwen3OmniMoe video-input processing fail in different parts of the stack." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Inconsistent lm_head serialization is unrelated to resize_token_embeddings not reaching decoder.embed_tokens." + "reason": "Device-dependent tied-weight serialization and t5gemma decoder embedding resizing are related only at a broad embedding level." }, { "left": "issue:44368", - "right": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Tied-weights warning noise and Qwen3.5 flash-attention generation failure are different problems." + "reason": "A tied-word-embeddings warning and a stale num_return_sequences warning are different warning logic bugs." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "A missing image_utils import is unrelated to hidden tokenizer errors when protobuf is absent." + "reason": "Qwen3.5 flash-attention generation failure is not the same as a tie_word_embeddings warning." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Missing cache in GenerationMixin during chunked_prefill and wrong KV-cache indexing in serve are different concrete bugs." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both report the same underlying resize_token_embeddings bug: the resized input embeddings are not propagated to the secondary output/decoder embedding module." + "reason": "Chunked-prefill cache missing and KV-cache continuation indexing errors are both generation-related but not the same underlying bug." } ] }, @@ -10211,8 +10212,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -10240,7 +10241,6 @@ "issue:44188", "issue:44222", "issue:44297", - "issue:44351", "issue:44361", "issue:44368", "issue:44623", @@ -10262,10 +10262,12 @@ "issue:45375", "issue:45381", "issue:45397", + "issue:45459", "issue:45478", "issue:45600" ], "soft_pairs": [ + "issue:44933|issue:45459", "issue:44869|issue:45356", "issue:45137|issue:45600", "issue:43931|issue:44368", @@ -10286,245 +10288,237 @@ "issue:45375|issue:45478", "issue:43475|issue:43643", "issue:41628|issue:44933", - "issue:45310|issue:45375", "issue:45081|issue:45103", + "issue:45310|issue:45375", "issue:42994|issue:43525", "issue:42222|issue:45200", "issue:43475|issue:44661", - "issue:42831|issue:44222", "issue:43873|issue:44945", + "issue:42831|issue:44222", "issue:45310|issue:45397", "issue:45362|issue:45375", - "issue:43232|issue:44188", - "issue:41628|issue:44351", - "issue:44222|issue:45310" + "issue:43232|issue:44188" ], - "prepared_review_unit_hash": "7f1b15fd7d9c889d14960059815af26b1052223d633afcc3811bb155de7f11fd", + "prepared_review_unit_hash": "3753b2526078ac8678968a86cad8be22ed81ef90384e1965b57f3b8d9d4d58e7", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36950, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "soft_pair_count": 31, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but it does contain at least two exact duplicate issue pairs: issue:42673/issue:43704 and issue:45310/issue:45478. issue:42673 is the best canonical anchor because it is the earliest and most substantiated of the exact duplicates; most other soft pairs remain non-duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is part of an exact duplicate pair with issue:43704, is earlier, and has better discussion/reference activity. Also, issue:45310 and issue:45478 form a second exact-title duplicate pair, so the cluster is not a single-duplicate case.", + "summary": "This cluster is mostly heterogeneous. Only issue:42673 and issue:43704 look like a true duplicate pair (the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads). The other soft pairs are better treated as non-matches, including the Qwen3.5-Moe from_pretrained pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest umbrella issue in the set, covering the largest current upgrade-regression surface ('many import errors after update from 4.57.0 to 5.5.0'), even though the overall cluster is not tightly unified.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best global issue to anchor consolidation: it cleanly represents one exact duplicate pair and is the most developed report among the exact matches. The presence of another exact pair (issue:45310/issue:45478) means the cluster should be described as having multiple duplicate pockets, not just one.", + "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most general and current regression report; the rest of the cluster is too fragmented to serve as a single canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import/tokenizer-related, but they describe different failures and code paths: a nonexistent image_utils import versus hidden tokenizer decode errors when protobuf is missing." + }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: Whisper trailing replacement-character decode crash vs Kimi tokenizer codec/regex regression." + "reason": "Different tokenizer regressions in different model families; Whisper timestamp decoding is unrelated to Kimi-K2.5 codec/fix_mistral_regex behavior." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Unrelated failures: DeepSpeed ZeRO3 deque underflow vs Sam3LiteText auto-mapping/CI breakage." + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated bugs." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Different symptoms and code paths: Qwen3-VL weight-shape mismatch vs a Qwen3.5 LoRA warning." + "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files." + "reason": "Both touch save_pretrained, but one is tokenizer class metadata and the other is missing processor files; not the same bug." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus is a different failure mode from missing GenerationMixin cache in chunked_prefill." + "reason": "Different generation issues: post-sync_gpus kwargs update versus missing GenerationMixin cache during chunked_prefill." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Specific generation-cache bug vs broad import-error regression after upgrade; too different to merge." + "reason": "A generation cache regression and a broad import-error regression are different failure classes and code paths." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic custom model init regression and ESM2 breakage are not the same concrete issue." + "reason": "These are separate upgrade regressions affecting different subsystems; custom model initialization is not the same as the ESM2 breakage." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to the reported slowdown after upgrading Transformers." + "reason": "MLukeTokenizer AttributeError and a large performance slowdown after upgrade are different symptoms and different subsystems." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak report; same title and same behavior, clear duplicate." + "reason": "These appear to be exact duplicates: same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance regression in data filtering is unrelated to a Qwen3.5 MoE from_pretrained loading error." + "reason": "Data-filtering slowdown and Qwen3.5-Moe from_pretrained loading failure are unrelated bugs." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel is unrelated to Sentence Transformers hanging while loading." + "reason": "Both are loading-related, but missing PyTorch for AutoModel and Sentence Transformers getting stuck loading are different issues." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report is not the same as a Gemma-4 Zero3 from_pretrained failure." + "reason": "issue:45230 is too generic to establish sameness, while issue:45397 is a specific gemma-4 zero3 from_pretrained problem." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different issues." + "reason": "Qwen3-VL MoE loading and processor.save_pretrained missing files are different code paths and failure modes." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are both quantization-adjacent but not the same bug." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to the data-filtering slowdown report." + "reason": "Checkpoint resume key mismatch is unrelated to the data-filtering slowdown regression." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API warning is not the same as InternVL2 meta-initialization incompatibility." + "reason": "TF32 API deprecation guidance is unrelated to the InternVL2 remote-code/meta-initialization incompatibility." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 video encoder attribute error and qwen2.5-vl video position-id bug are distinct model-specific regressions." + "reason": "Different vision/video bugs: missing fpn_position_embeddings versus wrong vision_position_ids." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a specific missing config field and the other is a generic from_pretrained error; not enough to prove the same bug." + "reason": "Both mention Qwen3.5 Moe, but one is a missing vision config field and the other is a from_pretrained loading error; not the same underlying issue." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video encoder attribute error is unrelated to the AutoConfig trust_remote_code missing-fields issue." + "reason": "SAM 3 Video encoder attribute errors and trust_remote_code AutoConfig missing fields are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they involve different missing symbols and different APIs." + "reason": "Both are import errors, but missing AutoImageProcessor and a nonexistent image_utils import are different failures." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes look related, but the titles do not establish the same concrete code-path bug." + "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated subsystems." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer regex patch crash is unrelated to the auto_docstring annotation AttributeError." + "reason": "Same broad model family, but different components and failure modes: text MoE from_pretrained error versus vision config field loss." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids behavior are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 video encoder failure is unrelated to the add-new-model-like TOKENIZER_MAPPING_NAMES bug." + "reason": "SAM 3 Video encoder bug is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES membership." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different bug classes." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output corruption are not the same underlying bug." + "reason": "FP8 accuracy degradation and FP8 save_pretrained/moe issues are different failure modes." }, { "left": "issue:45310", "right": "issue:45397", "accept": false, - "reason": "Qwen3.5 MoE loading error and Gemma-4 Zero3 from_pretrained failure are unrelated model families." + "reason": "Both involve Qwen/Gemma model loading regressions, but they affect different model families and code paths." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 chat crash is too broad and not the same concrete config-field omission bug." + "reason": "Qwen3.5 chat crash and Qwen3_5MoeVisionConfig field loss are separate bugs." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "AutoImageProcessor missing import and HybridCache missing import are different symbols and code paths." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained loading error are different operations and failure modes." + "reason": "Generation kwargs update after sync_gpus is unrelated to torch.compile attention-kernel branching divergence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary overstates uniqueness and misses a stronger duplicate. In the packet, issue:45310 and issue:45478 have the exact same title ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so they look like a duplicate pair as well. That means the claim that issue:42673/issue:43704 is the 'only exact duplicate pair' is not grounded. The rest of the soft-edge rejections are mostly conservative, but this miss makes the consolidation summary unreliable." + "feedback": "The overall framing is mostly conservative, but the summary overstates the duplicate structure: the packet only supports one accepted duplicate pair (42673/43704). The claim that there are two true duplicates, including an \u2018identical Qwen3.5-Moe from_pretrained\u2019 pair, is not grounded in the provided soft pairs. Please revise the summary to reflect only the supported duplicate and keep the rest as tentative non-matches." }, "evaluator_used": true, "retried": true, @@ -10540,8 +10534,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -10573,7 +10567,7 @@ "issue:44188", "issue:44222", "issue:44242", - "issue:44297", + "issue:44351", "issue:44373", "issue:44448", "issue:44496", @@ -10595,15 +10589,17 @@ "issue:45561" ], "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", "issue:42994|issue:44164", "issue:44038|issue:45310", "issue:44496|issue:45561", "issue:43526|issue:45561", "issue:43232|issue:44792", "issue:43504|issue:45561", + "issue:43377|issue:44242", "issue:36010|issue:41628", "issue:43673|issue:44188", - "issue:43377|issue:44242", "issue:30990|issue:35141", "issue:43479|issue:44079", "issue:42898|issue:44568", @@ -10616,230 +10612,229 @@ "issue:44188|issue:44373", "issue:44060|issue:45125", "issue:43278|issue:45137", - "issue:43723|issue:44568", "issue:44734|issue:45103", + "issue:43723|issue:44568", "issue:42898|issue:45356", "issue:42898|issue:44779", - "issue:43874|issue:45092", "issue:30333|issue:33290", + "issue:43874|issue:45092", "issue:42898|issue:44448", - "issue:41628|issue:45459", - "issue:44222|issue:44297" + "issue:41628|issue:45459" ], - "prepared_review_unit_hash": "7d8ccdb2d7d52db48ef16a06c4ac95d10c969f91e5e2a9e3c6141f9cf0153940", + "prepared_review_unit_hash": "26ddd03dcc17abcdb55c0e83281ea8ab7733baa824e3ca8774d2795f71a65276", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36719, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "soft_pair_count": 31, + "serialized_chars": 36969, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, import errors, multimodal config/loading bugs, save/load issues, serving problems, and unrelated training/runtime failures. None of the soft pairs look like the same underlying bug or change, so all were rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bug reports rather than one duplicate theme.", + "summary": "No soft-edge pair looks like a true duplicate. The set mixes unrelated issues across import/export regressions, tokenizer behavior changes, multimodal model loading, training/runtime bugs, and serialization problems. The only repeated theme is general v5 tokenizer regressions, but the specific bugs are model- or behavior-specific rather than one underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents this set because the items are heterogeneous. If forced to pick the broadest hub, issue 42898 is the most general tokenizer-regression report, but it is not a true umbrella for the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the cluster is too diverse to collapse into one canonical bug.", + "best_issue_reason": "Issue 42898 is the best representative among the listed issues only in the limited sense that it is the broadest and most central tokenizer-regression report, with some inbound attention. It still does not unify the other bugs into one duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Training/MLflow reporting failure vs Sentence Transformers loading hang; unrelated bugs." + "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 `save_pretrained` and the other is `from_pretrained` loading; different code paths and symptoms." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Quantized-model saving failure vs general extra_state handling in save/from_pretrained; different save-path bugs." + "reason": "Both involve saving/loading, but one is quantized model saving and the other is `extra_state` handling; not the same underlying bug." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different model families and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained." + "reason": "Same model family, but one is a broad Qwen3-VL-Moe issue and the other is a specific Qwen3.5 MoE load error." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue vs pytest-xdist race on captured_info.txt; unrelated." + "reason": "Unrecognized model loading and a pytest-xdist file race are unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label handling vs testing-utils race; no overlap." + "reason": "BEiT label reduction and test-worker file capture race are unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation KV-kwarg bug vs janus image-generation test failure; not the same code path." + "reason": "Generation kwargs update after `sync_gpus` and a Janus image-generation test failure do not point to the same bug." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Beit pretrained-load legacy field issue is unrelated to xdist file race." + "reason": "BEiT legacy-field loading and a testing race condition are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "One is a MIMI padding-mask correctness bug; the other is MoE load-balancing loss logic." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and fixes: GenerationMixin vs AutoImageProcessor." + "reason": "Both are import regressions, but for different APIs and likely different package exports." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Chunked prefill cache issue vs torch.compile branching divergence in attention kernels; different bugs." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "MIMI padding-mask inconsistency vs MoE load-balancing-loss omission; unrelated behavior." + "reason": "`GenerationMixin` cache handling and attention-kernel divergence under `torch.compile` are distinct generation-path problems." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang vs embedding reinitialization on resize; different model lifecycle problems." + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resizing are unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults vs ModelOutput key assignment; different abstractions." + "reason": "Multimodal config initialization and `ModelOutput` key assignment are different subsystems with different failure modes." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer v5 behavior change vs special-token insertion bug; both tokenizer-related but not the same concrete defect." + "reason": "Both are tokenizer regressions in v5, but one is `clean_up_tokenization_spaces` behavior and the other is `add_special_tokens` BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config initialization bug vs Whisper timestamp decode crash; unrelated." + "reason": "Config defaults for Phi-4 multimodal and Whisper timestamp decoding are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility issue vs missing image_utils import; different failure classes." + "reason": "Python version compatibility and a missing image_utils import are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend dependency packaging vs nonexistent import from image_utils; unrelated." + "reason": "Package dependency omission and a missing import are different packaging issues." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal model load failure vs DeepSpeed ZeRO3 deque IndexError; different subsystems." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque exhaustion are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same bug." + "reason": "Processor save file omission and Qwen3.5 MoE load error are different issues." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures for different missing symbols/models; too broad to merge." + "reason": "Different import failures (`nn` missing vs `Qwen2_5_VLForConditionalGeneration` missing) with no evidence of one root cause." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile vs docstring typo for position_ids; unrelated." + "reason": "Attention-kernel divergence and a wrong docstring are not duplicates." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning bug vs missing tensor-parallel plan on a different Qwen model; different code paths." + "reason": "Tied-weights warning for Qwen3-Next and missing tensor-parallel plan for Qwen3.5-Moe are different model bugs." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype regression vs ZeRO3 deque error; unrelated." + "reason": "Embedding dtype drift and DeepSpeed deque errors are unrelated." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Tokenizer loading issue vs add_special_tokens behavior regression; not the same defect." + "reason": "KV-cache continuation crash and auto-docstring crash under future annotations are different code paths." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Serving KV-cache indexing crash vs auto_docstring AttributeError; unrelated." + "reason": "Tokenizer loading in v5 and special-token insertion behavior are separate tokenizer issues." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Generic tokenizer cleanup behavior change vs Kimi-K2.5 codec/warning regression; different tokenizer bugs." + "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." + "reason": "Different tokenizer regressions for different models; not the same underlying defect." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Missing image-patch helper vs remote-code meta-init incompatibility; different multimodal issues." + "reason": "MLflow reporting after failed jobs and DeepSpeed Adafactor OOM are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "MLflow failure reporting vs loading hang; unrelated." + "reason": "Missing multimodal-image-patch API and remote-code checkpoint meta-init incompatibility are different problems." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup behavior change vs Pegasus output difference across versions; similar area but not same concrete bug." + "reason": "A tokenizer cleanup default change and Pegasus output divergence between v4 and v5 are broader but distinct regressions." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "AutoImageProcessor import error vs protobuf-related tokenizer error masking; unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 MoE save_pretrained issue vs tokenizer_config class mismatch; different save paths and components." + "reason": "Missing exported import and hidden tokenizer decode errors when protobuf is absent are unrelated." } ] }, @@ -10858,8 +10853,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -10912,6 +10907,7 @@ "issue:45459" ], "soft_pairs": [ + "issue:44222|issue:44297", "issue:42898|issue:43295", "issue:43479|issue:43644", "issue:44442|issue:45459", @@ -10948,238 +10944,250 @@ "issue:43576|issue:43784", "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "408943c1016eb5a130e831509ab0b0c8d640f5cb4b6f192c769fac0685c9b64c", + "prepared_review_unit_hash": "836e2c50bfad241d4f104088c2d12d78a41a268c946c0ea0ff2c67eba273f0a5", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37357, - "estimated_input_tokens": 9340, - "estimated_eval_tokens": 18936 + "soft_pair_count": 36, + "serialized_chars": 37646, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a heterogeneous set of unrelated Transformers bugs and regressions, many around imports/loading/save_pretrained behavior. No PRs are present; the broadest issue in the set is the generic import-regression report.", - "confidence": 0.27, - "canonical_issue_reason": "issue:45278 is the broadest umbrella item here, covering the import-error regressions that overlap with several other items in the set.", + "summary": "This cluster is a loose mix of Transformers import/load/save/regression issues, mostly around tokenizer and processor behavior in v5, but the soft pairs do not look like true duplicates of the same underlying bug/change.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43723 is the most representative concrete regression here: a v5 tokenizer-loading failure. It sits near the center of the import/load theme without being overly model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative triage anchor because it captures the widest shared symptom class in this cluster (post-upgrade import failures).", + "best_issue_reason": "issue:45278 is the broadest umbrella issue in the set, describing many import errors after a version upgrade, so it best matches the overall cluster theme even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different problems: FP8 save_pretrained for MoE vs tokenizer_class mismatch on save. Same area, not the same bug." + }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Different regressions: tokenization-space cleanup behavior vs processor/tokenizer image-handling crash." + "reason": "One is a v5 tokenization-space behavior change; the other is a processor.tokenizer / image-passing regression. Not the same failure." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different bugs in different areas: multimodal config defaults vs non-persistent buffer initialization." + "reason": "Phi4MultimodalConfig default config initialization and non-persistent buffer corruption are unrelated." }, { "left": "issue:44442", "right": "issue:45459", "accept": false, - "reason": "Different failure modes: FastSpeech2ConformerTokenizer loading vs protobuf decode-error handling." + "reason": "AutoTokenizer failing to load a specific tokenizer is not the same as protobuf-related exception masking." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "One is FP8 MoE save_pretrained failure; the other is missing processor files on save_pretrained." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is missing processor files; different code paths." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Unsupported center argument in a feature extractor is unrelated to auto_docstring annotation parsing." + "reason": "Feature extractor center-arg crash is unrelated to the auto_docstring annotation crash." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading." + "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they target different symbols and different dependency surfaces." + "reason": "Both are import errors, but for different symbols and different root causes; too broad to merge." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch are separate import/dependency errors." + "reason": "Missing transformers.onnx and missing PyTorch are separate dependency/import errors, not one bug." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save failure is not the same as the max_shard_size question in save_pretrained." + "reason": "FP8 MoE save_pretrained failure is unrelated to the max_shard_size default question." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different service crashes with different root causes and code paths." + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different serving/processor issues." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression is unrelated to Qwen3.5 flash-attention generation." + "reason": "Generic tokenizer-loading regression and Qwen3.5 flash-attention generation failure are not the same underlying bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem, but different defects: torch.split handling vs missing ReLU in the DSA indexer." + "reason": "torch.split return handling in GlmMoeDsaIndexer is distinct from the missing-ReLU DSA indexer change." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failure is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "MLFlow reporting after failed training jobs and compute_loss signature incompatibility are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer tensor-split behavior is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "DSA indexer torch.split behavior and InternVL2 meta-init incompatibility are different issues." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job MLFlow reporting and model loading regression are distinct issues." + "reason": "MLFlow reporting on failure is unrelated to Llama 3.2 Vision model-loading regression." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLFlow status reporting is unrelated to embedding reinitialization during resize_token_embeddings." + "reason": "Training-job reporting and embedding reinitialization after resize are separate bugs." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import and MLFlow job reporting are unrelated." + "reason": "Dependency-missing AutoModel import error and MLFlow job reporting failure are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer position_ids readback issue is unrelated to processor save_pretrained missing files." + "reason": "position_ids buffer access error and missing processor save files do not share the same code path." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VLProcessor batch chat-template crash is unrelated to auto_docstring annotation handling." + "reason": "Batched apply_chat_template crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Incorrect multimodal config initialization is unrelated to rotary_pct reloading behavior." + "reason": "Default multimodal config initialization is unrelated to GPTNeoXConfig rotary_pct reload behavior." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to old InternVL2 meta-init incompatibility." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as InternVL2 meta-initialization incompatibility." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression is unrelated to Gemma-3 eos_token_id config inconsistency." + "reason": "Tokenizer loading regression and eos_token_id configuration mismatch are different issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Generic tokenizer loading failure and EMBEDDIA/est-roberta loading failure are not the same bug." + "reason": "Both are tokenizer-related regressions, but they affect different models and failure modes; not the same bug." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Tokenizer loading regression is unrelated to FastSpeech2ConformerTokenizer import/load failure." + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer is a model-specific loader issue, not the same as the v5 tokenizer-loading regression." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained key mismatch are different model-specific bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero-probabilities are different behaviors with different causes." + "reason": "Sentence Transformers loading stall and SigLIP2 zero-probability outputs are unrelated runtime issues." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline-cache tokenizer loading and quantized model saving are unrelated." + "reason": "Offline tokenizer cache loading and quantized model saving failure are different paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading errors." + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing exports and different model classes." + "reason": "Two import errors, but for different exports and likely different causes; not a duplicate pair." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy issues are not the same as Qwen3-VL-Moe regression behavior." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug are unrelated." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Issue 45278 is a broad umbrella, but 42757 is a specific huggingface_hub import failure, not the same concrete bug." + "reason": "is_offline_mode import failure may be part of broader upgrade breakage, but it is not the same concrete bug as the many-import-errors report." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "transformers env command breakage is unrelated to sentence-transformers import NameError." + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer computation bug is unrelated to a docstring-only position_ids issue." + "reason": "DSA indexer torch.split behavior and wrong position_ids docstring are different issues." } ] }, @@ -11198,8 +11206,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -11265,13 +11273,13 @@ "issue:43976|issue:44945", "issue:43232|issue:44743", "issue:39401|issue:44488", - "issue:42907|issue:43937", "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:43784|issue:45600", "issue:41628|issue:45278", "issue:43408|issue:43475", - "issue:43784|issue:45600", - "issue:44360|issue:44485", "issue:44625|issue:44829", + "issue:44360|issue:44485", "issue:43116|issue:45200", "issue:39401|issue:44521", "issue:44038|issue:44297", @@ -11286,20 +11294,20 @@ "issue:42907|issue:43452", "issue:43992|issue:44704" ], - "prepared_review_unit_hash": "1c5dcc64d24872092af1b3108fe67fa83fcb9f5800ed7b4a545cd065452d35b5", + "prepared_review_unit_hash": "e8f793b4998c525b8020670f52bff410d66b6f47d84abfd0d170e2ba05669c88", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36558, + "serialized_chars": 36560, "estimated_input_tokens": 9140, "estimated_eval_tokens": 18536 }, @@ -11308,210 +11316,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformer bugs across tokenization, loading, generation, multimodal chat templates, and model-specific regressions. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #44521 is the strongest representative issue because it is a concrete, reproducible bug report with active discussion/inbound references and a clearly defined code path (`apply_chat_template` for multimodal inputs).", + "summary": "This cluster is very noisy and mostly contains unrelated transformer issues; the soft pairs generally share broad subsystem vocabulary but not the same underlying bug. I\u2019d anchor the cluster on the most active open issue, but I would not merge any of the soft pairs.", + "confidence": 0.58, + "canonical_issue_reason": "Issue #44521 is the strongest anchor: it is open, has the highest inbound reference count in this set, and describes a concrete core API bug rather than a niche or purely diagnostic problem.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best global issue candidate: it is specific, actionable, and currently open, making it a better anchor than the more vague or closed reports in this set.", + "best_issue_reason": "Issue #44521 is the best representative issue overall because it is recent, active, externally referenced, and about a user-visible multimodal API failure with clear reproduction value.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer/template regressions, but one is tokenization drift across versions and the other is multimodal assistant-mask generation; different failure modes." + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization regression and the other is an all-zero assistant_mask bug in multimodal chat templating; different code paths." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwarg update after `sync_gpus` is unrelated to D-FINE auxiliary loss behavior." + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "`TOKENIZER_MAPPING_NAMES` returning `None` and `AutoProcessor.from_pretrained` missing kwargs are different loader bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs passthrough are different API-layer bugs." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is not the same as wrong tokenizer decoder type in v5." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are distinct issues." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Version-to-version tokenization changes and batched chat-template crashes are separate bugs." + "reason": "Both involve tokenization/chat-template behavior, but the first is a tokenizer regression while the second is a batched apply_chat_template crash with padding=False." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a `torch.split()` issue in GLM-MoE are unrelated." + "reason": "TF32 configuration warnings and a torch.split return-value bug are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both mention loading problems, but one is Sentence Transformers hanging and the other is a MacOS bus error with a CLIP model." + "reason": "Sentence Transformers loading hang and a MacOS CLIP bus error are different failures." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a registered `position_ids` buffer and tokenizer save metadata mismatch are different code paths." + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch in tokenizer_config.json." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized save failures and pipeline-parallel output errors are unrelated model/runtime bugs." + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are different problems." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Passing kwargs to `cached_file` in `AutoProcessor` is separate from chat-template crashes on tool-call messages." + "reason": "AutoProcessor cached_file argument forwarding is not the same bug as apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility problems are not the same as incorrect pipeline-parallel generation output." + "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "`sync_gpus` generation state updates and Qwen3.5 recurrent-state reset are different generation bugs." + "reason": "Both concern generation behavior, but one is sync_gpus bookkeeping and the other is recurrent-state reset in modular_qwen3_5.py; not the same fix." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong `offset_mapping` in Qwen3 tokenizer is unrelated to loading `cjvt/sleng-bert`." + "reason": "Qwen3 tokenizer offset_mapping and loading cjvt/sleng-bert are unrelated tokenizer/model issues." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state handling and a category-count runtime limit are unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models is unrelated to invalid `GenerationConfig` for GLM-5." + "reason": "Dequantized save failure and GLM-5 GenerationConfig validation are different code paths." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Generation kwargs update and the 2^24 category limit are unrelated." + "reason": "Sentence-transformers import NameError and stale auto_mappings references are separate import/config breakages." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A specific missing `AutoImageProcessor` import is not the same as broad import failures after upgrading versions." + "reason": "A missing AutoImageProcessor import and broad post-upgrade import errors are not the same concrete bug." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 tracker warning and missing `fpn_position_embeddings` are distinct SAM3 issues." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI breakage are unrelated." - }, - { - "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 defect." + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are distinct SAM 3 problems." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 is unrelated to flash-attention-3 training collapse." + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label results in an example script and missing `mm_token_type_ids` defaults in Gemma 4 are different bugs." + "reason": "Example-script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are not the same issue." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and multimodal assistant-mask generation are unrelated tokenizer issues." + "reason": "Offset_mapping wrongness and assistant_mask all-zero behavior are both chat/tokenizer adjacent, but they are separate defects." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe/v5 regression and tokenizer config mismatch on save are not the same underlying bug." + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A precision error from missing `rms_norm_eps` is unrelated to a docstring problem for `position_ids`." + "reason": "A runtime precision bug and a wrong docstring are not the same underlying change." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Different tokenization after upgrade and Deepseek tokenizer output regressions are separate model/tokenizer issues." + "reason": "Both mention tokenizer regressions, but they affect different models and symptoms; not enough evidence for one merged fix." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hangs are unrelated." + "reason": "LayoutLMv3 error-message clarity and a sentence-transformers loading hang are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe regression and `position_ids` buffer access are unrelated." + "reason": "Qwen3-VL-Moe and position_ids buffer reading are unrelated bugs." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API settings guidance and FineGrainedFP8 accuracy issues are different concerns." + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy are both precision-adjacent but not the same issue." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failures are not the same as loading Phi-4 multimodal with latest transformers." + "reason": "Dequantized save failure and inability to load Phi-4 multimodal instruct are different model-handling problems." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a broad transformers/Qwen3-VL regression and the other is an FP8 save_pretrained bug; not the same concrete fix." + "reason": "Both mention MOE/FP8, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; different concrete fixes." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and example-script multi-label empty output are different training/eval issues." + "reason": "Tensor parallel training and a multi-label example script bug are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failure and `gguf_file` loading breakage are unrelated loader/saver problems." + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different serialization/load paths." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder and `AutoProcessor` kwargs forwarding are different model-loading bugs." + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor cached_file kwargs forwarding are unrelated." } ] }, @@ -11530,8 +11538,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -11584,8 +11592,8 @@ "issue:45588" ], "soft_pairs": [ - "issue:45216|issue:45478", "issue:43824|issue:44351", + "issue:45216|issue:45478", "issue:43122|issue:44977", "issue:42907|issue:44222", "issue:42757|issue:44351", @@ -11602,8 +11610,8 @@ "issue:43116|issue:43493", "issue:44222|issue:45478", "issue:44038|issue:45478", - "issue:43116|issue:43825", "issue:43976|issue:45446", + "issue:43116|issue:43825", "issue:43937|issue:45563", "issue:39401|issue:44779", "issue:33453|issue:39401", @@ -11616,226 +11624,226 @@ "issue:42673|issue:43906", "issue:45405|issue:45446" ], - "prepared_review_unit_hash": "e241d03be483957b65ae016ef08e7312261bc87de14414ff088375ecbcb43bae", + "prepared_review_unit_hash": "229a26532f5694a6f7da1fe516833d26ce206244868c92ef4c783038f76bcbc9", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36001, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "serialized_chars": 35998, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly a heterogeneous mix of unrelated bug reports, with only a small duplicate-like subcluster around Qwen3.5 save/load regressions and one around v5-era import regressions. Most soft pairs should stay separate.", - "confidence": 0.66, - "canonical_issue_reason": "No single issue safely represents the whole set; if forced to pick the broadest umbrella, issue 45278 is the best canonical for the import-regression subcluster because it most clearly describes the shared upgrade-breakage theme.", + "summary": "This cluster is mostly heterogeneous and should not be broadly collapsed. The only strong duplicate-like edge is the Qwen3.5 MoE save/load regression pair; the rest are distinct bugs across unrelated subsystems.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the clearest root report for the shared Qwen3.5 MoE serialization regression: it names the 5.4.0 save_pretrained corruption that plausibly explains the paired from_pretrained failure in 45478.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the strongest global representative among the candidates because it is the broadest umbrella report for a real regression class, while most other items are narrow, model-specific, or unrelated.", + "best_issue_reason": "issue:45216 is the best representative issue because it is the most concrete, version-pinned report in the only accepted duplicate-like pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45216", - "right": "issue:45478", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE save/load regression introduced in v5.4.x: bad saved checkpoint and resulting from_pretrained failure." - }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols and likely different import paths; both are import errors, but not the same underlying bug." + "reason": "Both are import errors, but they involve different missing symbols and different code paths (Qwen2.5-VL vs HybridCache)." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE save/load regression around transformers 5.4.0; a broken save_pretrained checkpoint can plausibly surface as a from_pretrained failure." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression vs flash-attention generation issue; different model/code paths." + "reason": "Tokenizer regression vs flash-attention generation failure; different models and different failure modes." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving quantized/MoE models, but the titles describe different failure modes and model families." + "reason": "Both mention saving/quantization, but they are different model families and different bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Unrelated import failures from different packages/modules." + "reason": "Different import targets from different packages; same symptom class, not the same bug." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Evaluate dtype drift and pipeline-parallel wrong outputs are different bugs." + "reason": "One is an embedding dtype regression, the other is a pipeline-parallel output correctness issue." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError vs flex_attention version-check bug; unrelated." + "reason": "Unrelated import/name error in sentence-transformers vs a PyTorch version-guard bug in flex_attention." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific issues." + "reason": "Different affected models and different breakages; no shared underlying code-path is evident." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to CI dtype mismatch." + "reason": "VRAM leak under threaded dataloaders is unrelated to bfloat16 dtype mismatches in CI." }, { "left": "issue:38617", "right": "issue:45278", - "accept": true, - "reason": "Both describe the same upgrade-era import regression class: missing/removed imports after moving to the newer transformers release." + "accept": false, + "reason": "Both are import-regression reports, but one is a specific missing symbol and the other is a broad upgrade complaint." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Wrong optimizer state placement and missing cache in chunked prefill are different training/generation bugs." + "reason": "Training-state corruption with FSDP/PEFT is unrelated to cache handling in chunked prefill." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure vs RoPE implementation discussion; not the same bug." + "reason": "GenerationConfig validation on GLM-5 is not the same bug as a RoPE implementation discussion." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different issues entirely: missing onnx module vs unclear layoutlmv3 error messaging." + "reason": "A missing module import and a layoutlmv3 error-message clarity issue are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings warning and missing multimodal helper method are unrelated." + "reason": "TF32 settings guidance and a missing multimodal method are unrelated issues." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and train-then-evaluate failure are distinct bugs." + "reason": "Optimizer arguments being ignored is separate from evaluate() failing after train()." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example script multi-label output bug vs SigLIP2 implementation discrepancy; different scopes and code paths." + "reason": "Multi-label example-script failure and SigLIP2 implementation discrepancy are different bugs." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5/MoE save-load behavior, but one is FP8 save_pretrained and the other is from_pretrained loading; not clearly the same concrete bug." + "reason": "FP8 save_pretrained for MoE is not the same as the Qwen3.5 from_pretrained regression." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different model variants and different failure modes; too coarse to treat as duplicates." + "reason": "Different Qwen model families and different failure surfaces; not the same underlying bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Example script behavior and pipeline deprecation/error messaging are unrelated." + "reason": "Python version compatibility issue vs an import version-check bug in flex_attention." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Python version compatibility claim and a PyTorch import/version check bug are unrelated." + "reason": "Example-script multi-label output bug is unrelated to the pipeline translation-task messaging issue." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GLM-5 generation config validation and stale warning in paged generate are different issues." + "reason": "Both involve generation APIs, but one is invalid config handling and the other is a stale warning." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Two tokenizer problems, but on different models and different symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and different observable failures." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same underlying defect." + "reason": "General tokenizer-loading regression vs a Qwen3 offset-mapping bug; too broad to merge." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Model weight-shape mismatch and pipeline-parallel output corruption are unrelated." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to pipeline-parallel generation correctness." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A qwen3_omni_moe helper-function behavior issue is unrelated to a flex_attention import guard bug." + "reason": "A qwen3_omni_moe helper bug and a flex_attention import guard bug are unrelated." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention s_aux crash are different code paths." + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different code paths." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline and an import/version-check bug are unrelated." + "reason": "Docs lag after pipeline removals is unrelated to a runtime version-check import bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different GLM-5 vs Qwen3.5 flash-attention/generation issues." + "reason": "Both mention model generation, but GLM-5 config validation and Qwen3.5 flash-attention output issues are distinct." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "The titles are too broad vs too specific; likely related to testing_utils, but not clearly the same bug." + "reason": "A testing_utils bug and an xdist race in captured_info.txt are separate test-infrastructure problems." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak and an isolated reproduction of another issue are not the same bug from the available evidence." + "reason": "An active VRAM leak report is unrelated to an isolated reproduction of another issue." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version bump issue and flex_attention version check issue are unrelated." + "reason": "A released-version dependency bump problem is unrelated to the flex_attention version-check import bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausible umbrella-level matches: the Qwen3.5 save/load pair is at least the same model/regression area, and the v5.4/5.5 import-error pair fits the same upgrade-regression theme. The rest of the pairs are appropriately kept separate, and the canonical representative choice is reasonable rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is the Qwen3.5 MoE save/load regression pair (45216/45478), and the rest of the soft-edge rejections are appropriately cautious given the titles and limited evidence." }, "evaluator_used": true, "retried": false, @@ -11851,8 +11859,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -11914,24 +11922,24 @@ "issue:38617|issue:41628", "issue:44410|issue:45310", "issue:44117|issue:45081", - "issue:42222|issue:45542", "issue:42673|issue:43582", + "issue:42222|issue:45542", "issue:42371|issue:44261", "issue:42673|issue:43577", "issue:43408|issue:43742", "issue:43937|issue:44496", "issue:38617|issue:44220", "issue:42175|issue:42222", - "issue:43012|issue:43577", "issue:44933|issue:45278", + "issue:43012|issue:43577", "issue:44483|issue:45464", "issue:44484|issue:45478", "issue:42617|issue:45341", "issue:43066|issue:43122", "issue:43673|issue:45341", "issue:44410|issue:45478", - "issue:43874|issue:44261", "issue:43097|issue:44493", + "issue:43874|issue:44261", "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:43986|issue:44484", @@ -11940,246 +11948,247 @@ "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:43931|issue:44410", - "issue:45003|issue:45341" + "issue:45003|issue:45341", + "issue:43986|issue:45341" ], - "prepared_review_unit_hash": "ed701f6598adb2a936f84b5e5a2adec05e5c3922e649b1d4cc443c8818724362", + "prepared_review_unit_hash": "c3675029f1aba2fcfc785a6f32b0da05067e6f369c827cec3c3fa2829d09417f", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37979, - "estimated_input_tokens": 9495, - "estimated_eval_tokens": 19246 + "soft_pair_count": 36, + "serialized_chars": 38279, + "estimated_input_tokens": 9570, + "estimated_eval_tokens": 19396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerged: the soft pairs span distinct bugs across imports, tokenizers, model loading, vision/video processors, config validation, and backend/dependency handling. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is very heterogeneous: most items are separate regressions, model-specific bugs, or unrelated API/import issues. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links are rejected. If a single issue must anchor the cluster, the broad open umbrella is the import-error report after the 5.5.0 upgrade.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, describing multiple import errors after upgrading to 5.5.0; it best fits as a cluster anchor even though the surrounding items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue here because it is broad and version-level, whereas the others are narrower model- or subsystem-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Different failures: init_empty_weights/_is_hf_initialized argument handling vs PreTrainedConfig type-checking regression." + "reason": "Both are upgrade/regression reports, but they describe different failures: unexpected `_is_hf_initialized` handling during weight loading vs `PreTrainedConfig` type-checking breakage." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "One is batched video processor shape output; the other is an AutoProcessor crash caused by missing torchvision." + "reason": "Both involve video processing, but one is an incorrect batched output shape and the other is a crash when `torchvision` is missing. Different bugs, not one change." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset_mapping corruption and runtime post-processor update are different tokenizer bugs in different code paths." + "reason": "Tokenizer offset mapping and runtime post-processor updates are different tokenization behaviors with different symptoms and likely different fixes." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained loading error." + "reason": "`max_shard_size` behavior and a Qwen3.5 MoE `from_pretrained` error are unrelated issues." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "flash_attention_3 training degeneration is not the same as a Qwen3.5 checkpoint save_pretrained regression." + "reason": "FlashAttention training degeneration and a bad saved checkpoint for Qwen3.5 are distinct model-path problems." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different export paths." + "reason": "Both are import errors, but they concern different missing symbols (`layer_type_validation` vs `AutoImageProcessor`) and do not look like the same underlying regression." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Qwen3Next projection layout issue vs Qwen3.5 MoE loading failure are different model-specific bugs." + "reason": "These affect different model families and different concrete failures: missing projections in qwen3next versus a Qwen3.5 MoE loading error." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are separate tokenizer-loading defects." + "reason": "A tokenizer mapping `None` assumption bug is not the same as Mistral regex patching crashing on a tokenizer backend attribute." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "vitpose model breakage and missing TensorFlow backend dependency are unrelated." + "reason": "A VRAM leak in multi-threaded dataloader use and an Apple Silicon `TypeError` in `caching_allocator_warmup` are unrelated runtime problems." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "VRAM leak in multithreaded loading vs Apple Silicon TypeError in caching_allocator_warmup are different issues." + "reason": "VitPose model breakage and a TensorBoard/TensorFlow backend install issue are entirely different areas." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and missing rms_norm_eps in MLA layernorm are different precision/config problems." + "reason": "TF32 API guidance and a missing `rms_norm_eps` in MLA layernorm are unrelated." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "VRAM leak with dataloader threads is not the same bug as dtype staying float32 on Blip2 load." + "reason": "VRAM leakage and incorrect dtype propagation in BLIP2 loading are different defects." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning mismatch and MobileLLM key error are separate loading problems." + "reason": "A model-type warning for sam3 tracker/video and a key error loading MobileLLM are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure and missing model_type config are distinct config errors." + "reason": "An invalid `GenerationConfig` for GLM-5 and an unrecognized model/config issue for Olmo-Hybrid are different loading/configuration problems." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Public import breakage and _torch_extract_fbank_features() are unrelated." + "reason": "Different import/symbol areas: configuration utility import failure versus audio feature extraction issue." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow extra packaging problem vs vitpose model breakage are not the same underlying bug." + "reason": "A packaging/backend dependency issue for TensorFlow is not the same as broken VitPose models." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "A compiler precision warning and a model dtype-loading bug are different symptoms with different fixes." + "reason": "`image_utils` missing import is a specific symbol problem; `45278` is a broad report about many import errors. Similar theme, but not the same bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "One missing image_utils import is not the same concrete bug as a broad import-regression report." + "reason": "A PyTorch precision warning during compilation and BLIP2 dtype staying float32 are different dtype-related symptoms with different code paths." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "General chat/completions rejection in v5.3 differs from Qwen3.5 streaming inference failure." + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a streaming failure on a specific model." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "These are different Qwen3.5-related reports: save_pretrained shard-size discussion vs from_pretrained error." + "reason": "One concerns shard size defaults, the other a Qwen3.5 MoE loading bug; no shared underlying change." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel execution failure and a testing_utils bug are unrelated." + "reason": "`3d_parallel.py` execution failure and a small `testing_utils.py` bug are unrelated." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and changed tokenization output are related broadly to tokenizers, but not the same concrete bug." + "reason": "Wrong tokenizer decoder type and different tokenization output between versions are related only loosely by tokenization, not the same concrete bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "GenerationMixin cache handling and testing_utils are unrelated." + "reason": "A GenerationMixin cache regression and a testing utility bug do not share a code path." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Qwen3Next projection mismatch is not the same as Qwen3.5 MoE from_pretrained error." + "reason": "Different Qwen-related model-loading failures with different symptoms and likely different fixes." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Missing image-patch helper and missing rms_norm_eps are separate multimodal/config issues." + "reason": "Removal of `tie_embeddings_and_encoder_decoder` and unexpected key warnings for position id are unrelated v5 regressions." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "API removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + "reason": "Missing image-patch counting support and missing `rms_norm_eps` are different multimodal/model-architecture issues." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "vitpose model breakage and tokenizer error handling without protobuf are unrelated." + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention crash in Ministral-3 and degenerate training with flash_attention_3 are different problems." + "reason": "Both mention FlashAttention, but they target different models and different failure modes; not mergeable as one concrete fix." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video-model loading without torchvision and max_shard_size behavior are unrelated." + "reason": "A missing `torchvision` dependency crash and a shard-size question are unrelated." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Precision warning on bfloat16 compilation and sam3 model-type warning are unrelated." + "reason": "PyTorch precision warning and sam3 model-type warning are unrelated." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return semantics and GLM-5 RoPE implementation are different code-path bugs." + "reason": "A `torch.split` return-value issue in one GLM component is not the same as a RoPE implementation discussion." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate regression reports." + "reason": "Different regressions: missing import symbol versus config type-checking breakage." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PreTrainedConfig type checking and undefined TensorFlow backend warnings are unrelated." + "reason": "PreTrainedConfig type checking and TensorBoard/TensorFlow backend installation are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as missing Qwen3Next projections." + "reason": "Weight-shape mismatch in a Qwen3-VL checkpoint and missing projections in qwen3next are different model-loading problems." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not describe the same defect." + "reason": "Unsafe `sys.modules[]` access in modeling utilities and a testing utility bug are separate issues." } ] }, @@ -12198,8 +12207,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -12254,7 +12263,6 @@ ], "soft_pairs": [ "issue:44117|issue:44987", - "issue:43986|issue:45341", "issue:43097|issue:43452", "issue:43931|issue:44038", "issue:43335|issue:45071", @@ -12275,244 +12283,232 @@ "issue:43986|issue:44117", "issue:44704|issue:45103", "issue:43502|issue:43992", - "issue:43992|issue:44484", "issue:43097|issue:43873", + "issue:43992|issue:44484", "issue:43824|issue:43986", "issue:43066|issue:43906", "issue:43352|issue:44380", "issue:43825|issue:44655", "issue:38617|issue:43097", "issue:43012|issue:44368", - "issue:42886|issue:43381", "issue:43012|issue:43550", + "issue:42886|issue:43381", "issue:42907|issue:44655" ], - "prepared_review_unit_hash": "d49eaa3e846a821d9f3e497c3d7c35c1055668afdd8e481cbe2f75abaea5c0c6", + "prepared_review_unit_hash": "432ba1e2c6439c68f48fac2ebc2194a640354c16e7252428cae68ed566bc55c0", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37583, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "soft_pair_count": 32, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set: it mixes unrelated import errors, tokenizer/model-loading bugs, training issues, and warnings. All soft pairs are superficial matches only and should be kept separate.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue clearly subsumes the rest; the set is heterogeneous. If a triage anchor is required, issue 43873 is the broadest and most discussed user-facing bug, but it does not represent the whole cluster well.", + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific loading/config bugs, and unrelated training/runtime issues. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 43097 is the broadest representative here: a clear Transformers v5 API/removal regression, which best matches the cluster\u2019s general \u201cv5 breakage\u201d theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the highest generality and discussion volume among these unrelated reports, so it is the least-bad issue to anchor on if one must pick a representative item.", + "best_issue_reason": "43097 is the best single issue to anchor the cluster because it is a concrete, user-facing v5 regression and more representative than the many highly specific model or backend bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Different tokenizer-mapping null-handling vs a specific model loading failure; no shared code path." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "One is an AutoProcessor/video-model crash without torchvision, the other is a testing utility bug." + "reason": "Both involve model loading, but one is a tokenizer-mapping None bug and the other is a specific failure loading a model repo; different root causes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Tie-embeddings API removal vs gguf_file loading regression; unrelated failures." + "reason": "One is a v5 API removal/regression, the other is gguf handling in AutoTokenizer/AutoModel loading; not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen3-VL/Qwen3-VL-Moe load errors and different model families." + "reason": "Different model families and failures: Qwen3-VL weight-shape mismatch vs Qwen3-VL-Moe compatibility issue." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers config construction vs PretrainedConfig type checking; different layers." + "reason": "Unrelated config bugs: SwitchTransformers sparse-layer handling vs PretrainedConfig type checking." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different models and different config flags." + "reason": "Both are warning-related, but they concern different models and different config fields; not a shared code defect." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM components: image processor method missing vs torch.split/indexing behavior." + "reason": "Different GLM components and failures: missing image-processor method vs a torch.split return-value issue." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python version compatibility vs config type-checking; unrelated." + "reason": "A Python version compatibility report is not the same as a PretrainedConfig type-checking regression." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention 3 training degeneration vs a category-cardinality limit; no overlap." + "reason": "Completely different areas: FlashAttention training degeneration vs category-count runtime limits." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Video-model torchvision import issue vs mistral_common ReasoningEffort import breakage." + "reason": "Both crash during loading, but one is a missing torchvision dependency path and the other is a mistral_common import breakage." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel application in model_init." + "reason": "Training/optimization problems, but one is FSDP2+PEFT optimizer state corruption and the other is Liger Kernel application with model_init." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs a testing utility bug." + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but for different missing symbols and different modules." + "reason": "Both are import errors, but they are different missing symbols from different modules and likely different API removals." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA rms_norm_eps precision issue vs GLM-5 RoPE implementation; distinct bugs." + "reason": "Different model-specific numerical/config issues; the titles do not point to the same code path." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen vision/config omissions affecting different models and fields." + "reason": "Both are model-structure/config complaints, but they affect different model families and different missing fields/projections." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules/symbols." + "reason": "Separate import failures for different symbols; no evidence they share the same underlying breakage." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword conflict vs tokenizer-mapping None; different tokenizer failures." + "reason": "Tokenizer construction bug vs tokenizer-mapping None handling; related area, but distinct defects." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family issues, but one is a model-load bug and the other is missing layer projections." + "reason": "Different Qwen variants and different missing-layer/projection problems; too broad to merge." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Embedding-tie API removal vs flash_attention sinkless-model AttributeError." + "reason": "A v5 API removal and a flash-attention crash on sink-less models are unrelated issues." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/video-model crash vs tokenizer mapping issue; not the same path." + "reason": "Video-model processor loading without torchvision is unrelated to tokenizer mapping lookup returning None." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "cached_file kwargs forwarding vs an annotations/docstring AttributeError." + "reason": "Both mention kwargs handling, but one is AutoProcessor/cached_file forwarding and the other is auto_docstring annotation parsing." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leak vs missing embed_tokens.weight on UMT5Encoder load." + "reason": "Different failure modes: offline/network access leakage vs missing encoder weights during load." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Weight loading failure vs save_pretrained shard-size constant question; unrelated." + "reason": "A deprecated API removal and quantization offloading behavior are not the same underlying bug." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "API removal warning vs quantization offloading behavior." + "reason": "Weight-loading failure and a question about max_shard_size default are unrelated." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different processor/model-loading failures and different missing dependencies." + "reason": "Both are multimodal loading issues, but one is a missing class import and the other is a torchvision dependency crash." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type bug vs a reproduction of a different issue." + "reason": "The latter is only an isolated reproduction of another issue; the titles do not indicate the same concrete tokenizer-decoder bug." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "FlashAttention support gate vs GPT2 attention-scaling being ignored." + "reason": "Both concern attention implementations, but they are different models and different backend problems." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline task-support messaging vs saving Pipeline objects." + "reason": "Pipeline error-message wording and Pipeline save_pretrained support are different code paths." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "Both involve Transformers API changes, but they are different removed symbols and different failures." + "reason": "Importing a missing symbol and removing a v5 helper are different kinds of breakage." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Two warning issues with different config flags and different models." - }, - { - "left": "issue:42886", - "right": "issue:43381", - "accept": false, - "reason": "Offline cache loading vs gradient checkpointing in eval mode; no common bug." + "reason": "Both are warnings, but they arise from different model/config settings and do not share a specific bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "bfloat16 compilation warning vs Bamba SDPA/torch.compile training failure." + "reason": "A bfloat16 precision warning and a torch.compile/SDPA failure are unrelated." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Dequantized-model save failure vs Pipeline save_pretrained." + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated runtime issues." } ] }, @@ -12531,8 +12527,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -12590,8 +12586,8 @@ "issue:44380|issue:45479", "issue:43352|issue:43976", "issue:43064|issue:44380", - "issue:44483|issue:44514", "issue:43208|issue:43526", + "issue:44483|issue:44514", "issue:43618|issue:44380", "issue:36683|issue:43582", "issue:43618|issue:43761", @@ -12623,64 +12619,58 @@ "issue:43992|issue:45310", "issue:36683|issue:44242" ], - "prepared_review_unit_hash": "9c03c66748ae2ba49be592b199036d537a151d2be2ef640a09e3d5b8e038157d", + "prepared_review_unit_hash": "f59426fac9e00ead6789510dac3bb7c09818b52d47095ef72038a5d78185fce7", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38124, - "estimated_input_tokens": 9531, - "estimated_eval_tokens": 19318 + "serialized_chars": 38130, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Hugging Face/Transformers bug reports that only share broad themes like imports, loading, saving, or attention. I found one clear exact-duplicate issue pair in the list (the Qwen3.5 MoE from_pretrained regression), but none of the provided soft edges look like the same underlying bug, so all soft edges are rejected.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45310 is the earliest clear report of the Qwen3.5 MoE from_pretrained regression; 45478 appears to be a later duplicate of the same bug.", + "summary": "This set is a heterogeneous mix of unrelated Hugging Face/Transformers bug reports. There are a few superficial thematic overlaps (CLIP regressions, Qwen loading/serialization, import errors), but none are close enough to merge as duplicates or same-change PRs.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best representative issue because it is the earliest, clearest report of the duplicate Qwen3.5 MoE loading regression.", + "best_issue_reason": "issue:44380 is the clearest concrete bug report in the set and the best representative anchor for the small v5/attention-regression subset, but the cluster is too diverse for a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model families and failure modes: xLSTM training bugs vs Bamba torch.compile+SDPA behavior." + "reason": "Different models and failures: xLSTM training bugs vs Bamba torch.compile/SDPA behavior." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Both are model/attention related, but one is GPT2 backend scaling and the other is a zero-loss classification bug across several models." + "reason": "Unrelated subsystems: attention scaling regression vs sequence-classification zero-loss bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron FlashAttention support and Python version compatibility are unrelated problems." + "reason": "One is a Nemotron FlashAttention 2 support issue; the other is a Python version compatibility problem." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a different code path from GPT2 SDPA/FlashAttention scaling." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "API request validation and batched chat-template tokenization crashes are different layers and bugs." + "reason": "Different bug classes: distributed optimizer state mismatch vs GPT2 attention scaling being ignored." }, { "left": "issue:43208", @@ -12688,185 +12678,185 @@ "accept": false, "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat APIs, but one is request acceptance and the other is chat template batching/tool-call handling." + }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output attentions and GPT2 attention scaling under SDPA are different regressions." + "reason": "CLIP output regression vs GPT2 attention scaling; only broad Transformer overlap, not the same bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Gemma3Config vocab_size attribute error is unrelated to an Apple Silicon allocator TypeError." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP-related, but one is missing attentions and the other is missing hidden_states; not the same concrete bug." + "reason": "Related CLIP regressions, but they affect different output fields and are not clearly the same underlying defect." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions request rejection and tool-call chat template crashing are different failures." + "reason": "API request validation failure and apply_chat_template crash are different code paths." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A bfloat16 precision warning during compile is not the same as compiled flex_attention failing on torch >= 2.9." + "reason": "bfloat16 warning noise and compiled flex_attention failure are distinct issues." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading regressions and fp8 inference support are different issues." + "reason": "Same model family, but one is a general Qwen3-VL-Moe bug and the other is fp8 inference support." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different packages/modules." + "reason": "Both are import errors, but for different symbols and different packages." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request handling and qwen2.5-vl video position ids are unrelated." + "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL video position-id issues." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both concern loading, but one is Qwen3VL-Moe loading and the other is a sorted-state_dict load error." + "reason": "Different load failures: Qwen3VL-Moe loading regression vs a sorted-state_dict load error." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing internal import and local_files_only still triggering network calls are unrelated bugs." + "reason": "An import break and local_files_only network leakage are unrelated." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE discussion are not the same bug." + "reason": "Both mention RoPE, but they concern different models and different implementation problems." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores and pipeline save_pretrained failure are different issues." + "reason": "Docs mismatch for a pipeline option is unrelated to pipeline save_pretrained failure." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure is not the same as saving Pipeline objects." + "reason": "Quantized model saving and saving Pipeline objects are different save_pretrained paths." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are checkpoint/load-save related, but the reported failure modes and targets differ." + "reason": "Both involve checkpointing, but one is a load error and the other is a corrupted save output for Qwen3.5." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different model-specific AttributeErrors on different missing fields." + "reason": "Gemma3Config vocab_size and SAM3 vision encoder output attributes are unrelated." }, { "left": "issue:44655", "right": "issue:45478", "accept": false, - "reason": "Pipeline save_pretrained and Qwen3.5 MoE from_pretrained are unrelated operations." + "reason": "Pipeline serialization and Qwen3.5 MoE from_pretrained errors are different failure modes." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 GenerationConfig invalidity." + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Tokenizer decoder type regression and qwen2.5-vl video position_ids bug are different code paths." + "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position-id errors." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init validation and GPT2 attention scaling are unrelated." + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are different issues." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different MoE/model implementation issues with no shared concrete bug." + "reason": "Different MoE implementation bugs in different models; too broad to treat as duplicates." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer-state bug and cache-strategy typo are not the same change." + "reason": "Distributed training state corruption and a cache-strategy typo are unrelated." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python compatibility reports, but for different versions and failure causes." + "reason": "Both are Python compatibility reports, but for different versions and likely different root causes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config attribute error is unrelated to patchtsmixer post_init policy." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Different config attributes on different model families." + "reason": "A Gemma3 config attribute bug is unrelated to a PatchTSMixer post_init validation change." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules and packages." + "reason": "Different import symbols from different libraries; not the same breakage." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "torch.compile branching divergence and GPT2 attention scaling under backend selection are distinct backend bugs." + "reason": "Different attention-kernel problems: compile-time branching divergence vs GPT2 scaling being ignored." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint saving regression are unrelated." + "reason": "CLIP output-field regression and Qwen3.5 checkpoint corruption are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Nemotron FA2 support and D-FINE auxiliary-loss behavior are unrelated model issues." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different loading bugs." + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different loading bugs." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to load-balancing loss omission in MoE routing." + "reason": "Gemma3Config vocab_size and MoE load-balancing-loss behavior are unrelated." } ] }, @@ -12885,8 +12875,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -12975,244 +12965,238 @@ "issue:45125|issue:45375", "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "c3bb4cbc0c502c4d66167f6026d3fa68392df9ef5935214b4f6340055d0b764d", + "prepared_review_unit_hash": "c2a0cc319c345080ce96ee1a1a3520e04d668226024576174ecc432195b149ed", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37337, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of issues, with one clear duplicate-like pair around import-time slowdown. The rest cover distinct bugs in loading, tensor parallelism, quantization, config/model wiring, and test flakiness, so very few soft links should be merged.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring import/load regression theme in this set, though the overall cluster is still quite mixed.", + "summary": "This cluster is mostly heterogeneous; nearly all soft pairs are different bugs that only share a subsystem or a vague theme. The only plausible duplicate pair is the Qwen3.5 MoE tensor-parallel/from_pretrained failure (45125 \u2194 45478).", + "confidence": 0.67, + "canonical_issue_reason": "issue:45125 is the most concrete root-cause report: it names the missing _tp_plan directly, while the paired from_pretrained error is likely the user-facing symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it generalizes across the version-upgrade import/load failures more cleanly than the narrower reports.", + "best_issue_reason": "issue:45125 is the best representative of the one true duplicate-like pair in this set because it points to a specific code-path problem rather than a broad symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different bugs: cache/layer update no_grad behavior vs broad import-error regressions." + "reason": "Different problems: cache/layer update semantics vs broad import regressions." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Unrelated failures: Gemma3 vocab_size config bug vs Nemotron Flash Attention 2 support error." + "reason": "Unrelated: Gemma3Config attribute bug vs Flash Attention 2 support check." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Same underlying symptom: transformers import is slow; 41669 points to import * overhead as the likely cause." + "accept": false, + "reason": "Import-performance discussion is not the same as the broad 'import transformers is slow' report." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different loading bugs: state_dict ordering error vs missing deepstack_visual_indexes in Qwen3.5 vision config." + "reason": "Different model/config loading bugs with different failing fields." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different areas: Gemma3 config attribute bug vs distributed trainer optimizer-state mismatch." + "reason": "Tensor-parallel training issue is unrelated to Gemma3Config missing vocab_size." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from from_pretrained flows, but they concern different model families and failure modes." + "reason": "Both are loading failures, but different models and different missing pieces; not the same code-path bug." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-related, but one is missing set_seed in SamHQ tests and the other is an xdist file race." + "reason": "Both are test flakiness, but one is seed-related and the other is an xdist file race." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Different regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + "reason": "Python-version import failure vs PretrainedConfig typing regression are separate issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different model save/load problems: sorted state_dict loading error vs wrong visual encoder keys in save_pretrained." + "reason": "State-dict sorting/load error is unrelated to Qwen3.5 visual-encoder key serialization." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Different bugs: generation cache update behavior vs Python-version compatibility claim." + "reason": "No common bug: no_grad cache update vs Python-version compatibility." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Different models and symptoms: Python 3.14 import/load failure vs Qwen2.5-VL video position IDs bug." + "reason": "Python 3.14 import problem is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different model implementations and issues: DSA indexer ReLU discussion vs DeepSeekV3 divergence." + "reason": "Different model implementations and different functional bugs." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different topics: CLIPOutput attentions regression vs patchtsmixer post_init API constraint." + "reason": "CLIP attentions assignment bug is unrelated to patchtsmixer post_init handling." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training optimizer-state bug and the other is a model OOM on load." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model loading." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Different save/load concerns: state_dict sorting failure vs max_shard_size default discussion." + "reason": "Load-order/state-dict issue is not the same as the max_shard_size question." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Different code paths: CLIPOutput attentions vs flash_attention integration crash on s_aux=None." + "reason": "Different flash-attention-related failures with different root causes." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "No match: CLIPOutput attentions regression vs AMP/CUDA loss crash." + "reason": "Attention output bug is unrelated to AMP/CUDA loss crashing." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different failures: missing PyTorch for AutoModel vs tokenizer-loading regression." + "reason": "ImportError about missing PyTorch backend is unrelated to tokenizer-loading regression." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different model/test problems: SamHQ integration seeding vs Phi-4 multimodal load failure." + "reason": "Both are model/test issues, but not the same failure or code path." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different CI issues: missing set_seed in tests vs auto_mappings referencing removed configs." + "reason": "Test flakiness and auto-mapping breakage are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different flaky-test causes: SamHQ seeding gaps vs GraniteSpeech stale device override." + "reason": "Different CI/test failures with different causes." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Different code paths: cache/layer update decoration vs SGD optimizer arguments being ignored." + "reason": "Cache update no_grad bug is unrelated to SGD argument handling." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "One is unintended network access with local_files_only, the other is AddedToken construction argument collision." + "reason": "Local-files-only network leak and AddedToken constructor error are different bugs." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade." + "reason": "Both are load failures after v5 upgrade, but one is tokenizer loading and the other is checkpoint reload; too broad to merge." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different features: FP8 save_pretrained for MoE vs missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained issue is unrelated to tensor-parallel plan metadata." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Unrelated: SamHQ test seeding vs a generic testing_utils bug." + "reason": "Different testing-utils problems, not the same defect." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different problems: int4 quantization memory regression vs checkpoint reload failure after version upgrade." + "reason": "Quantization memory regression is unrelated to checkpoint reload compatibility." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Different features: generation cache update behavior vs Sam3PixelDecoder dummy Conv2d design issue." + "reason": "No_grad decorator bug is unrelated to the dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but one is missing PreTrainedModel export and the other is HybridCache export; not the same bug." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Different generation bugs: cache/layer update decoration vs _update_model_kwargs_for_generation after sync_gpus." + "reason": "Both are import errors, but they involve different missing top-level symbols and likely different causes." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE/tensor parallelism, but one is missing _tp_plan and the other is a from_pretrained error; not the same underlying fix." + "accept": true, + "reason": "Same underlying Qwen3.5 MoE tensor-parallel loading bug; the second report looks like the symptom of the missing _tp_plan." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Different issues: compiled Python file errors vs slow filtering after upgrading transformers." + "reason": "Compiled Python file errors are unrelated to the v4.57\u2192v5.3 slowdown report." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5 issues: tensor-parallel plan missing vs vision config field dropped by strict handling." + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a config field being dropped." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Different problems: local_files_only still making requests vs GLM-5 RoPE implementation discussion." + "reason": "Network-only loading bug is unrelated to GLM-5 RoPE implementation." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. Issue 45278 is a reasonable umbrella for the upgrade-related import/load regressions, and the only accepted soft link (41669/44246) is supported by the titles. The rest of the pairwise calls read as appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative. The soft-edge rejections are appropriately cautious, and the one accepted pair (45125 \u2194 45478) is plausibly the same Qwen3.5 MoE tensor-parallel loading bug based on the titles alone. No clear overstatement beyond the evidence provided." }, "evaluator_used": true, "retried": false, @@ -13228,8 +13212,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -13319,17 +13303,17 @@ "issue:44273|issue:45542", "issue:43576|issue:44556", "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:41669|issue:43673" + "issue:41669|issue:43673", + "issue:44393|issue:45071" ], - "prepared_review_unit_hash": "70b27a5d58d26adab5b8e82135fbd0d3a26b22f53a197b7eb364abfde5685c9a", + "prepared_review_unit_hash": "5ed5a3429d4394102d7d2041bbc737baf1b3868115b2cafc2363cd3d7af80e04", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, @@ -13344,250 +13328,247 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, loading/import failures, and a few unrelated bugs. I only see one soft edge that plausibly shares the same root cause: lazy loading failing because of unsafe sys.modules access.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 breakage report here, with concrete user impact and cross-references; it best captures the cluster\u2019s main theme of version-related regressions.", + "summary": "The cluster is highly heterogeneous: most items are unrelated bug reports, model-specific regressions, or docs/import issues. I did not find any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43576 is the best cluster anchor because it is the broadest v5 compatibility/regression report in the set; the others are more specific model, import, or docs problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single representative issue because it is a clear, user-facing v5 regression and sits near the center of the set\u2019s general failure pattern.", + "best_issue_reason": "43576 is the most representative issue to keep as canonical, since it best matches the cluster\u2019s recurring theme of v5 breakage and broad user-facing impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Different problems: a loading hang versus documentation confusion for forward arguments." + "reason": "A loading hang for Sentence Transformers and a docs confusion issue about forward arguments are unrelated bugs." }, { "left": "issue:44075", "right": "issue:44871", "accept": false, - "reason": "Unrelated bugs: SGD args not used versus Gemma eos_token_id mismatch." + "reason": "Optimizer argument handling and Gemma eos_token_id inconsistency affect different code paths and symptoms." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Different subsystems and symptoms; no shared concrete code path." + "reason": "Liger Kernel application with model_init is unrelated to the DSA ReLU discussion." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." + "reason": "MLFlow reporting on failed training jobs and tokenizer loading regression are different failures." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to tie_word_embeddings warnings." + "reason": "Cache update no_grad decoration and a tie_word_embeddings warning are not the same bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage is not the same as FP8 save_pretrained/moe behavior." + "reason": "local_files_only network leakage and FP8 moe save_pretrained behavior are separate issues." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but they appear to be different model/version failures and not one concrete bug." + "reason": "Both are model-loading complaints, but they target different models, versions, and likely different root causes." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No meaningful overlap; one is offline loading, the other is an unrelated placeholder issue." + "reason": "A real bug about local_files_only does not match the placeholder 'racoon' issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Save_pretrained bug versus inference support request; not the same change or bug." + "reason": "FP8 save_pretrained and FP8 inference support are different code paths and not mergeable as one fix." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." + "reason": "Compiled Python file errors and Pipeline save_pretrained failures are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting failure is unrelated to tensor-parallel training behavior." + "reason": "MLFlow job status reporting and tensor parallel training bugs do not describe the same failure." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors are unrelated to PretrainedConfig type checking regressions." + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy concerns and a missing image-processor method are different bugs." + "reason": "FP8 accuracy concerns and a missing image-processor method are different problems." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are load regressions, but for different model/loading paths and not the same underlying defect." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are not the same bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Top-level import error from huggingface_hub is unrelated to the env command being broken." + "reason": "A missing huggingface_hub import and a broken transformers env command are separate issues." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor parallel training." + "reason": "Tokenizer loading and tensor-parallel training problems are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed pipeline() APIs do not match the unrelated placeholder issue." + "reason": "Docs still referencing pipeline() and a placeholder issue have nothing in common." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Different failures: a CLI/env command breakage versus type-checking regression." + "reason": "A broken env command and a type-checking regression are distinct v5 issues." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Different missing APIs and likely different fixes; both are import-related but not the same bug." + "reason": "The env command issue is not the same as a specific missing Qwen2.5-VL export." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Distinct import error versus broken env command; no shared concrete code path." + "reason": "Missing layer_type_validation export and the env command regression affect different APIs." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to a typo in cache strategies." + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same underlying bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue and Gemma-4 positional encoding bug are unrelated." + "reason": "The placeholder issue 'racoon' is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion in forward args is unrelated to an import error from configuration_utils." + "reason": "Docs confusion in model.forward and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakages." + "reason": "AutoImageProcessor and PreTrainedModel import failures are similar in surface form but different missing symbols." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command is not the same as missing HybridCache import." + "reason": "A broken env command is not the same as a missing HybridCache export." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." + "reason": "A scheduler kwarg bug and a placeholder issue are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and docs for text classification pipeline are unrelated." + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are different concerns." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Top-level import failure and compiled-file runtime errors are different issues." + "reason": "ImportError for AutoImageProcessor and compiled-file runtime errors are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label handling." + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated bugs." }, { "left": "issue:44273", "right": "issue:45003", - "accept": true, - "reason": "These look like the same lazy-loading failure: the broad symptom matches the specific root-cause report about unsafe sys.modules access in modeling_utils." + "accept": false, + "reason": "Generic lazy loading failure and unsafe sys.modules access may be related in theme, but there is no clear same code-path match here." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "Different symptom and code path; an import error is not the same as compiled-file execution errors." + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Tensor parallel training bug and reduce_labels bug are unrelated." + "reason": "Missing processor.save_pretrained files and a generic bug report are not the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure is unrelated to the tensorboard-without-TensorFlow backend issue." + "reason": "Lazy loading malfunction and a TensorFlow/tensorboard backend error are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but they concern different workflows and likely different fixes." + "reason": "Broken env command and checkpoint reload compatibility after upgrading to v5.2/5.3 are different regression reports." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Related model family, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific tensor-parallel plan omission." + "reason": "A Qwen3-VL-Moe bug report and missing _tp_plan for Qwen3.5Moe are different model-specific issues." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Qwen3-VL bounding-box output issues do not match PretrainedConfig type-checking breakage." + "reason": "Removing import * for performance and a missing GenerationMixin cache are unrelated changes." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Import-* performance cleanup is unrelated to the chunked-prefill cache bug." + "reason": "Qwen3-VL 2D bounding box errors and PretrainedConfig type-checking regressions are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: it characterizes a mix of v5 regressions, loading/import failures, and some unrelated issues, which matches the issue titles. The one accepted soft edge (issue:44273 / issue:45003) is a conservative and plausible same-root-cause match, while the other rejections stay appropriately cautious given the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13599,8 +13580,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -13701,20 +13682,20 @@ "issue:42913|issue:43066", "issue:44908|issue:44998" ], - "prepared_review_unit_hash": "c8ab528a2b8aae6dee908fcad7eb295c21b5961928c413dffeffa8f9c3110ec3", + "prepared_review_unit_hash": "aab66a8d61556db53ea0992991f80ef79097ee011f5e5d3a74a6011f9484bf74", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 46, - "serialized_chars": 40780, + "serialized_chars": 40777, "estimated_input_tokens": 10195, "estimated_eval_tokens": 20646 }, @@ -13723,291 +13704,297 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still a loose mix of Transformers v5 loading/import/tokenizer regressions rather than one tight bug family. I kept the checkpoint-loading anchor, but I corrected the 44246 vs 44273 link: they share a lazy-loading/import theme, yet the packet does not show the same underlying bug.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 44556 is still the clearest broad representative of the checkpoint-loading regression class, and it is the closest high-signal anchor among the loading-related reports.", + "summary": "Mostly a heterogeneous set of v5-era regression reports, with only a couple of clear duplicate-style matches. The strongest true duplicate pair is the tokenizer v4\u2192v5 behavior change report, plus a likely lazy-loading pair; most other soft links are only thematic similarities.", + "confidence": 0.53, + "canonical_issue_reason": "42913 is the broadest, cleanest tokenizer-v5 regression report in this set, and it can absorb the more specific wrong-decoder-type symptom better than the narrower variants.", "canonical_pr_reason": null, - "best_issue_reason": "44556 is the best single issue to stand in for this cluster because it is concrete, broad, and captures the most clearly duplicated loading-regression lane.", + "best_issue_reason": "It is the best single anchor for triage because it describes the broader tokenizer behavior change across v4\u2192v5, making it the most representative issue among the tokenizer-related duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44556", "right": "issue:45092", - "accept": true, - "reason": "Both describe v5-era checkpoint/model reload failures for older checkpoints; likely the same loading regression." + "accept": false, + "reason": "Both are about loading older checkpoints in v5, but one is a generic reload regression and the other is a specific remote-code/meta-init incompatibility; too broad to treat as the same bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related test flakiness and scheduler kwargs are different bugs." + "reason": "SAM HQ test seeding flakiness and an inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler behavior are unrelated code paths." + "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated code paths." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Both are import/lazy-loading themed, but the packet does not establish the same underlying bug." + "accept": true, + "reason": "Both point to lazy-loading / import-time behavior being broken; 44273 is the broader root-cause report and 44246 is the symptom report." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model-type warning and Liger-kernel application are separate issues." + "reason": "A model-type mismatch warning and Liger Kernel application during model_init are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same issue." + "reason": "Tokenizer save_pretrained mismatch vs a generic bug report do not establish the same concrete failure." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support and Qwen3-VL bbox hallucination are different model bugs." + "reason": "Flash-Attn2 unsupported error and Qwen3-VL 2D bbox hallucination are different problems." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs are unrelated." + "reason": "Broken `transformers env` output and scheduler kwargs handling are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility and Qwen3-VL output issues are unrelated." + "reason": "Python version compatibility and Qwen3-VL bbox output are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs and PretrainedConfig type checking are different regressions." + "reason": "A scheduler kwargs bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Buffer access error and a generic bug report do not match." + "reason": "A position_ids buffer read error and a generic bug report are not the same underlying issue." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star slowdown and HybridCache import failure are different import issues." + "reason": "Import-* performance work and a HybridCache import error are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance and a testing_utils bug are unrelated." + "reason": "Import-* slowdown and a testing_utils bug are unrelated." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output bug are unrelated." + "reason": "Cache-strategy typo and incorrect pipeline-parallelism output are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star slowdown and cache-strategy typo are not the same bug." + "reason": "They only share a broad import/runtime theme; the concrete bugs differ." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger-kernel initialization and flash_attention_3 training degeneration are different problems." + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different failures." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Bounding-box hallucination and Qwen3.5-Moe from_pretrained failure are not the same issue." + "reason": "Qwen3-VL 2D bbox issues and Qwen3.5 MoE from_pretrained errors are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Forward-doc confusion and tokenizer-loading regression are unrelated." + "reason": "Documentation confusion for forward arguments and tokenizer loading regression are not the same bug." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + "reason": "Pipeline-removal docs and scheduler kwargs handling are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "post_init validation and tied-weights AttributeError are different bugs." + "reason": "Post-init policy for patchtsmixer and tied-weights key handling are unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance and scheduler kwargs are unrelated." + "reason": "Import-* slowdown and scheduler kwargs are unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3-VL bbox output are different bugs." + "reason": "Tokenizer loading via AutoTokenizer and Qwen3-VL bbox output are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weights crash are unrelated." + "reason": "Pipeline save_pretrained failure and tied-weights AttributeError are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading bug are not the same issue." + "reason": "`transformers env` CLI breakage and lazy loading are only loosely related at best, not the same concrete bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer behavior and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer math and Gemma audio positional encoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report and Qwen3.5-Moe from_pretrained error are too vague to treat as duplicates." + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error lack enough evidence to be the same underlying issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading regression and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star slowdown and VRAM leak in dataloader threads are different code paths." + "reason": "Import-* performance and VRAM leakage in dataloader threads are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Processor timestamp math and RoPE implementation are unrelated." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:42913", - "right": "issue:43066", - "accept": true, - "reason": "Both describe the same v5 tokenizer behavior/decoder-type regression." + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward docs confusion and Llama 3.2 model loading breakage are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward API documentation confusion are unrelated." + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger-kernel application and old-checkpoint meta-init incompatibility are different bugs." + "reason": "Liger Kernel application and old checkpoint meta-init incompatibility are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE implementation are unrelated." + "reason": "VRAM leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different issues." + "reason": "GLM-5 RoPE implementation and Gemma audio positional encoding are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 guidance and VRAM leak are unrelated." + "reason": "TF32 settings and VRAM leakage are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and timestamp calculation are different bugs." + "reason": "local_files_only network access and timestamp calculation are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and missing save_pretrained files are unrelated." + "reason": "Timestamp calculation and processor.save_pretrained missing files are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leak are unrelated." + "reason": "Timestamp calculation and VRAM leakage are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split behavior and Gemma-4 audio positional encoding are unrelated." + "reason": "torch.split return-value handling and Gemma audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA precision issue and Gemma-4 audio positional encoding are different bugs." + "reason": "MLA q_a_layernorm epsilon precision and Gemma audio positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." }, { "left": "issue:42890", "right": "issue:43704", "accept": false, - "reason": "Seed-related test flakiness and VRAM leak are different problems." + "reason": "SAM HQ test seeding and VRAM leakage are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": true, - "reason": "Same tokenizer v5 behavior/decoder-type regression." + "reason": "Both are tokenizer behavior regressions in v5; 43066 is the specific wrong-decoder-type manifestation of the broader behavior-change report in 42913." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs and an unrelated placeholder issue are not related." + "reason": "A scheduler bug and an unrelated placeholder issue title are not duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is generally grounded, but one soft-edge acceptance is too strong for the available evidence: issue:44246 vs issue:44273 is only loosely similar by import/lazy-loading theme and does not clearly establish the same underlying bug from the packet. The other accepted pairs are more defensible, but this one is not conservative enough, so I\u2019m rejecting." + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft links are conservative: 42913\u219443066 is a plausible tokenizer-v5 duplicate pair, and 44246\u219444273 is a reasonable lazy-loading/import-time symptom-root pairing. The remaining rejections stay appropriately narrow and do not overclaim duplicate status." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14020,8 +14007,8 @@ "review_unit_count": 43, "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-15354-374", "nodes": [ @@ -14060,20 +14047,20 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "f6c2ca13064181b48e7ea555f4f8df0d399205e7d7784076651b24ca7b92e71d", + "prepared_review_unit_hash": "e246d8fe1c5c61c73346920283c41fc4ad81617ab315caa983d79526f103264a", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720176, - "estimated_input_tokens": 180044, - "estimated_eval_tokens": 360344 + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 14, - "serialized_chars": 14255, + "serialized_chars": 14254, "estimated_input_tokens": 3564, "estimated_eval_tokens": 7384 }, @@ -14082,96 +14069,96 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports across loading, config, training, inference, chat templating, and tooling. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates. If forced to pick a representative issue, 44556 is the closest to a broad user-facing loading regression.", + "summary": "All soft-pair candidates look like false positives: they share broad wording (loading, config, AttributeError, fp8, etc.) but point to different features, models, or code paths. No clear canonical duplicate emerges from this set.", "confidence": 0.95, - "canonical_issue_reason": "44556 is the most broadly representative of the cluster\u2019s recurring theme of model loading/regression bugs, with a concrete version-bound reload failure; the other issues are more specialized and less central.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44556 is the most actionable and general user-facing report in this set, with a clear reproduction class (checkpoint reload after upgrade) and strong relevance to the overall loading-regression theme.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different crash paths: tied-weight key extraction vs chat template handling for tool-call assistant messages." + "reason": "Different failures: tied-weights key handling crash vs chat template crash on tool-call assistant messages." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Unrelated: an unemployment post versus a typo in testing_utils.py." + "reason": "Unrelated topics; one is a placeholder-like issue title, the other is a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated non-technical issue; no shared bug." + "reason": "A cache-strategy typo is unrelated to the unemployment issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to the other report." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression versus an unrelated non-technical issue." + "reason": "Checkpoint reload regression is a concrete model-loading bug; the other issue is unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id missing attribute is a different config bug than tied-weight list handling." + "reason": "Both involve attribute errors, but on different configs and different code paths; not the same bug." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is separate from _tied_weights_keys list crash." + "reason": "Missing pad_token_idx in StableLmConfig is distinct from _tied_weight_keys list handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained/checkpoint loading and an ImportError in configuration_utils are distinct code paths." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request is unrelated to processor.save_pretrained missing files." + "reason": "FP8 Qwen support for inference is unrelated to processor.save_pretrained missing files." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training failure are different problems." + "reason": "Pretrained loading performance and tensor-parallel training bugs are different code paths." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting after failed training and from_pretrained slowness are unrelated." + "reason": "MLflow reporting on training failure is unrelated to checkpoint loading speed." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is FP8 support and the other is a from_pretrained error; not the same concrete bug." + "reason": "Both mention Qwen3.5 MOE, 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": "Tokenizer loading regression is a different issue from slow checkpoint loading." + "reason": "Tokenizer-loading regression is not the same as slow checkpoint loading." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are separate feature/bug areas." + "reason": "Continuous batching audio-model support and FP8 Qwen support are separate feature gaps." } ] }, @@ -14190,8 +14177,8 @@ "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": [ @@ -14201,12 +14188,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "97d2bbbfafbd36b44beb4ec9547ff38c707bf0d99fccff353e50892ea4deb755", + "prepared_review_unit_hash": "623006636a96386421082465c5cb50daeec3679cfec9da9816efbb6ca8491a46", "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 }, @@ -14214,7 +14201,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14223,18 +14210,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-request issues, not duplicates: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are two distinct community contribution requests, not duplicates: one is for Flash Attention 2 support and the other for GGUF support, even though both mention adding architecture support.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: issue 26350 and issue 33260 request different features and do not describe the same underlying work.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative is needed, issue 26350 is slightly better only because it is older and has more discussion activity, but it is not a true duplicate target for 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying feature requests and code paths; both are broad architecture-support initiatives, but they are not the same change or bug." + "reason": "Different feature requests in different areas (Flash Attention 2 vs GGUF); shared wording about architecture support is too broad to treat as the same issue." } ] }, @@ -14253,8 +14240,8 @@ "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": [ @@ -14271,12 +14258,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "ac2bc17a67cfbc8911c6660a1e94cf5a079af321bcb4de59c1c3648753651a2c", + "prepared_review_unit_hash": "052890fc48eabc94310a0eb090528ec3080b4b22c178a55da2229a5f08bbe7fd", "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 }, @@ -14284,7 +14271,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14293,58 +14280,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three closed issues are near-identical template copies of the same i18n docs-translation request, while the Turkish issue is a distinct concrete localization request and should not be merged into that duplicate set.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43834 is the earliest of the identical placeholder issues and best represents the duplicated template cluster.", + "summary": "These are all translation-request issues with highly templated titles, but only #27088 is explicitly about Turkish; the others look like generic placeholder instances rather than the same exact underlying request. I would not merge any pair as duplicates on the available evidence.", + "confidence": 0.83, + "canonical_issue_reason": "#27088 is the most concrete and specific issue in the set: it names Turkish explicitly, while the others are generic template-style titles with no visible language details here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most central representative of the repeated template wording and is a good cluster anchor.", + "best_issue_reason": "#27088 is the best anchor for this cluster because it is the only issue that clearly identifies the target language and therefore has the strongest standalone signal.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "27088 is specifically Turkish, while 44370 is a generic placeholder title; they do not look like the same concrete request." + "reason": "Both are translation-related, but the evidence only shows a generic template on one side and a concrete Turkish request on the other; that is not enough to say they are the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Same mismatch: a concrete Turkish translation request versus a generic template issue." + "reason": "The titles are similar at a template level, but there is no concrete match on the target language or request details beyond docs translation in general." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "The Turkish issue is a distinct language-specific request, not the same underlying issue as the generic placeholder entry." + "reason": "Same broad translation theme, but not the same specific request: one is explicitly Turkish, the other is only a placeholder-style language template." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "These are effectively the same placeholder issue title/body pattern and look like duplicate copies of the same template request." + "accept": false, + "reason": "Both appear to be generic translation-template issues, but there is no evidence they refer to the same language or the same exact change/request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Identical placeholder title and near-identical metadata indicate the same underlying issue/template copy." + "accept": false, + "reason": "High textual similarity alone is not enough here; these look like separate template instances rather than one duplicate report." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Both are the same generic placeholder issue and appear to be duplicates of one another." + "accept": false, + "reason": "The available metadata does not show a shared concrete target beyond a generic docs-translation template, so they should not be treated as the same issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 43834, 44365, and 44370 share the same placeholder title and very high body similarity, while 27088 is clearly a distinct Turkish-specific request. The soft-edge verdicts are conservative overall, and the canonical choice of 43834 is justified by its earlier creation among the duplicate template issues." - }, - "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 }, @@ -14356,8 +14340,8 @@ "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-36817-14", "nodes": [ @@ -14406,202 +14390,202 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "35d4bd489879eeb7914255da4275d4b37c9eac6084538416870fd8282e4f9cc9", + "prepared_review_unit_hash": "6f6fffab25a25d3979a0af8362116356cd1286ca221634ef1b23283525d68557", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17649, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17649, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a false-positive duplicate group: the issues all ask for different model additions/support across unrelated architectures and tasks (BERT variants, audio ASR/TTS, OCR, vision, sparse transformers). None look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous model-request tickets, not duplicates of one problem.", + "summary": "The items are mostly independent model-support requests, not duplicates: they span different model families and even different modalities (text, audio, OCR, perception). The apparent overlaps are only broad thematic similarity, so none should be merged as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the requests target different models and capabilities, so they are not duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue: there is no representative issue that subsumes the others as the same change.", + "best_issue_reason": "If a representative is needed, issue 43671 is the most active and clearly described among the audio-related requests, but it still does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + "reason": "Both are model-add requests, but EuroBert and DEIMv2 are different architectures with separate implementation work." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work and Qwen3-TTS support target different models and tasks." + "reason": "EuroBert config support is unrelated to adding Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and different speech/text paths." + "reason": "NeoBERT and Qwen3-ASR are different models and different modalities." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the weight-sparse transformer request are not the same architecture change." + "reason": "NeoBERT and the weight-sparse transformer request are distinct model families and changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + "reason": "NeoBERT text-model support is unrelated to LFM2.5 Audio support." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model additions, not one duplicate." + "reason": "NeoBERT and ModernVBERT are separate model additions, not the same request." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support are different models and code paths." + "reason": "NeoBERT and Voxtral TTS support are unrelated model integrations." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct changes." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different code paths." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse transformer request do not describe the same model implementation." + "reason": "MiniCPM3 and the sparse-transformer request are distinct model changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model architectures." + "reason": "MiniCPM3 and ModernVBERT are different model families." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are unrelated requests." + "reason": "MiniCPM3 support is unrelated to Voxtral TTS support." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models with different functionality." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are separate model support requests." + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different tasks and architectures." + "reason": "ModernVBERT and Qwen3-TTS are separate additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE support overlap only loosely; they are not the same concrete change." + "reason": "ModernVBERT and BERT-like RoPE models are related only at a high level, not the same request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE handling and Voxtral TTS support concern unrelated model families." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related but still different concrete model requests and changes." + "reason": "Both mention Qwen3, but TTS and ASR are different modalities and likely different implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models; same broad subsystem is not enough." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS models with separate support work." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated tasks and models." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the sparse transformer request do not fix the same code path." + "reason": "A TTS model request is unrelated to the sparse-transformer request." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model additions." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model integrations." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model families." + "reason": "ASR support and EUPE perception-encoder support are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and the sparse transformer request are not the same implementation." + "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different models with different purposes." + "reason": "LFM2.5 Audio support and SAM3-LiteText are unrelated model requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer support and EUPE are unrelated model requests." + "reason": "Sparse-transformer support and EUPE are different model architectures." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model changes." + "reason": "Qwen3-ASR and Voxtral TTS are different modalities and models." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model support requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model additions." } ] }, @@ -14620,8 +14604,8 @@ "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": [ @@ -14642,82 +14626,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "7c5c99673a58cedd3d1674ad1f4e0a60115f4a3d0be95ace01300860bb721b70", + "prepared_review_unit_hash": "cbb40701e334e357ececad06a42e98e6256a988d685d99894e3bc251c84264fb", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely similar at a high level (mostly small model/config/typing/wording problems) but they do not describe the same bug or change. No soft pair looks mergeable as a duplicate.", - "confidence": 0.88, - "canonical_issue_reason": "#43240 is the strongest representative of the cluster because it describes a concrete functional bug with user-visible impact, whereas the others are narrower configuration, typo, or wording issues.", + "summary": "These soft-linked issues are not duplicates: they span unrelated bugs in different areas (model normalization, Mask2Former loss handling, config typing, a typo, and tokenizer warnings). No soft pair looks like the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44031 is the broadest, most discussion-heavy bug report in the set, so it is the closest thing to a cluster anchor even though the items are actually heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "#43240 is the most suitable standalone issue to keep as a reference point for this cluster: it is specific, actionable, and more substantive than the others.", + "best_issue_reason": "issue:43240 is the most concrete, code-path-oriented bug report and is the strongest standalone issue here, but it still does not unify the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different problems: one questions whether Llama4TextL2Norm should be RMSNorm, the other is a ModernBERTConfig type-hint issue. No shared code path or fix." + "reason": "Different concerns: model normalization implementation vs. a config type-hint typo." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value being unused is unrelated to kwargs not being forwarded to a loss function; different models and different failure modes." + "reason": "One is about Mask2Former's ignored loss value; the other is about kwargs not reaching a loss function\u2014related only loosely by training code." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "One is a Mask2Former parameter-handling bug, the other is a tokenizer regex warning regression. They are not the same underlying defect." + "reason": "Different subsystems and symptoms: Mask2Former loss handling vs tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value usage and a typo in quantization_operation are unrelated issues." + "reason": "A runtime model bug and a documentation/attribute typo are not the same underlying issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Model-specific unused parameter bug versus an incorrect type hint in a different config class; no common fix." + "reason": "Mask2Former loss behavior does not match a ModernBERT config type annotation issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs into loss computation is a runtime behavior bug; incorrect norm_eps typing is purely an API annotation issue." + "reason": "Loss kwarg forwarding bug vs incorrect config type hint; no shared concrete code-path." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint correction in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + "reason": "Unrelated: ModernBERT `norm_eps` typing vs tokenizer regex warning after 4.57.3." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and a typo in an attribute name are different classes of issues and do not indicate the same bug." + "reason": "Both are small fixes, but one is a type-hint error and the other is a typo in a quantization attribute name." } ] }, @@ -14736,8 +14720,8 @@ "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": [ @@ -14747,7 +14731,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "35871679b350090d5abe3d40c0cf1a4e87a88a6a00c488f656e092176e4efee2", + "prepared_review_unit_hash": "91c1774746b59900bfb7d0d382719d9768d814ddfa7e0d55e6aaf06c0eac58bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -14769,18 +14753,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The soft similarity is too weak to indicate the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the issues describe different feature requests and do not share a specific code path or problem.", + "summary": "These two issues are about different requests: one is a generic feature request for block decoding, the other is specific support for DeepSeek v3.2. There is no strong evidence they describe the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the titles and likely scopes differ substantially, so neither issue is a duplicate of the other.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for a merged cluster; the items are unrelated enough that neither should be treated as a representative duplicate target.", + "best_issue_reason": "Neither issue is a good global canonical for the pair because they target different functionality and do not appear to overlap in concrete implementation scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: these are distinct requests with different goals and no evidence they describe the same bug or code change." + "reason": "Reject: 'Set Block Decoding' is a broad decoding feature request, while 'DeepSeek v3.2 support' is a model-specific compatibility request. They do not look like the same underlying bug or change." } ] }, @@ -14799,8 +14783,8 @@ "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": [ @@ -14810,7 +14794,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "c6cab456af13ed1cb63123e2ad5ff30f6b699cad30c55231eb7a5b79f9d5cf92", + "prepared_review_unit_hash": "ecf2a1eee88737bc84261a7778e4ae86a436f83ad6646b2edd52ac142c5a3d3c", "component_budget": { "node_count": 2, "item_count": 2, @@ -14832,18 +14816,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a very high level (custom trainers / Trainer internals) and describe different problems: one is about `remove_unused_column` customization, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43598 is the cleaner representative of a specific Trainer customization problem and has a more concrete, actionable scope.", + "summary": "The two closed issues are not duplicates: one is about making Trainer\u2019s `remove_unused_column` behavior more customizable, while the other is about FLOPS estimation for custom trainers. They touch the same general Trainer area but describe different problems and fixes.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best single issue in this pair because it is narrowly defined and directly describes a concrete Trainer behavior to revisit.", + "best_issue_reason": "No single canonical issue emerges because the issues are unrelated; if forced to pick a representative, #43598 is a clearer, more concrete Trainer customization request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "The titles and descriptions point to different code-path problems; one concerns `remove_unused_column` behavior, the other FLOPs counting for custom trainers. Shared mention of custom trainers is too broad to treat as the same bug." + "reason": "Different underlying concerns: `remove_unused_column` customization vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug." } ] }, @@ -14862,8 +14846,8 @@ "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": [ @@ -14873,7 +14857,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d0f1bf9d5a89fdd39f120bd66d5d1e8721328600a795d134e06263b6ed4a7eba", + "prepared_review_unit_hash": "35c0a273185b383ecb8b759903ad08e0b53bbac811f47bd292a329177ab47b8e", "component_budget": { "node_count": 2, "item_count": 2, @@ -14895,18 +14879,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests for different Qwen model support paths: one for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, and one for AutoModelForSequenceClassification support for Qwen3.5. They are only loosely related by model-family naming, not the same underlying request.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one requests core model registration for Qwen3-Omni, while the other requests sequence-classification support for Qwen3.5. They touch different model variants and different functionality layers.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate issue: the requests target different capabilities (AutoModel/AutoModelForConditionalGeneration registration vs AutoModelForSequenceClassification support) and different Qwen model families.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the broader and more central request in this cluster, since it targets core model registration for Qwen3-Omni rather than a single task-specific head.", + "best_issue_reason": "Issue 43684 is the broader, more foundational request and is the closest thing to a representative issue, but it still should not be treated as a duplicate of 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different models and different APIs/tasks: core AutoModel/conditional generation registration for Qwen3-Omni versus sequence-classification support for Qwen3.5. They do not appear to be the same bug or change." + "reason": "Different underlying changes: Qwen3-Omni model registration for base/generative auto classes vs Qwen3.5 sequence-classification head support. Not the same bug or mergeable change." } ] }, @@ -14925,8 +14909,8 @@ "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": [ @@ -14943,12 +14927,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "8111ce5b83e4b6c73945a2f3d8f25fe35d6da5ff5e1e2f997a9628327b5f94a8", + "prepared_review_unit_hash": "db474929e338b9669489c06f815c46120c6b25f1f41f95afd8094b2742732575", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -14956,7 +14940,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, + "serialized_chars": 4266, "estimated_input_tokens": 1067, "estimated_eval_tokens": 2390 }, @@ -14965,58 +14949,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The repeated 'huggingface ' issues are likely clustered, but the evidence is strongest for 43845 and 43846. 43859 looks related by title and soft similarity, but the available metadata is too thin to treat it as the same underlying report with confidence; 43835 remains an outlier.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43845 is the earliest of the strongest duplicate pair ('huggingface ' with 43846) and is the cleanest anchor for the likely duplicate set.", + "summary": "All four items are extremely sparse issue reports with only generic or near-empty titles. The three \"huggingface\" issues look superficially related, but there is not enough body detail to confirm they describe the same underlying problem. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43859 is the only report with any discussion activity, so it is the best available anchor among otherwise low-information issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best representative because it is one of the strongest duplicate candidates, is earliest in the cluster, and has no conflicting metadata.", + "best_issue_reason": "issue:43859 is the best global issue candidate for triage because it has at least minimal activity and matches the repeated title pattern, but the reports are too under-specified to be strongly meaningful.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles ('Fett' vs 'huggingface ') and no body/target evidence tying them to the same underlying issue." + "reason": "Both are too sparse and the titles are not enough to confirm the same bug or request." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no substantive metadata linking them to the same report." + "reason": "Only weak textual similarity is available; there is no body evidence that they describe the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete evidence of a shared bug report." + "reason": "The reports are under-specified and do not provide enough shared detail to justify duplicate merging." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, close creation times, and the strongest similarity score make this the most plausible duplicate pair." + "accept": false, + "reason": "These titles match exactly, but the bodies are too thin to confirm they are truly the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same title, but the evidence is weaker here and the available metadata does not reliably show the same underlying issue." + "reason": "There is not enough substantive content beyond a generic title to treat them as the same report." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same title, but only soft similarity is available and it is not strong enough to confidently merge these as duplicates." + "reason": "The similarity is only superficial; the available text does not establish a shared underlying bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The clustering is a bit overconfident. The packet only gives exact repeated titles, timestamps, body lengths, and soft-similarity scores; it does not expose issue bodies or any explicit linkage. Calling all three 'huggingface ' issues near-identical duplicates, especially the 0.6 Jaccard pairs (43845/43859 and 43846/43859), overstates the evidence. A more conservative read would be that 43845 and 43846 are the strongest duplicate candidates, while 43859 is only a weaker soft-edge match." - }, - "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 }, @@ -15028,8 +15009,8 @@ "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": [ @@ -15050,7 +15031,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0574660a76b46fe913c201a2f781617239d95acd3d4fbc405708f4a051631a31", + "prepared_review_unit_hash": "ebc191fa19a7d622c923a6869092f3584dbc52106d12019420a73aa669b968bc", "component_budget": { "node_count": 5, "item_count": 5, @@ -15072,66 +15053,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items look like low-information spam/placeholder issues rather than duplicate reports of a real bug or feature request, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "If one must be picked, #44418 is the most descriptive title in an otherwise spammy set; the rest are generic '' placeholders with no actionable content.", + "summary": "These are low-information issues with placeholder/spam-like titles and no evidence of a shared concrete bug or change; they do not form a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue: the set is dominated by spam/placeholder titles and lacks any substantive description or shared bug details to anchor deduplication.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is marginally the best representative because it has a non-placeholder title, but the cluster still lacks enough substance for a true canonical issue.", + "best_issue_reason": "Issue #44418 is the least placeholder-like title and is the only one that reads like a normal issue, but it still has no concrete enough content to serve as a reliable canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder '' issues with no concrete problem statement; matching spam text is not evidence of the same underlying bug." + "reason": "Both are placeholder spam titles; no shared underlying bug or change is described." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are placeholder '' issues with no concrete problem statement; matching spam text is not evidence of the same underlying bug." + "reason": "Both are placeholder spam titles; nothing indicates the same issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Titles are not describing the same concrete issue; one is spam and the other is a vague documentation suggestion with no shared bug context." + "reason": "One is spam-like and the other is a generic documentation suggestion, but there is no concrete overlap." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The items do not describe the same underlying bug/change; '' and a generic named-title issue are too underspecified to deduplicate." + "reason": "Unrelated titles with no shared bug, feature, or code path." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation suggestion and a spam placeholder do not establish the same concrete issue." + "reason": "Generic documentation suggestion versus placeholder spam; not the same underlying request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A vague documentation suggestion and a spam placeholder do not establish the same concrete issue." + "reason": "Generic documentation suggestion versus placeholder spam; no evidence of duplication." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical placeholder titles are not enough to prove the same underlying bug or change; both lack substantive content." + "reason": "Both are spam placeholders, but there is no specific issue/change content to confirm they are duplicates." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "These do not describe the same concrete problem; both are too sparse to treat as duplicates." + "reason": "Placeholder spam title and an unrelated named topic; not the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "These do not describe the same concrete problem; both are too sparse to treat as duplicates." + "reason": "Placeholder spam title and an unrelated named topic; no duplicate evidence." } ] }, @@ -15150,8 +15131,8 @@ "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": [ @@ -15161,7 +15142,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "c1df9a20977641b0562ab4090796570652893aac25500cbb2c2aa344db2cae51", + "prepared_review_unit_hash": "b15563227e049b26fb20bc6684e70f0210f8d8da6a2719650aa288369fc25ff6", "component_budget": { "node_count": 2, "item_count": 2, @@ -15183,24 +15164,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are duplicate issues: they have identical titles, similar body sizes, and the only pair evidence is soft similarity. #45145 is the better canonical thread because it was created earlier and already has an inbound reference, making it the more established discussion point.", - "confidence": 0.94, - "canonical_issue_reason": "#45145 is the stronger canonical issue because it has the same title as #45151, was opened earlier, and already has an inbound reference, so it is the more established thread.", + "summary": "These two closed issues are very likely duplicates: they have the exact same title and soft-similarity evidence, but the packet does not prove their bodies are identical. #45145 is the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the most established representative for this likely-duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to represent the cluster because it appears to be the primary duplicate target: same title, earlier creation time, and an inbound reference, while #45151 adds no clear distinct scope.", + "best_issue_reason": "#45145 is the best issue to keep as the primary record because it is earlier and already has more thread connectivity than #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept: the issues have identical titles and closely matching content, with no evidence of distinct scope. They look like duplicate reports of the same underlying request." + "reason": "Likely duplicate based on identical title and soft-similarity evidence; the packet does not prove the bodies are identical, but it is reasonable to treat them as the same request." } ] }, "evaluator_result": { "accept": false, - "feedback": "Rejecting because the rationale is not fully grounded in the packet: #45145 does not have more discussion context than #45151 (the packet shows discussion_activity 0 vs 1). The duplicate/canonical judgment itself is plausible given the identical titles and soft similarity, but that specific supporting claim is inverted, so the summary is too strong as written." + "feedback": "The packet supports that the issues share the exact same title and have soft-similarity evidence, but it does not directly show their bodies are \"near-identical\" or that they are definitively the same request. The duplicate verdict should be more conservative (e.g., \"likely duplicate based on identical title and soft similarity\")." }, "evaluator_used": true, "retried": true, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index ae64a7ce1a1a7f3b14f9bc075be40b70abe14d84..d17e24a1b1fda923c2e3691be7475c0540bde153 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260426t060015z", + "analysis_id": "hybrid-model-20260426t120023z", "archived_artifacts": { - "hybrid": "snapshots/20260426T060015Z/analysis-runs/hybrid-model-20260426t060015z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260426T060015Z/analysis-runs/hybrid-model-20260426t060015z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-26T06:01:25Z", + "published_at": "2026-04-26T12:06:15Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260426T060015Z", + "snapshot_id": "20260426T120023Z", "variant": "hybrid" } diff --git a/snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.json b/snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..b12cc8a7efbe51aaba8e1e99b51f27a74e9338e3 --- /dev/null +++ b/snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.json @@ -0,0 +1,2044 @@ +{ + "schema_version": "1.0", + "repo": 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"generated_at": "2026-04-26T12:06:14Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "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": "d9c5ad76e827e0e24d9f5e3ea3a8f9db1c96b0218027c794d5595dad72c09492", + "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 do not look like duplicates of one another: one is about Tapas tokenization mismatch, one is about an auth/error-message problem when downloading a private model, and one is about a generic model-load failure for bert-base-uncased. The only commonality is superficial Hugging Face model-loading language.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-sounding of the three, so it is the best single anchor if one must be chosen, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 has the most general title and highest discussion activity, making it the most representative issue in this small cluster, even though the items appear unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different code path and bug class from a bert-base-uncased model-loading failure; no concrete overlap beyond general ML/model terminology." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about a misleading error when downloading a private model while logged out, whereas #16618 is a separate model load failure for a public checkpoint; these are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "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:43296", + "issue:43366", + "issue:43404", + "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:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "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:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:30277|issue:43638", + "issue:34634|issue:35545", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "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:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "0dd0afefb097d22aa1742cd2e46b878bf3bbfefd0d0be02337bcc232d5112344", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated model/runtime/doc issues. The strongest duplicate candidate is the DeepSpeed ZeRO-3 / Bert index-0-out-of-bounds pair (43596 vs 43638), but nearby ZeRO-3 index-error reports like 41762 keep the cluster from being perfectly certain from metadata alone.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it cleanly names the shared DeepSpeed ZeRO-3 index-out-of-bounds failure without overfitting to one specific Bert variant, while still matching the closest duplicate candidate issue:43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue representative for this cluster because it is the clearest, most general description of the shared ZeRO-3 zero-sized-index crash among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different bugs: a missing config attribute vs a streaming chat/completions failure." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/runtime problems, but on different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failures; only a broad subsystem overlap." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Distinct model/runtime errors; no evidence they share the same underlying defect." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to an ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific errors, but one is export-related and the other is FP8 inference." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different failure modes: ONNX export vs device-mapping CUDA assert." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they cover different removed entries and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: ONNX export error vs import-path breakage for GenerationMixin." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index errors, but the model/setup and failure context are different enough to treat as separate bugs." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same generic error class, but no clear evidence the Bert ZeRO-3 load bug matches this mask-shape mismatch report." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different problem domains: mask/tensor shape mismatch vs GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Related wording around embeddings, but not enough to confirm the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Model registration tooling issue vs runtime indexing mismatch." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch and Bert ZeRO-3 index error are different DeepSpeed failures." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ONNX export." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/Bert zero-sized index error; the latter is a slightly more specific variant of the same crash." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different symptoms and code paths: detokenization bug vs LoRA merge/save inconsistency." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call vs GPT-OSS tensor-parallel issue are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error and LoRA merge/reload mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both involve tensor-shape issues, but the training/FSDP checkpointing bug is distinct from this mask-indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training DeepSpeed weight-dimension error vs collective mismatch on ranks are different failures." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug is unrelated to AMD GPU model-loading/runtime failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading crash vs GPT-OSS tensor-parallel problem are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation bug is unrelated to CustomTrainer loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image dtype mismatch on Mistral-3 is unrelated to GraniteMoEHybrid method invocation." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and problems: missing config field vs tokenizer patch crash." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE does not match GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility issue vs model-specific NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure vs GPT-OSS tensor-parallel issue are separate bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Same broad training area, but cross-entropy/kernel routing and embedding unpacking are not the same defect." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 load crashes, but the model-specific details are not enough to confirm one shared bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues about removed v5 commands/tasks, but they target different removed references." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model and failure mode; no strong sign of shared root cause." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both touch training/inference math, but not the same concrete code path or bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer method signature change are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is not the same as a mask/index shape mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing bug is unrelated to a GenerationMixin import regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Different models and failure details; same ZeRO-3 theme only at a high level." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs pages and different removed or changed behavior." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Config attribute missing in vLLM vs CUDA assert on A800 are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model implementation can't load checkpoints are different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7 vs corrupted Ovis2 checkpoint are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig regression are different breakages." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but the models/configs and concrete failures differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch on one model/setup vs Bert ZeRO-3 zero-size index error on another." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference failure are different manifestations with no clear shared root cause." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different MoE dtype/runtime issues on different models and operations." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern missing." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template compilation error are different subsystems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are indexing/runtime issues, but the model path and error context are different." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Failed model load in vLLM is unrelated to GGUF architecture support." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdicts are mostly conservative, but the canonical summary overstates certainty: calling issue:43596/issue:43638 the \"only true duplicate pair\" is stronger than the packet supports. The titles do make them a strong candidate duplicate, but there are other closely related ZeRO-3 index-out-of-bounds reports (for example issue:41762) that cannot be fully ruled out from the provided metadata alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "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:43531|issue:45070", + "issue:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:44560|issue:45507", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "ed436d5d67c936884101b41503e9ba2e03984c73f251951de611f070c02d9905", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous, but the v5 non-persistent-buffer corruption reports form a broader duplicate subcluster than before: issues 43644, 43950, and 44534 all describe the same loading-time buffer corruption regression. Most other soft edges remain unrelated or only loosely similar subsystems.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is still the best canonical issue because it states the regression most explicitly (`from_pretrained()` silently corrupts `register_buffer(persistent=False)` buffers) and best anchors the wider buffer-corruption subcluster that also includes issues 43644 and 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue representative because it is the clearest, most specific report of the underlying v5 buffer-loading bug while the rest of the cluster remains too mixed to serve as a broader canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: missing `pad_token_idx` in one config vs a pydantic `PretrainedConfig` field regression in the other." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5 regressions, but one is int4 OOM/memory behavior and the other is tied-weights handling; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE problems: torch dynamo tracing failure vs tensor-parallel support not working." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated failures: autocast dtype mismatch vs streaming chat/completions API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an `_is_hf_initialized` constructor argument error; the other is a pydantic `PretrainedConfig` regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Different domains: GGUF architecture support for gpt-oss vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the `PretrainedConfig`/pydantic issue." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Model-registration failure in tokenizer mapping is unrelated to the Qwen3.5 streaming bug." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures: Gemma3 `sliding_window_pattern` missing vs MobileLLM key error." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 text-embedding / output-quality regression; one reports degraded embeddings, the other nonsensical model/pipeline results." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths: Mixtral grouped_mm tracing failure vs missing Float8 storage type." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index-shape errors, but they arise in different setups and model-loading paths." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Different MoE failures: FineGrainedFP8Config support vs grouped_mm tracing on float32." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different symptoms and models: perplexity anomaly on gpt-oss vs a GLM5 issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure is not the same as TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they are different models and different manifestations; not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization breakage is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention linear_attention crash is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight regressions." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A ReLU joke/discussion about DSA indexer is unrelated to docs mentioning a removed command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different areas: FP8 MoE support vs flash-attn2 fallback gating." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid-method errors are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated docs for the removed run command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These are the same bug: v5 corrupts or fills non-persistent buffers with junk during loading / `from_pretrained()`." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issues and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is model-quality degradation; not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failure modes: autocast dtype mismatch vs RLHF NaN/gradient explosion from 3D position IDs." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` are unrelated bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and generic loading noise are different problems." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different training/API errors: unexpected `num_items_in_batch` kwarg vs DeepSpeed ZeRO-3 zero-sized index error." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0 corrupts non-persistent buffers during model loading / initialization." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge verdict is not conservative enough: issue:43644 and issue:43950 look like the same v5 non-persistent-buffer corruption regression from their titles, so rejecting that pair is hard to justify. Because the buffer-corruption subcluster is therefore a bit broader than the summary implies, I would not accept this cluster evaluation as-is." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:43054|issue:43278", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "8904ab1fd950f36182f52f65e52956abf757a7993d3c6a67a8cb5eb1001f9b2a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38602, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous. Only a small subset is well-supported as same-bug duplicates: the SigLIP2 discrepancy pair, the remote_code/AutoConfig regression pair, and the stale v5 docs pair. The Qwen3/Whisper/ZeRO-3 and other same-area candidates are too weakly evidenced for a strict duplicate accept.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest open umbrella in the cluster and clearly captures the remote_code loading-regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the strongest anchor for the cluster because it is open, broad, and directly covers a concrete related duplicate candidate (43643).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes: Voxtral error messaging vs GLM-4v-9b loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related, but the specific bugs differ: bitsandbytes kwarg handling vs missing Float8 storage." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are not enough to establish the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA ineffective and int4 quantization CUDA reserved-memory OOM are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "These look like the same SigLIP2 implementation discrepancy; 43493 names the HF-vs-JAX mismatch and 43054 reports a likely symptom." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and unrelated loader failures." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as failure to load ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash_attn import failure are unrelated code paths." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the model/setup and failure modes differ." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "43643 is a concrete instance of the broader remote_code regression described by 45020: AutoConfig returns missing fields." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise is not the same underlying bug as failing to load a specific BERT checkpoint." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different errors; these do not look like the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3 MoE compatibility failure is not the same as a tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are special-config load failures, but Gemma3 ZeRO-3 and Qwen3 MoE FP8 issues are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Same as above: detokenization regression vs checkpoint load failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex behavior are different tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping failure in add-new-model-like is a different code path from remote_code loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing class and bitsandbytes storage keyword handling are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but SigLIP2 quality/discrepancy is not the same as a BF16-to-FP32 dtype change." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback blocking are separate problems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same stale-doc issue: both still reference pipeline tasks removed in v5." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The audio feature-extraction path is plausible, but the packet does not establish the same root cause under a strict accept standard." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash is unrelated to the flash-attn fallback gating problem." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights and silent non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Ovis2 checkpoint corruption are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure is unrelated to the remote_code regression in 45020." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback blocking are different failures." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer/loading symptoms." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Missing-key load failure for MobileLLM does not look like the remote_code missing-fields regression." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3-family ZeRO-3 load failures, but the packet does not establish a shared root cause; too weak for strict duplicate acceptance." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Similar initialization context, but the specific failures differ: Int8Params kwarg vs unexpected _is_hf_initialized in init_empty_weights." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different checkpoint-loading failures." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/SDPA fallback and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different failure characteristics." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion and gradient averaging under DeepSpeed are different training/loading bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but not conservative enough for a strict accept. A few positive soft-edge calls go beyond what the packet supports: 43792\u219444220 and 43940\u219445313 are plausible same-area regressions, but the packet only gives titles/body lengths and does not establish a shared root cause. The remote_code / docs / SigLIP2 links are better grounded, but the accepted pairs are not all equally well-evidenced." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "44db1640311bb3c79c424e4512f024fefe513000f76631d760f2b44118517115", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issues, with a few clear duplicate pairs around the same regression family (mask shape mismatch, Transformers 5.0 custom-model/buffer regressions, and SigLIP2 bad-output reports).", + "confidence": 0.82, + "canonical_issue_reason": "issue:41093 is the strongest local anchor because it has a near-exact duplicate-style partner in 44805 with the same mask/tensor shape IndexError; however, the overall set is too heterogeneous for one true canonical issue across all items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the best representative issue among the candidates because its duplicate pair is the clearest exact bug match and the error is specific and reproducible.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Both are training-time errors, but the failure modes differ: unexpected Trainer kwargs vs a tensor/mask shape mismatch." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/tensor shape-mismatch IndexError pattern; these look like the same underlying bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Completely different problems: bitsandbytes parameter construction vs CLIP tokenizer max-length behavior." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both point to the same 5.3.0 Qwen VL video-input regression family; 44560 looks like a model-specific manifestation of the broader bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different failures; no shared concrete bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF architecture support vs autocast dtype mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems and symptoms: DeepSpeed training weight-dimension error vs image processor void-mask handling." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-generation bugs with no clear shared code path." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen/GGUF area only; the concrete bugs are different." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA on Bamba vs flash-attention position_ids handling on Qwen3.5." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook detail does not change the underlying bug." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Both involve loading/position handling regressions, but they are different model-specific bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video embedding StopIteration vs TRL SFT embedding unpacking; different failures." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared bug: GGUF architecture support vs missing Float8 storage object." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class is unrelated to meta-device loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and meta-device loading are different problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different features and failures; no duplicate signal." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model producing nonsensical/zero outputs; these are the same underlying bug report." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Both are Transformers 5.x regressions around model init/loading, but they are distinct concrete bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different model families and unrelated symptoms." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Qwen3MoE FP8 issues." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/Bert zero-size index error vs tokenizer-mapping add-new-model-like failure; different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-related, but the concrete validation failures and affected models differ." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: ZeRO-3/Bert initialization vs add-new-model-like tokenizer mapping handling." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure is not the same as mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer corruption regression, just worded differently." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: ZeRO-3 weight loading vs save_pretrained visual-encoder key regression." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad outputs and the other is a documentation/example failure; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading/compatibility issues with no shared concrete failure path." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and unrelated generation failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays reasonably conservative overall. The accepted soft pairs are supported by strong title-level evidence, especially the exact mask-shape duplicate and the identical non-persistent-buffer regression pair. No PR mergeability issue applies here since these are issue pairs only." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "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" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:42915|issue:44756", + "issue:43644|issue:43645", + "issue:44661|issue:44683", + "issue:42491|issue:43931", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "c68f4d016d0401b63105ccc951a630c4261dc9ac7b0b287cc58ccbc0fc4bdd4a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38100, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated or only broadly similar. The only clear duplicate cluster is the resize_token_embeddings regression around output/decoder embeddings, with 45292 as the best umbrella issue.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45292 is the most general, model-agnostic statement of the resize_token_embeddings failure, so it best serves as the duplicate anchor for the embedding-resize cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the broadest and cleanest representation of the underlying bug; the other accepted issues are model-specific manifestations of the same resize_token_embeddings regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they name different models and don\u2019t clearly point to the same concrete bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Completely different symptoms: checkpoint resumption math vs SGD optimizer arguments not being used." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different failure modes; both are loading issues, but not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory use, the other is quantization/offloading behavior; too far apart." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different bugs; no shared concrete code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is a device-mapping crash and the other is FP8 config failure; not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and distinct loading problems; not a duplicate." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is bad inference output; different underlying issues." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they affect different models and don\u2019t clearly share one root cause." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both relate to memory, but one is training efficiency and the other is int4 quantization OOM; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Completely different code paths: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: FP8 config failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is junk buffers and the other is notebook/custom-model initialization." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated topics: tokenizer-mapping registration vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific loading failures with no clear shared code path." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the crashes come from different conditions and different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are untied lm_head reports, but they involve different model classes and are not clearly the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "Different Qwen3-related issues: LoRA compatibility vs training memory usage." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression pattern: both say model-specific embeddings are not updated after resizing, plausibly fixed by one PR." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load failures: extra_state handling vs init_empty_weights argument mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a vocab-size mismatch and the other is a model load failure for a different BERT model." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated problems in different domains: Qwen3 device mapping vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but the underlying issues differ: offloading behavior vs reserved-memory growth." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issue is unrelated to GLM5." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as meta-device loading failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but the cause and code path are different." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different regressions: unit-test loading vs save_pretrained checkpoint correctness." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode misuse." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "TypeError in init_empty_weights is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different failure modes; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45292 is the generic output_embeddings case and 45276 is a model-specific manifestation." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Different models and unrelated behavior: recurrent state reset vs GLM5." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the Qwen3.5 3D position_ids/SDPA issue." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems with different root causes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to mmap-induced OOM." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to resume_from_checkpoint max_steps calculation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate cluster is the resize_token_embeddings regression, which is strongly supported by the issue titles and the high-similarity pairings. The rejected soft edges are generally justified by distinct 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": 13, + "review_unit_index": 6, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "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:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "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:45081", + "issue:45084", + "issue:45292", + "issue:45335" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:43425|issue:44918", + "issue:43596|issue:44683", + "issue:44589|issue:45084", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:43883|issue:44488", + "issue:44488|issue:45081" + ], + "prepared_review_unit_hash": "0ef6b833a51d465ead549fc8f21b8848bf84024bfb42390ce5b780332695f9a7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38224, + "estimated_input_tokens": 9556, + "estimated_eval_tokens": 19368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy grouping of Transformers v5 loading/regression reports across many unrelated models and code paths. One soft edge is a true duplicate around `resize_token_embeddings` not propagating to tied/output embeddings in T5Gemma; the rest are too distinct to merge.", + "confidence": 0.55, + "canonical_issue_reason": "Issue 43611 is the broadest and most central representative: a v5 model-loading regression. Most other items are narrower variants of loading/tokenizer/config breakage rather than the same exact bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 best anchors the cluster because it captures the dominant theme of v5 breaking model loading without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5 regressions, but they hit different subsystems and models: video input handling vs strict config loading." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating to the tied/output embedding path, including `decoder.embed_tokens` in T5Gemma." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different failures on different model/tokenizer assets; one is vocab-size/token mismatch, the other is a general load failure." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks and `extra_state` handling are separate code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different architectures and load paths: Qwen3 MoE conversion with accelerate/deepspeed vs NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a version compatibility complaint; the other is a specific autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different regressions with different triggers." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated runtime issues." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading errors, but for different models and failure modes: Qwen3-VL shape mismatch vs NemotronH checkpoint incompatibility." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and a PagedAttentionCache linear_attention crash are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base model loading with `base_model_prefix` and Jupyter custom-model initialization are distinct regressions." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper `return_language` pipeline regression and MXFP4 fallback behavior are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and template-node compilation error are different failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different removed/changed pipeline APIs and are not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-VL loading problems with different symptoms; not enough evidence of one shared defect." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/compiler-check failure and Perceiver interpolation failure are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask shape mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP outputs and `ModelOutput` key assignment are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory usage and Strix Halo mmap/OOM are different performance/runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 unpacking with TRL SFT trainer are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed Zero3/BertModel indexing and compiled flex_attention on torch >=2.9 are different failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage resolution and non-template-node compilation errors are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM outputs are unrelated model-specific regressions." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality on gpt-oss and gradient checkpointing with LoRA are different concerns." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading regression for one model and Mistral regex patch crash are separate issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and `_is_hf_initialized` regression are distinct." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading and `extra_state` save/load handling are separate code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue and runtime special-token/post-processor update bug are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "`extra_state` serialization and video input regression are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` attribute and failure to load a specific BERT model are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for `cjvt/sleng-bert` and the Mistral regex patch crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue and canonical issue are reasonable, and the only accepted soft edge (45292/45335) is well-supported as the same resize_token_embeddings bug. The remaining rejections are appropriately cautious given the differing models, subsystems, and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44811|issue:45584", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:42947|issue:44756", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:39404|issue:43825", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:43994|issue:44610", + "issue:45216|issue:45357", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:43377|issue:43819" + ], + "prepared_review_unit_hash": "b69de933a7fc26f176da8037c5544e7d9bf8e007b73dfa3e838cdddda3ad6342", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37197, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regressions with one clear duplicate pair: the Qwen3.5 save_pretrained checkpoint-key bug. The GGUF loading pair is similar at a high level, but the available evidence is too broad to merge confidently.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45216 is the best canonical anchor because it cleanly matches issue:45357 on the same Qwen3.5 save_pretrained serialization bug; the rest of the cluster is too diverse to collapse into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Only 45216/45357 looks like the same underlying bug with strong enough specificity; the GGUF pair is not supported strongly enough to count as a duplicate on the provided evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Broad Torch compatibility failure versus a specific TP/MoE loading problem; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but they hit different code paths: base_model_prefix handling vs buffer initialization." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Related Whisper area, but different behaviors: batch_decode skip_special_tokens vs empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they involve different models and no clear shared code-path bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio feature extraction, but the reported failures are different enough to be separate bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated subsystems: vision preprocessor dtype mismatch versus template compilation failure." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing versus mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Training-state metric bug versus multimodal IterableDataset failure; unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different issues: tied-weights attribute error versus tokenizer loading regression for a specific model." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are transformers v5 breakages, but one is non-persistent buffers and the other is custom model initialization." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "No shared concrete code-path: trust_remote_code config field loss versus PagedAttentionCache crashing on Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading problems, but they appear to be separate model-specific regressions." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "High-level GGUF/title similarity only; the packet does not show enough evidence that these are the same concrete loading bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer-method name collision versus FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading paths: dequantized device_map/offload failure versus GGUF loading regression." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to template compilation failure." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen/MoE bugs with different symptoms; not the same underlying issue." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language behavior and the pipeline translation error message are separate regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a model-specific untie issue and the other is device-dependent serialization." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output versus rope/position-id scaling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and custom-model-in-notebook breakage are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same release window, but different failing models and no clear shared bug beyond generic loading regressions." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both audio-related, but apply_chat_template sampling-rate defaulting is unrelated to MIMI padding-mask batching." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and buffer corruption are different regressions." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook/custom-model initialization and buffer junk are not the same code-path problem." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision issues: nonsensical outputs versus wrong input resolution." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is a later/specific report of the same incorrect checkpoint-key handling." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next segfault versus Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is not the same as the specific Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated model-loading failure versus a tokenizer regex-patching crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different model-specific correctness bugs; the shared wording about missing support is too broad to merge." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are distinct failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly conservative, but it overreaches on the GGUF pair: from the packet we only have broad title similarity between issue:43452 and issue:43482, not enough to call it a clear same-bug duplicate. The analyst\u2019s own `best_issue_reason` says the only clear same-bug pair is 45216/45357, which also conflicts with the accepted GGUF verdict. I\u2019d accept the Qwen3.5 save_pretrained pair, but not the GGUF pair on the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:40990|issue:44811", + "issue:43611|issue:44534", + "issue:36032|issue:43742", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589" + ], + "prepared_review_unit_hash": "32236f8fedf7350977b4ae55b4685969c2d7dca65095ba43c2ddac643b6f0229", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36662, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers issues, many of them broad version-regression or model-specific loading bugs. Only one soft edge stands out as a likely duplicate: the Qwen2.5-VL / Qwen3-VL video-position regression pair.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it is the broadest concrete bug in the only strong duplicate family here: the v5.3.0 video-input regression affecting Qwen2.5-VL/Qwen3-VL variants. It is more representative than the narrower follow-up symptom in issue:45325.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best overall issue anchor for the cluster because it captures the broader pattern of recent Transformers-version breakages, which is the dominant theme across many items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different subsystems and failures: Voxtral tokenizer loading vs. Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated code paths: fbank feature extraction vs. compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: torch.export with torch_compilable_check vs. OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Distinct problems: v5 _is_hf_initialized regression vs. mmap OOM on Strix Halo." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tie_word_embeddings, but they are different failures and different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to the template-node compilation TypeError." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading-related, but one is a model-load failure and the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and unrelated failure modes: PaddleOCR-VL load vs. Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same underlying Qwen VL regression around temporal/video position handling in Transformers 5.3.0; the second issue is a narrower manifestation of the first." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is not the same as a generic model loading failure for physical-intelligence/fast." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different FP8/init issues: FineGrainedFP8Config failure vs. unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: high perplexity on GPT-OSS vs. Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they describe different mechanisms and different breakages." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to the MobileLLM-125M load KeyError." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow backend packaging, but the symptoms are not concrete duplicates and likely come from different install-path issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different topics: dequantized device_map offload failure vs. Qwen3 MoE training memory usage." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: multi-image IterableDataset finetuning vs. temporal position-id scaling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions affecting different internals." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both touch low-precision/FP8 topics, but one is a model config issue and the other is a storage type lookup failure." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor synchronization and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/weight issue is unrelated to Qwen3.5 save_pretrained visual-encoder key regression." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading error vs. auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility and noisy loading logs are not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate training, but one is a flash_attention_3 bug and the other is a classification-loss configuration bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is multi-image iterable finetuning." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs. tokenizer load failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Float8 storage-object TypeError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is indeed mostly a loose mix of unrelated issues, and the only clearly plausible duplicate pair is issue:44479 / issue:45325. The conservative false verdicts look reasonable, and the canonical issue choice is supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:43531|issue:44291", + "issue:45325|issue:45381", + "issue:41720|issue:45081", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:43828|issue:44683", + "issue:44387|issue:44617", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:43317|issue:43873", + "issue:40990|issue:45584" + ], + "prepared_review_unit_hash": "765a9db262bface973899821bcf6ac8b5d5635c7f092969d7ca224cf46b2e0d7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36713, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regression reports, with a broad theme around v5-era loading/init/serialization breakages and a few multimodal or quantization-specific bugs. I did not find any soft pair that clearly describes the same underlying fix.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the best representative of the cluster\u2019s dominant theme: broad Transformers v5 model-loading regressions. It is clearer and more central than the highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most suitable cluster representative because it captures the recurring v5 loading/init breakage pattern seen across several nearby issues, while staying relatively general.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: ModelOutput key handling vs non-persistent buffer serialization." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated failures: generation with inputs_embeds/past_key_values vs Qwen2.5-VL finetuning on iterable multi-image prompts." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Separate loading issues: GGUF compatibility vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 initialization/loading regressions, but one is an unexpected init arg and the other is a float8 storage lookup failure." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: output container key assignment vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk fills and ModelOutput key handling are distinct bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different symptoms and modalities: multi-image finetuning vs video position-id bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag behavior vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to the dtype mismatch issue." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Closely related Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly one fix." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely unrelated: CUDA assert in Qwen3 auto device mapping vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model initialization regressions, but the specific failures differ: base_model_prefix loading vs custom model init." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging issue vs a vLLM model-loading failure; no shared bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a missing tie causing bad generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model behavior issues with different architectures and failure modes." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization-related CUDA reserved-memory regression is not the same as a model-specific OOM report." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: Qwen3MoE with FineGrainedFP8Config vs Qwen2.5-GGUF loading on v5." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device model-loading breakage are different issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate bugs." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized regression and stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading failures on different models; no shared concrete code-path." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broader offloading complaint." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Completely unrelated: high perplexity on WikiText-2 vs Whisper empty-transcription generation failure." + } + ] + }, + "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": 13, + "review_unit_index": 10, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:43792|issue:44683", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:43526|issue:43881", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "1dbc2bcf8df42a6f8ccde9362f5b53626da77567c3f5a882269e63be4579964e", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39474, + "estimated_input_tokens": 9869, + "estimated_eval_tokens": 19994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span unrelated models, configs, loaders, trainers, and runtime failures. None of the soft edges looks like the same underlying bug or change, so all should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not describe one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: none of these issues is representative of the others as a global duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different failures: Bark CPU offload device mismatch vs torch.export failure via torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated topics: Bark voice_preset handling vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different root causes: init_empty_weights/_is_hf_initialized mismatch vs strict config loading granite_speech." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different model paths and bugs: CPU offload mismatch vs DAC.from_latents/STE behavior." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal regressions: processor image size mismatch vs rope temporal-position scaling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems: generation with embeds/cache vs device-map cudaErrorAssert on Qwen3." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: MIMI padding-mask mismatch vs OmDet processor output-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to Qwen2.5-VL iterable dataset multi-image finetuning failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving/serialization, but different models and different incorrect artifacts/keys." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading bug is unrelated to v5 non-persistent buffer serialization." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper load failure and compiled flex_attention on torch>=2.9 are different code paths." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different load failures: PaddleOCR-VL in vLLM vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to strict config rejection of granite_speech." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert is unrelated to Llava Next segfault during loading." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying issue is unrelated to Qwen3.5 visual encoder save_pretrained keys." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different failure modes: auto device mapping assert vs flash-attention generation regression." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT image label reduction bug is unrelated to glm-4v-9b load failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but on different processors and different missing attributes." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash is unrelated to dtype mismatch inference issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior problem is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading bug is unrelated to Trainer resume/max_steps calculation." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3MoE FineGrainedFP8Config failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading failures are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image preprocessing/model-size bugs in OmDet vs Perceiver." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to SFT embedding unpacking." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to OmDet processor/model resolution mismatch." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to Qwen3MoE FP8 loading." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss kwargs issue is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state caching." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FP8 loading failure is unrelated to dequantized model offload loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs: Bamba compile/SDPA vs Bark CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map assert and 3d_parallel.py failure are unrelated runtime 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": 13, + "review_unit_index": 11, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43782|issue:45381", + "issue:34634|issue:41720", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "5fb42aea4a75b63f947859b1e2c2178caadeca07811dcae1823eca80b331f87c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36736, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports. The only clear duplicate in the packet is the Qwen2.5-VL batched `apply_chat_template(..., padding=False)` crash; the HF offline tokenizer-loading pair is a plausible same-bug match. I would not treat `vesteinn/ScandiBERT` and `EMBEDDIA/est-roberta` as the same issue from the evidence here.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44514 is the best canonical issue for the exact duplicate pair because it is the clearer, earlier report of the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash as issue:44545.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative issue in the set because it has an exact duplicate and a specific, reproducible failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different bugs: Qwen3-MoE `sliding_window` vs StableLmConfig missing `pad_token_idx`." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen/VL-related, but the concrete failures differ: NVFP4 execution error vs video-input regression." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 auto-device-map CUDA assert vs GPT-OSS MoE TP support not working." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-processing ValueError vs Qwen3VL `from_pretrained` weight-only load error." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems: metrics label dropping vs SAM3 PCS text/bounding-box behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs for different models and signatures." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Different failures: CUDA assert on Qwen3 auto device mapping vs quantization/offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and symptoms: Qwen3Moe FP8 config failure vs Llava Next segmentation fault." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "No shared underlying bug: GenerationMixin import regression vs inability to run `3d_parallel.py`." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both are serving/inference crashes, but they involve different processors/models and unrelated code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated regressions: custom trainer loss signature change vs Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same batched `Qwen2_5_VLProcessor.apply_chat_template(..., padding=False)` crash." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failures: MacOS bus error on CLIP vs progressive generation with `inputs_embeds` and `past_key_values`." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different code paths: Qwen3 auto device mapping assert vs GraniteSpeech PEFT/local checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems: Bark CPU-offload mismatch vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated issues: image processor void segmentation maps vs BarkProcessor `voice_preset`." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Different documentation/typo issues; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different problems in different components: Bamba torch.compile+SDPA vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: `tie_word_embeddings` warning vs incorrect visual encoder keys on save." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification/config issues: Qwen3.5 `num_labels` propagation vs zero-loss with `num_labels=1`." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor update bug vs save/load loss of custom token IDs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Completely different model/loading issues: CPU offload mismatch vs tokenizer special-token decode bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different training/generation bugs: token counting vs progressive generation with cached KV and embeddings." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but the concrete failures are different." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and bugs: BarkProcessor voice preset failure vs Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different concrete failures despite both involving model/inference mechanics." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-mode tokenizer-loading bug: hub access is triggered even with `HF_HUB_OFFLINE=1`." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer concerns: dynamic post-processor updates vs BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Not grounded as the same bug from the packet: they target different models (`vesteinn/ScandiBERT` vs `EMBEDDIA/est-roberta`) and the evidence is too weak to call them one tokenizer-loading failure." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(special=...)` constructor error is unrelated to the `ScandiBERT` tokenizer-loading report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but it overstates one soft-edge match: issue:44451 and issue:44991 are not grounded as the same bug from the packet. Their titles point to different models (`vesteinn/ScandiBERT` vs `EMBEDDIA/est-roberta`), so calling them the same tokenizer-loading failure is too strong. Because the summary also says there are \u2018a couple of clear duplicates\u2019 beyond the exact Qwen2.5-VL pair, I can\u2019t accept this as written. The exact duplicate call on issue:44514/44545 is fine, and the offline-mode pair looks plausible, but the overall cluster summary needs to be more cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:39692|issue:44610", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:43746|issue:45381", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:40444|issue:43746", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:43421|issue:44811", + "issue:44843|issue:45081", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43540|issue:45381", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "2ef909c90530ca3be9e144fcde58fc2db0debc8a95319e91482587be3c800b69", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37303, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "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 bug reports across tokenizers, multimodal processors, training/runtime, and model-specific regressions. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue cleanly fits this mixed cluster; if forced, issue 44843 is the broadest open tokenizer-regression report, but the items are largely unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best representative only in the narrow sense that it is open, concrete, and in the most recurring subtheme here (tokenizer/mistral-regex behavior), though this is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training/gradient behavior, but one is eval-mode checkpointing and the other is ZeRO-3 gradient explosion; different bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer workflows, but one is SFT embedding unpacking and the other is evaluate-after-train state handling; not the same failure." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated models and problems: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different issues: model loading regression for physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Separate model bugs in different areas: Qwen3-MoE sliding_window handling vs Float8 storage lookup failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output correctness bugs, but they affect different models and code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor sync and the other is a LayoutLMv2 NER padding crash." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different processor/model mismatches in different models; one is a SigLIP2 example/quantization issue, the other an OmDet-Turbo size mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch _patch_mistral_regex/tokenizer loading, but the reported failures are different (missing backend_tokenizer vs codec/warning regression)." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config bug vs sliding_window bug in different models." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems: ZeRO-3/BertModel init failure vs feature extraction helper issue." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both are broad validation/classification bugs, but one is input_ids/inputs_embeds validation and the other is degenerate loss with num_labels=1." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: SigLIP2 doc/example mismatch vs quantization offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different model-specific bugs: GraniteSpeech checkpoint loading with PEFT vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model bugs, but they affect different models and distinct code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both concern model outputs, but the CLIP attentions regression and RTDetrV2 output drift are separate bugs." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different areas: Qwen2.5-VL iterable dataset/multi-image failure vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "No overlap beyond being runtime issues; PEFT checkpoint loading and quantization offloading are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction helper vs tokenizer-mapping/model registration logic; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs in different models: image preprocessor dtype mismatch vs Gemma 3n variable collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model configuration issues, but they concern different architectures and different parameter logic." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs: accelerate loading of packed weights vs DAC latent decoding/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different problems: image processor segmentation maps vs import failure for GenerationMixin." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both are tokenizer/processor-adjacent, but one is post-processor updating and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area, but different concrete failures: offline model_info call vs backend_tokenizer AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken construction error vs failure loading a specific model/tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated models and paths: LayoutLMv2 tokenizer crash vs Perceiver image-classification resolution handling." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different runtime issues in different models: torch.compile+SDPA failure vs bf16 dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video/multimodal inputs, but they are different models with different bugs and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "No overlap: torch.compile/SDPA model failure vs config token-ID persistence bug." + } + ] + }, + "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": 13, + "review_unit_index": 13, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:43577|issue:43582", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44821|issue:45084", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:43650|issue:43906", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43653|issue:44671", + "issue:43749|issue:44291" + ], + "prepared_review_unit_hash": "61a2cc16c4f14525d498d795fe325810d6dd893d295f66394ca324fde0a996c7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of Transformers regressions and model-specific bugs (tokenizers, multimodal processors, remote_code loading, v5 behavior changes). I do not see any soft pair that is a true duplicate; several are thematically related, but they are different concrete bugs or different artifacts (runtime vs docs).", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative here: it captures the recurring recent-transformers/remote_code regression theme better than the more specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to keep as the cluster representative because it is open, recent, and broadly covers the shared failure mode seen in several related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and failure modes: BLIP2 dtype handling vs Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code while the other is strict config rejection for granite_speech; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but different concrete issues: from_pretrained weight_only failure vs flash-attention generation failure." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related regressions, but one is non-persistent buffers being junk-filled and the other is FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output regressions in v5, but they affect different models/tasks and appear to be distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: BLIP2 dtype values vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch; different code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific root cause for remote_code breakage; 45020 is a broad umbrella issue that may include multiple causes, so they are not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline behavior, but one is an incorrect error message for removed translation tasks and the other is nonsensical model outputs for siglip2." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba-9B-v2 vs DAC from_latents/STE mismatch." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template compilation errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to the v5 pipeline removals, but one is a runtime error message and the other is stale documentation; not the same artifact or fix." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and input shapes." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The first is a vague/low-signal issue; the second is an isolated reproduction of a specific prior bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems and failures: device mapping cudaErrorAssert vs tokenizer loading regression." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/index shape mismatch is not the same as trainer.evaluate failing after train." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs docs still mentioning removed pipeline tasks; different concerns." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different bug classes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor resolution mismatch vs dtype mismatch in inference are different concrete problems." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen vision-language issues, but one is a load-time weight_only error and the other is a RoPE/position-id scaling bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are tie-weights warnings in Qwen variants, but the reported mis-tie bug and the tie_word_embeddings=False warning are different issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different processors and different missing attributes: backend_tokenizer vs _tokenizer." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and CamemBERT masked-LM predictions are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading/init paths, but FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized signature mismatch are not the same concrete problem." + } + ] + }, + "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": 13, + "review_unit_index": 14, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43454|issue:43577", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:44568|issue:45356", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:36010|issue:36331", + "issue:43257|issue:43756", + "issue:34567|issue:40990" + ], + "prepared_review_unit_hash": "8d5934c31a105aa84e50677c9fa64f4dc088117526299fb551985c1005e9e25f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37475, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated trainer, tokenizer, model-loading, vision, audio, and quantization bugs. None of the soft edge pairs look like the same underlying defect, so there is no safe duplicate canonical here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate; the cluster is not a duplicate set and the soft-paired issues address different code paths/models/platforms.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: every candidate is a distinct bug report rather than a representative duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different failures in different vision models: BEiTImageProcessorFast reduce_labels vs RTDetrV2 output divergence." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents vs forward mismatch are separate audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug and MPS attention value-head correctness issue are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting undefined symbols and auto_mappings CI breakage are different problems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compile error does not match the CLIPTokenizer model_max_length bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GPT-oss MXFP4 loading/fallback are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwargs are different API regressions." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is add_special_tokens BOS/EOS behavior and the other is LlamaTokenizer overriding pre-tokenization." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are distinct model-loading bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 empty-index failure is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading, but gguf_file handling and EMBEDDIA/est-roberta tokenizer loading have different causes and code paths." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and multimodal video token counting are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT adapter checkpoint loading and Whisper batch_decode skip_special_tokens are separate issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different model-specific problems." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo 640px/224px processor mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL-backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE conversion/loading and GPT-oss CUDA OOM are different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc-example errors and GPT-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents STE mismatch and DiaConfig token-ID loss after save/load are different audio/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression and Jupyter custom-model initialization issue are not the same defect." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token omission and Kimi-K2.5 codec/warning regression are different tokenizer paths." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and GPT-oss MXFP4 loading issue are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are distinct memory/loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode skip_special_tokens are unrelated processor bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL-backend torchvision dependency are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is an internal token-counting undefined-symbol bug and the other is a broader input regression across models." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Qwen3-VL shape mismatch are different model-loading problems." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and CustomTrainer.compute_loss kwarg error are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token-count tracking and GPT-oss perplexity are different training/eval 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": 13, + "review_unit_index": 15, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "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:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43329|issue:43450", + "issue:43697|issue:45357", + "issue:43577|issue:45072", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:42175|issue:44938", + "issue:44291|issue:45042", + "issue:43317|issue:45538", + "issue:43927|issue:44912", + "issue:33357|issue:34567", + "issue:42915|issue:43742", + "issue:43540|issue:44560", + "issue:43906|issue:45381", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:43526|issue:45479", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:44737|issue:45588", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43646|issue:43749", + "issue:36010|issue:42175", + "issue:43643|issue:45375", + "issue:43582|issue:43782", + "issue:43742|issue:44291" + ], + "prepared_review_unit_hash": "79a303e13ff37de5983b89bd280ca9870ac401e9d118132ecc84e39fdfb76b25", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37131, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous transformer bug reports with two plausible duplicate subclusters: qwen2.5-vl video regression and config-field loss under remote-code loading. Most other pairs are unrelated despite superficial theme overlap.", + "confidence": 0.57, + "canonical_issue_reason": "No single issue cleanly represents the whole set; if forced, issue 44479 is the best anchor because it is the broadest concrete regression here and has the clearest near-duplicate companion (45381).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest global anchor among the few true overlaps: it describes a broad video-input regression and has a specific matching repro in 45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different layers of the stack: undefined video-token helper names vs batched video processor output shape." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key regression are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but on different models and different failure sites." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Device-map/cuda assert on Qwen3 vs video-input ValueError on Qwen3OmniMoe are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "45381 looks like a specific qwen2.5-vl reproduction of the broader v5.3.0 video-input regression described in 44479." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer/model-loading regression for a specific model is unrelated to the CLIPTokenizer max_length issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backends issue vs Python 3.14 load failure; no shared code path." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL torchvision dependency are different problems." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized offload/device-map failure is unrelated to tokenizer model_max_length." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config token-ID loss after save/load is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState counter not updating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM key error do not share the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but different Qwen model families and different failure modes." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the qwen2.5-vl video-position-id regression." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video processing error is a different model/code path from the qwen2.5-vl video regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FP8 quantization bug and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow extra/backend packaging and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Model FP8 loading and AutoImageProcessor-from-URL failures are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label-reduction bug and zero-loss classification bug are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken kwarg duplication and tokenizer load failure for a specific model are too different to treat as duplicates." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a PEFT version pin issue." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation and flash_attention sink-less crash are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP zero probabilities and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import and Llama 3.2 model-loading regression are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage in v5 and FSDP CPU RAM efficient loading are different regressions." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both report custom config fields being dropped on load; 45375 is a specific Qwen3_5MoeVisionConfig instance of the broader config-field-loss bug in 43643." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching warmup TypeError and Qwen3VL weight_only load error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and _is_hf_initialized argument error are different loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted overlaps are well supported by the issue titles: 44479/45381 on qwen2.5-vl video regression, and 43643/45375 on missing config fields under remote-code loading. The rest of the pair rejections are appropriately cautious and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44514|issue:45290", + "issue:45405|issue:45600", + "issue:43643|issue:44561", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:43819|issue:44811" + ], + "prepared_review_unit_hash": "0216faf31c17d37657588dee09b292bf9892b5401c152b5b5d8a381b5a9ef85a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36183, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bug reports, mostly around different model-loading, tokenizer, processor, and training regressions. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43452 is the broadest, most concrete loader-regression candidate here, affecting both AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained via gguf_file.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the strongest representative issue in the set because it has a clear, user-facing failure mode and spans multiple entry points, but it is still not a good global duplicate anchor for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs in different models: Smollm3 RoPE-layer dropping vs Qwen2.5-VL still-image temporal position scaling." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing-PyTorch ImportError for AutoModel; the other is a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is nonsensical outputs in AutoModel/pipeline; not clearly the same defect." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: save_pretrained max_shard_size question vs AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer issues: token counting not updating vs CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths and failures: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizers AddedToken special-kwarg conflict is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but one is gguf_file regression across tokenizer/model classes while the other is a specific model that fails to load; no clear shared root cause." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: a janus test case vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API family, but different crash conditions in apply_chat_template: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version floor problem is unrelated to stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig output while the other is removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is wrong video vision_position_ids." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Generic load failure for MobileLLM is unrelated to missing Float8 storage object handling." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image-processor torchvision dependency regression is unrelated to the Mistral regex AttributeError." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression is unrelated to Blip2 dtype propagation staying float32." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both concern loading flows, but one is gguf_file breakage and the other is Mistral regex patch forcing model_info offline; different root causes." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization bug is unrelated to native DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token regressions in different models; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation are unrelated code paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading crash is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/image-tokenizer behavior and the other is Kimi-K2.5 tokenizer codec handling and warning text." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 17, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45084", + "issue:45325", + "issue:45356", + "issue:45588" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:44464|issue:44743", + "issue:24643|issue:29127", + "issue:43525|issue:43643", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:30064|issue:33666", + "issue:43577|issue:45588", + "issue:43531|issue:43742", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43452|issue:44451", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43262|issue:45084" + ], + "prepared_review_unit_hash": "8dc3b0cc816ca625e6ea418ab15b92107d1d2d8d7cf32ed83a2a7a64907cbf92", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37303, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers bug reports and regressions across tokenization, config loading, multimodal processing, training, and generation. The items share broad subsystem themes but do not look like duplicate reports of the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the issues are heterogeneous and mostly describe different failure modes, code paths, and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the clearest standalone report: it has a specific regression, a narrow code path (`_patch_mistral_regex` / `AutoTokenizer.from_pretrained`), and an actionable offline-mode failure. It is a good representative issue, but not a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied-weight serialization, but they describe different manifestations and model classes; not the same concrete bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/caching in Qwen3.5 code, but one is compiled-forward inconsistency and the other is recurrent-state reset logic; different bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training/DeepSpeed weight-shape runtime error vs LayoutLMv3 box validation error; unrelated failure modes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both involve missing config fields, but one is a Llama4Config attribute bug and the other is `trust_remote_code` returning incomplete configs; not the same underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Both are about model loading/runtime issues, but one is a Qwen3 auto device-mapping CUDA assert and the other is a reproduction of a different issue; no shared code-path bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities vs processor/tokenizer access regression; different behavior and different fix surface." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation bug vs RTDetrV2 output mismatch in v5; different models and different correctness issues." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related load/task failures, but they affect different tokenizers and different error paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token special-token registration bug vs MLukeTokenizer task AttributeError; unrelated tokenizer defects." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline `model_info()` call in tokenizer patching vs tokenizer loading failure for a specific model; not the same regression." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs trainer evaluate/train interaction; different subsystems and symptoms." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer output changed across versions vs isolated reproduction of a different issue; no same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Both are Qwen3.5 tokenizer/generation regressions, but one is flash-attention generation and the other is codec/warning behavior; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing import error vs Trainer `_gpu_broadcast_one` NoneType error; completely different causes." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import vs Mac bus error on a community CLIP model; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import vs tied embedding reinitialization after resize; different code paths." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing vs Qwen2-VL multi-GPU training; only broad vision-model similarity." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Both involve model loading/runtime behavior, but one is dtype propagation and the other is flash-attention crashing on `s_aux=None`; different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs key error loading MobileLLM-125M; unrelated issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype bug vs MPS attention correctness issue; different models and runtime backends." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird tokenizer special-token registration vs DiaConfig custom token IDs lost on save/load; different tokenizer/config problems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but one is chunked generation under compiled forward and the other is flash-attention on Qwen3.5; not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-token helper/merge_size in multimodal token counting vs incorrect temporal scaling in rope index; both video-related but different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5 config; different issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure for Beit semantic segmentation vs packed-weight unpacking failure for BitNet; different loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Both are model-loading/runtime regressions, but they affect different architectures and failure mechanisms." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file support failure for tokenizer/model loading vs inability to load a specific model checkpoint; not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping vs chunked-generation inconsistency; different runtime problems." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "NoneType broadcast in Trainer vs TrainerState token counter not updating; separate training bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training request; not the same failure." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field load issue for Beit vs OmDet-Turbo processor/model input-size mismatch; different model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs template-node compilation type error; unrelated processor/compiler 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": 13, + "review_unit_index": 18, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:44849|issue:45357", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43540|issue:43716", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:45200|issue:45229", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:43756|issue:44060", + "issue:44625|issue:45584", + "issue:44589|issue:45520", + "issue:43646|issue:44466", + "issue:44521|issue:45290", + "issue:44423|issue:44734", + "issue:43824|issue:44589", + "issue:43688|issue:43746", + "issue:39692|issue:43295" + ], + "prepared_review_unit_hash": "c493d9d792d5596affed58a606bbc0a10dab4330608d1e92932fa3c7fbf2d442", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37119, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a mixed bag of mostly unrelated Transformers bug reports. The soft pairs share broad keywords like loading, config, or multimodal models, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the best umbrella-style issue in this set: it is a broad, version-wide regression report about custom model initialization breaking in Transformers 5.0, which makes it the closest canonical anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 is the strongest standalone issue: it has the most discussion, a clear concrete failure mode (Gemma4 31B-IT multi-GPU inference CUDA OOM), and an actionable, well-scoped report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: one is a dtype shift during evaluation, the other is auxiliary-loss normalization." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config attributes, but they affect different models and different fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an `output_hidden_states` generation bug; the other is a save-pretrained visual-encoder key regression." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary-related config behavior, but one is a Smollm3 architecture mismatch and the other is config reload losing `rotary_pct`." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same broad missing-token-id theme, but different model families and different config properties." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different code paths: video-input handling in Qwen3OmniMoe versus image-preprocessor/model dtype mismatch in Mistral-3." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation error message." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "These are different loading failures: a model-specific key error versus image-processor loading from URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "One is a fine-tuning input-field default issue; the other is an inference OOM on multi-GPU." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure from custom token IDs being lost on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch and config save/load token-ID loss are not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantized offloading are separate issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is an accelerate+deepspeed weight conversion issue and the other is a dev-version loading regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "A training/eval dtype inconsistency is not the same as a ZeRO-3 gradient explosion bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different loading problems with different symptoms and scopes." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as the SigLIP2 HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure and offline-mode tokenizer patching are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to flash-attention generation behavior in Qwen3.5." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading regression is unrelated to a dependency-version bump complaint." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Implementation discrepancy and gradient instability are different bug classes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training has nothing to do with the `compute_loss` signature regression." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer retention and tied-weight warning behavior are not the same underlying problem." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 config propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A storage-type lookup failure is unrelated to a flash_attn import-utils key error." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent serialization of `lm_head.weight` are different issues." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is wrong assistant masks and the other is a crash on tool-call messages." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Different serving failures: multimodal continuous batching crash versus KV-cache continuation indexing bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for a model class is unrelated to a Float8 storage lookup TypeError." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization has no real overlap with PEFT local-checkpoint loading." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A docs-example mismatch is not the same as a regression in custom code using `processor.tokenizer`." + } + ] + }, + "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": 13, + "review_unit_index": 19, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:43575|issue:45405", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:43582|issue:44977", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:45200|issue:45325" + ], + "prepared_review_unit_hash": "d9b0981fd619ba28f960adb4962cda8ec2a8f1024590c7cc42109d2a4a4207b6", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35867, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of unrelated transformer bugs and regressions (tokenizers, multimodal processors, loading, dtype, generation, CI, and environment-specific failures). I don\u2019t see a true duplicate center, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43957 is the broadest and most representative loading-regression report in the set, but the cluster is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 is the best single representative because it describes a generic model-loading regression affecting multiple models and versions, which is the closest thing to a central theme here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different models, platforms, and bug classes: MacOS bus error on CLIP vs multi-GPU training support for Qwen2-VL." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading/config, but one is a missing pad token field after a version update and the other is an unexpected _is_hf_initialized argument in init_empty_weights; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated failures: BEiT legacy field load problem vs suno/bark CPU offload device mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 nonsensical inference vs unexpected position-id keys in many models." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel loading is unrelated to a PyPI dependency version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both mention token-related failures, but one is a DiaConfig save/load custom-token-ID bug and the other is an MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model problems: BEiT legacy-field loading vs BigBirdTokenizer mask token registration and empty decode output." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "One is a dtype change between train and eval, the other is a resume_from_checkpoint key mismatch; not the same underlying issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed Janus image-generation test is unrelated to a package-version availability issue." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both involve devices in CI, but the concrete failures differ: CPU offload mismatch vs a stale device-override test in GraniteSpeech." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting when a training job fails." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export/generator-expression support is unrelated to SigLIP2 zero-probability inference." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue is unrelated to a PyTorch version-check bug for AuxRequest import." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal, but one is video-input validation in Qwen3OmniMoe and the other is Gemma 4 missing mm_token_type_ids defaults." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "TypeError compiling non-template nodes is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation during training is unrelated to a latest-transformers model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and different behaviors: offset_mapping vs add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation key handling after sync_gpus is a different bug from Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference is not the same as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/import regressions, but one is a missing flash_supports_window_size import and the other is a meta-device model-loading breakage; different root causes and fixes." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 output_hidden_states." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness is unrelated to Kimi-K2.5 tokenizer codec handling and warning behavior." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id-related attribute errors, but they affect different configs/models and are not clearly the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression is unrelated to OmDet-Turbo producing 640px inputs instead of the expected 224px." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index temporal scaling are different multimodal bugs with different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45003", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44792|issue:45563", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43295|issue:43873", + "issue:44442|issue:45198", + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:43295|issue:43994", + "issue:42915|issue:43824", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:44568|issue:44991", + "issue:43653|issue:44112", + "issue:44206|issue:45584", + "issue:43450|issue:43493", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:44462|issue:44561" + ], + "prepared_review_unit_hash": "39fa84fb9727b15d9c094587b611168e0587a3af21acca98f3e40db3b128581f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated bugs; the only strong duplicate-like pair is the SigLIP2 implementation/output regression. All other soft edges are same-subsystem or same-feature, but not the same concrete bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43994 is the broadest SigLIP2 report: it names the exact model, covers bad outputs through both AutoModel and pipeline, and best subsumes the narrower SigLIP2 symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the most representative issue in the only apparent duplicate family, with the clearest end-user failure description and broadest symptom coverage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 model regression vs. a checkpoint resume key mismatch; different code paths and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights vs. LoRA merge collapse with extended vocab; not the same underlying bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure vs. RT-DETR memory not being released; unrelated problems." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior vs. chunked generation with compiled forward; different features and symptoms." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs. a stale paging warning; not the same concrete issue." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols and different model families." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve label handling, but one is Trainer metric gathering and the other is BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm config regression vs. loading a specific model repository on v5.1.0; not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth vs. trainer.evaluate failing after train(); different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Missing pad_token_idx in a config vs. missing Float8 storage type; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different model-loading/import issues: Qwen VL class import vs. deepseek detokenization regression." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs. batched video processor shape bug; same area but not the same underlying change." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression vs. quantization/offloading behavior; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model save-load failures in different architectures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer architecture discussion vs. removal of is_torch_fx_available breaking trust_remote_code models; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issue vs. RT-DETR memory reclamation; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. SigLIP2 bad-output regression; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure vs. Qwen2.5-VL import error; different problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/evaluate embedding dtype mismatch vs. Qwen3 MoE memory usage; not duplicates." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 regression: incorrect model behavior in the HF implementation versus the expected outputs/implementation." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they mention different obsolete pipeline APIs and are separate documentation fixes." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs. unsafe sys.modules access in modeling_utils; different issues." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer special-token handling for mdeberta-v3 vs. a different tokenizer load failure; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs. a GraniteSpeech CI test issue; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "FeatureExtractor center-arg regression vs. Whisper empty transcription failure; different code paths." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor batch shape bug vs. SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs. Qwen2.5-VL video vision_position_ids bug; different failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab weight-tying collapse vs. category-count limit runtime error; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs. removal of is_torch_fx_available breaking remote-code models; different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The one accepted SigLIP2 pair is plausibly duplicate-like from the titles, and the rest are reasonably distinguished as different bugs or failure modes rather than asserted duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:43819|issue:45083", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:45200|issue:45588", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44448|issue:44743", + "issue:45310|issue:45478", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:43335|issue:43653", + "issue:44448|issue:44779", + "issue:44855|issue:45083", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:44977|issue:45229", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44568|issue:45491", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "753d223b2229f07556d20779e5619a3bff235f76bf4f49bfc78886986aa71477", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39152, + "estimated_input_tokens": 9788, + "estimated_eval_tokens": 19832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated model-specific bugs and v5 regressions; only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained reports.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the better anchor because it is the earlier, fuller report of the same Qwen3.5 MoE from_pretrained error as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it has an exact duplicate counterpart, a narrowly scoped concrete failure mode, and enough detail to serve as the canonical thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and failures: DAC latent/STE mismatch vs Qwen3 Omni feature-length helper behavior." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related, but one is about removed utility APIs and the other about tokenizer output correctness for Deepseek." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: video processor batch shape bug vs tensor-parallel OOM when loading a large Qwen model." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue is unrelated to flash_attention sink-less crash with s_aux=None." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper is not the same underlying problem as Torch 2.10 incompatibility." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different losses and code paths: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output/input size mismatch is unrelated to an AMP/CUDA loss crash." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to batched video processor shapes." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different failure classes: DAC latent mismatch vs a stale CI override test in GraniteSpeech." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift between v4/v5 is not the same as recurrent state reset in qwen3_5 cache handling." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact title and same concrete Qwen3.5 MoE from_pretrained regression; these look like duplicate reports of the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression during evaluate is unrelated to a pipeline task-support error message." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and code paths (_flash_supports_window_size vs HybridCache)." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example issues are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading breakage is different from a Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is not the same as Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position_id keys are unrelated model bugs." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL video vision_position_ids being wrong." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video batch shape handling and Beit label reduction are different processor bugs." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and Trainer broadcast NoneType errors do not share the same root cause." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs example failures are unrelated to position_id key warnings across models." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are separate issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to Deepseek tokenizer regressions." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position_id keys are different symptoms in different model families." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug does not match qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Beit semantic segmentation preset loading." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and GraniteSpeech stale CI override are separate problems." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is not the same as dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading in v5 and MPS attention correctness when value head dim differs are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation issues affect different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate/merge candidate is issue:45310 \u2194 issue:45478, which share the exact title and highly similar metadata. The remaining soft-pair rejections are conservative and consistent with the titles shown. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43720|issue:44112", + "issue:43066|issue:44462", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:44977|issue:45563", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:43412|issue:45588", + "issue:37428|issue:44987", + "issue:43873|issue:44493", + "issue:43701|issue:45083", + "issue:45372|issue:45406", + "issue:43873|issue:45229", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:32090|issue:33357", + "issue:41720|issue:45229", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:43065|issue:43994", + "issue:25251|issue:32090", + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "acbe7f45d48ed2629880a382df1404db17ad6dcab2da98fa8b9a65bea0af28d3", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate-worthy cluster emerged: the items span many unrelated Transformers bugs and regressions, and none of the soft edges are strong enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster; the issues cover distinct code paths (tokenizers, flash-attn, device mapping, serialization, export, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a canonical anchor because the set is not one underlying bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading vs GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder type in v5 and the other is AutoTokenizer ignoring repo tokenizer.json." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and embedding resize/post_init reinit are unrelated bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure vs flash_attention.py crashing on s_aux=None are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and stale num_return_sequences warning are not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and LwDetr AMP float16 crash are distinct runtime errors." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype problems in different models and execution modes; not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to sink-less flash_attention AttributeError." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both loading-related, but one is an import error in flash_attention_utils and the other is a model-loading regression for physical-intelligence/fast." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offload failure and unexpected position-id keys are different symptoms and likely different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a dependency import problem and the other is a serve-time missing _tokenizer attribute." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Generic offloading/quantization issue vs Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as token-embedding resize reinitialization." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to the qwen3_omni_moe length-helper bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility failure and DeepseekV3MoE divergence are different regressions." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to the stale generate() warning." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 dtype drift and undefined multimodal-token helper variables are separate bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are GPU inference failures, but on different models and with different root causes (cudaErrorAssert vs OOM)." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import issue and tokenizer error masking when protobuf is absent are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 behavior regressions, but one is Pegasus output mismatch and the other is lm_head serialization inconsistency." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and Python 3.13 flash_attn KeyError are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as SigLIP2 producing nonsensical AutoModel/pipeline output." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen recurrent-state reset in cache mode." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16 AMP crash and sink-less flash_attention AttributeError are different runtime paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding is not the same as Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift during eval and gradient checkpointing disallowed in eval mode are separate behaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token/post-processor update bug is unrelated to Gemma3 NaN embeddings with sliding-window attention." + } + ] + }, + "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": 13, + "review_unit_index": 23, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593" + ], + "soft_pairs": [ + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45440|issue:45593", + "issue:45072|issue:45229", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:29942|issue:36010", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:43262|issue:44206", + "issue:42915|issue:43931" + ], + "prepared_review_unit_hash": "0c7135ccb38daa86fed32adba9840ed6fc1888016a0e4b08b4cfd022593eaeef", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated regression reports across tokenizers, vision/audio processors, generation, and training utilities. The soft links are similarity-only and do not look like true duplicates.", + "confidence": 0.18, + "canonical_issue_reason": "issue:45103 is the strongest representative issue here: it is open, narrowly scoped, has inbound references, and describes a concrete crash in _process_kwargs_parameters with a clear reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45103 is the best issue candidate because it is actionable, specific, and central enough to stand in for a real bug report; the rest of the cluster is too heterogeneous to serve as a stronger canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer stacks and different failures: MLukeTokenizer task-time AttributeError vs Wav2Vec2 save_pretrained/tokenization problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8Config runtime failure and the other is a quantized model saving failure; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and an RT-DETR memory leak are unrelated failure modes in different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 tokenization and save_pretrained behavior." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg for Lasr is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation issues are different model/config bugs." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Loading/conversion failure for Qwen3 MoE weights is not the same as BF16-to-FP32 dtype drift during evaluation." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both mention MOE-related model discrepancies, but they concern different models and different concrete defects." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output size mismatch is not the same as a model memory-release leak." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation crash and mistral_common import failure are separate issues with different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing import for Qwen2_5_VL is not the same as a vague dependency issue with transformers." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation/example errors do not share the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast errors in Trainer and DeepSpeed Adafactor OOMs are different problems." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is unrelated to D-FINE missing auxiliary losses." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference and Gemma4 multi-GPU CUDA OOM are not the same code-path bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing being disallowed in eval mode is separate from resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different failures." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and LayoutLMv2Tokenizer NER padding crashes do not match." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same bug as Gemma3 NaN embeddings with mixed-length batches." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation problems and a category-count runtime limit are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-information messaging and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "A LayoutLMv3 error-message issue is unrelated to token embedding reinitialization in post_init." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and Lasr feature-extractor argument handling are different issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:44610", + "right": "issue:45491", + "accept": false, + "reason": "Processor output-size mismatch and Gemma3 NaN embeddings 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": 13, + "review_unit_index": 24, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43232|issue:43388", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:43526|issue:44610", + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43931|issue:45216", + "issue:45588|issue:45600", + "issue:43575|issue:43701", + "issue:44977|issue:45584", + "issue:43316|issue:43525", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43575|issue:44387", + "issue:43873|issue:45588", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:41628|issue:45372", + "issue:43493|issue:43827", + "issue:43381|issue:43873" + ], + "prepared_review_unit_hash": "9915e1270a236c4a6cc4fc796445f8c50c134232a644b0af10eac3c5cbab091d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate clusters are strongly supported here: the items span many unrelated Transformers issues (generation, loading, processors, quantization, configs, docs). I rejected all soft edges as they do not look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve FlashAttention, but one is a Ministral-3 v5 RC failure and the other is an `integrations/flash_attention.py` sink-less model crash; different code paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync/gpus bug and `gather_for_metrics` tuple-label truncation are unrelated training/evaluation issues." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer and dtype mismatch in bfloat16 inference are different problems in different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction bug and LwDetrImageLoss AMP crash are not the same underlying image-processing issue." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and zero-loss sequence-classification behavior are separate bugs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video input regression for Qwen VL models and chat template crashes on tool-call messages are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Both touch image preprocessing, but one is label reduction in BEiT and the other is wrong resize output for OmDet-Turbo." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access and DeepseekV3MoE divergence are unrelated implementation concerns." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Cache/recurrent-state reset bug and Whisper batch_decode special-token handling are distinct generation vs decoding issues." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading failure and FlashAttention sink-less crash are unrelated load/runtime bugs." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained regression are both model-specific loading issues but not the same concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "FlashAttention crash and removed Sam3LiteText config references are completely different failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated training/runtime issues." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Whisper empty-transcription failure are unrelated model-specific generation issues." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Config API discrepancy and missing `pad_token_id` are both config-related, but they are different model families and different missing/changed fields." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model initialization breakage and `patchtsmixer`'s optional `post_init` restriction are related only at a broad API level, not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under `torch.compile` are unrelated model/runtime issues." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output quality bug and LasrFeatureExtractor unsupported-arg crash are different failures." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation errors and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM from tensor-parallel loading and increased reserved CUDA memory under int4 quantization are both memory issues but not the same underlying cause." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization offloading problems and FlashAttention sink-less crash do not share a concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in v5 chunked prefill while the other resets recurrent states when cache and seq_len>1; different mechanisms." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor+deepspeed OOM and `num_input_tokens_seen` not updating are unrelated trainer bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer and Perceiver resolution/interpolation failure are different model/processor issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but one is Llama 3.2 vision-specific and the other is a `base_model_prefix` compatibility break; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import errors for different symbols/packages; no shared underlying change." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing `pipeline()` are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate training/runtime topics." + } + ] + }, + "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": 13, + "review_unit_index": 25, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584" + ], + "soft_pairs": [ + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:43381|issue:43856", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:34689|issue:36010", + "issue:44855|issue:45137", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43316|issue:43716", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:45127|issue:45200", + "issue:43295|issue:43825", + "issue:43761|issue:44479", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "d4684e7b357a233274b9d7c0846683d127e845dd30a6e7563de1cd8bbee487c5", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35211, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and mostly heterogeneous: the soft-similarity links do not describe the same underlying bug/change. The closest items are broad loading/training regressions, but they affect different subsystems and code paths, so none of the soft edges should be merged.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43749 is the broadest, highest-impact regression in the set and the best anchor for a cluster that otherwise spans many unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 has the strongest combination of generality, user impact, and discussion activity, so it is the most suitable representative issue for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: DeepSpeed/Adafactor OOM vs embedding reinitialization after resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated symptoms and paths: optimizer memory use vs Llama 3.2 vision model loading." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different model families and bugs: optional post_init contract vs video-input regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different code paths: packed-weight loading for BitNet vs tokenizer loading for FastSpeech2Conformer." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Generic config-loading issue vs GPTNeoX rotary_pct persistence bug; not the same defect." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: FSDP CPU-RAM-efficient loading regression vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated: dataset-loading failure in an example script vs missing model_type/configuration error." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token configuration mismatch are distinct bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Different training API regression: memory OOM in DeepSpeed vs custom compute_loss signature mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is not the same as MoE memory inefficiency." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal/video processing, but the failing code paths differ: Qwen3OmniMoe video ingestion vs batched chat-template padding." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and Janus image-generation test failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config-schema mismatches: Gemma3TextConfig API discrepancy vs granite_speech strict-config loading." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression for a specific model vs import failure for GenerationMixin; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing issue vs DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue vs configuration API mismatch; no shared underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Mistral-family models, but one is a weight-tying bug and the other is a FlashAttention regression." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval math bugs: metric gathering drops labels vs auxiliary-loss normalization." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length handling is unrelated to the missing transformers.onnx import error." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape regression is unrelated to missing PyTorch backend import failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy vs image preprocessor/model dtype mismatch are distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM/video-related, but one is pipeline processor selection and the other is a missing encoder output attribute." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocabulary collapse with tied embeddings is unrelated to mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen video-input regression are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription generation failure." + } + ] + }, + "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": 13, + "review_unit_index": 26, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "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:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:43295|issue:44871", + "issue:43550|issue:43701", + "issue:44077|issue:44534", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43761|issue:44242", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43575|issue:43742", + "issue:45563|issue:45584", + "issue:42617|issue:43575", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:43575|issue:43873", + "issue:32090|issue:35141", + "issue:44464|issue:45563", + "issue:44464|issue:44871", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44190|issue:44964", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "ef5aaecf07fb1f8966d365afb26f28d9d87e6c2bba6adc5490eb2f4f17b3c38c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35609, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of Transformers issues that share broad regression/loading/chat/template vocabulary but do not look like the same underlying bug. I would not merge any of the soft pairs as duplicates, and there are no PRs to choose from.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43646 is the broadest representative here: it frames a general v5 model-initialization regression, which is the closest high-level theme to several other init/load-related reports. Still, it is not a true duplicate of the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue for the cluster because it is the most umbrella-like and representative of the recurring initialization/reload regressions, even though the other items are mostly distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation tensor indexing in serve vs missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Both are regressions, but one is about processor.tokenizer/image handling and the other is an eos_token_id config mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated bugs: torch.compile SDPA failure for Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both touch v5 behavior, but one is about optional post_init enforcement and the other about non-persistent buffer initialization." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device-mismatch on CPU offload is a different path from checkpoint resume key handling." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom-model init breakage vs a specific GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The first is an isolated reproduction of another issue; the second is a specific apply_chat_template tool-call crash. Not enough to call them the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading support breakage is distinct from an unrecognized model/config.json model_type error." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "One is a Qwen3-VL shape mismatch during load; the other is a tied-weights warning bug in Qwen3-Next." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for a 57B model vs a key error loading a small MobileLLM checkpoint." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is unrelated to Whisper generation failing on empty transcription." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same bug as Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat regressions, but one is assistant mask generation and the other is video vision_position_ids." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import is a different issue from Qwen3.5 chat generation crashing." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to serve KV-cache indexing." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are different code paths and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Generation inconsistency under compilation is unrelated to Gemma eos_token_id config mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is a different model/component than OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a model producing nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5-related regressions, but one is buffer initialization corruption and the other is config reload losing rotary_pct." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated runtime errors." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is a different failure from loading a specific multimodal model." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the TensorFlow backend warning from tensorboard-only installs." + } + ] + }, + "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": 13, + "review_unit_index": 27, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43650|issue:44220", + "issue:44355|issue:44855", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:44077|issue:44079", + "issue:43976|issue:44855", + "issue:43404|issue:45216", + "issue:43550|issue:44190", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:41950|issue:44016", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:44561|issue:45632", + "issue:44016|issue:44220", + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913" + ], + "prepared_review_unit_hash": "e059e1ad6387d3cc4c4a84a1183ed48ccaccf976849b05e1e2268d77f2a4aa2b", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a grab-bag of mostly unrelated Transformers bugs. The soft similarities are largely topical rather than duplicate-level: several concern saving/serialization, import/export issues, processor/model mismatches, or flex-attention, but they do not share the same concrete code path or fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44466 is the clearest, most self-contained representative of the tied-weights / serialization regression subset; it describes a concrete, reproducible lm_head.weight problem rather than a model-specific or docs-only symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the strongest single issue to anchor the cluster because it is specific, technical, and broadly relevant across models, while the other items are either narrower variants or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model saving/weight handling, but one is LoRA + extended vocab collapse and the other is Qwen3.5 visual encoder key serialization; different bugs and fixes." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Completely different areas: metrics gathering in distributed eval vs an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing/IndentationError in DebertaV2 is unrelated to flash-attention crashing on s_aux=None." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: CLIPVision hidden_states regression vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No shared code path; the first is a malformed issue title, the second is an fbank feature extraction bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file execution errors are not the same as a DebertaV2 Python 3.13 import parse failure." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to serve/KV-cache tensor indexing in responses." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload behavior are separate serialization issues with different mechanisms." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings propagation in Gemma4 is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "One is a config rule about optional post_init, the other is ModelOutput key assignment; they do not share the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "These are different Python-version compatibility failures in different code paths and versions." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both mention weight tying/save behavior, but they affect different models and distinct serialization paths." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba is unrelated to a local dataset loading issue in the image-classification script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale device override test and the other is an auto_mappings reference to removed configs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification output behavior is unrelated to loading a local dataset in the no-trainer image-classification example." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma4 embedding resize behavior are different APIs and different failures." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline processor lookup bug and a notebook syntax error are not the same underlying issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limits and Whisper empty transcription behavior have no shared implementation or symptom." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific image processor symbol and the other is a top-level AutoImageProcessor export problem." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs errors are about example correctness; the other is dataset loading in a training script." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config field handling, but they are different multimodal config classes and different bugs (default init vs strict field dropping)." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are entirely separate concerns." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different import targets and different subsystems; no common underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer at runtime is unrelated to local-model cache path collisions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models is a compatibility break, not the same as cache path collisions." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax and audio feature extraction are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crashes do not match the serve KV-cache continuation bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A TensorFlow backend packaging issue and a generic dependency issue are too broad and not duplicate-level." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are unrelated model-specific issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Flex-attention compilation on torch>=2.9 and an incorrect version check for AuxRequest import are related only by subsystem, not by the same bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "One is tied lm_head serialization depending on device; the other is GPTNeoX rotary_pct not persisting on reload." + } + ] + }, + "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": 13, + "review_unit_index": 28, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43927", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43299|issue:45216", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43673|issue:44336", + "issue:44112|issue:44964", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:45561|issue:45632", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:43526|issue:43901", + "issue:43299|issue:45357", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43927|issue:45632", + "issue:44351|issue:45278", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "300cfe38efef05af06f011f4ed8cdf01caa857bb66e9bfd18f53807573c35649", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items are mostly unrelated bugs, regressions, and docs/import issues across different models and subsystems, so all soft pairs are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Different problems: intermittent import slowdown vs unsafe sys.modules access." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same family area (Qwen) but distinct bugs: model loading vs incorrect save_pretrained output." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/loading failures, but one is missing fields from trust_remote_code and the other is an unrecognized model_type." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral issues: save/dequantization failure vs FlashAttention runtime failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths: processor.tokenizer/image handling vs t5gemma embedding resize behavior." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading bug vs auto_mappings reference cleanup/CI breakage." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache issue and ANSI logging output issue are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal loading failure." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility problem vs a specific model load failure in transformers>=5.1.0." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs removed Sam3LiteText config references." + }, + { + "left": "issue:45561", + "right": "issue:45632", + "accept": false, + "reason": "Test-worker file race vs trust_remote_code cache-path collision; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures for different symbols/modules." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated issues: embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "General dependency/version complaint is not the same as Python-version support regression." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Config/model_type lookup failure vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different affected models and failures; no shared concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug vs docs mismatch on pipeline API." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen save/load, but one is loading Qwen3VL and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args bug and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant masks vs rope-index scaling." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router loss handling and mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/API wording issue vs config/model_type loading failure." + }, + { + "left": "issue:43927", + "right": "issue:45632", + "accept": false, + "reason": "Save/load token ID preservation bug vs cache-path collision for trust_remote_code." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not enough to merge with a broad 'many import errors' report." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation failure vs TensorFlow backend installation issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression vs unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs in different model classes." + } + ] + }, + "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": 13, + "review_unit_index": 29, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44898", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:41950|issue:45020", + "issue:44297|issue:44462", + "issue:44496|issue:44877", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43262|issue:44521", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:44466|issue:45276", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43653|issue:45593" + ], + "prepared_review_unit_hash": "0cbba02162bc3b3ac0ecdf1889c69dfbf5ed2106d5873b09886d84182025c38d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36365, + "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 heterogeneous: it mixes tokenizer, processor, model-loading, quantization, attention-kernel, docs, and unrelated model-specific bugs. There are a few loose tokenizer/loading similarities, but none are strong enough to merge as duplicates. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one representative must be chosen, issue 43723 is the broadest tokenizer-loading regression and the closest shared theme among the more similar reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best representative because it is concrete, broadly scoped, and closest to the recurring tokenizer/AutoTokenizer loading complaints; the other items are mostly separate bugs in different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: AutoTokenizer ignoring tokenizer.json vs a Mistral regex patch crash." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug and remote_code loading regressions are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer persistence/loading, but one is save_pretrained metadata and the other is repository tokenizer.json selection." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but the concrete bugs are different: missing model_type vs strict config rejection for granite_speech." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and a PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup is unrelated to the placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models and code paths." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer file selection and the other is Deepseek tokenization correctness." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/passing images to tokenizer vs Deepseek tokenization output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities and CUDA OOM are unrelated symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they affect different examples and different mismatches." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated: placeholder issue versus a chat_template crash on tool-call assistant messages." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer-loading regression and an ESM2 model breakage are different underlying problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument regression are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape bug does not match a generic dependency issue." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/offload, but one is saving quantized models and the other is loading dequantized models with gpu+cpu offload." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs: missing rms_norm_eps precision issue vs torch.split return values in a different indexer." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention acceleration, but they are different kernels/code paths and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat_template behavior, but one is audio sampling-rate defaulting and the other is multimodal assistant_masks being all zero." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs in different components; only a broad subsystem overlap." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load failures." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different serialization/runtime behaviors: lm_head.weight save inconsistency vs resize_token_embeddings not propagating." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different issues; one is a tokenizer regression and the other is an unrelated placeholder title." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor serialization bug and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are environment/dependency flavored, but one is a missing nn import and the other is a TensorFlow backend packaging problem." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model/tokenizer correctness bugs for different models." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache regression and CLIPVision hidden_states regression are separate model-path failures." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for a specific repo and a tf-backend dependency issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug 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": 13, + "review_unit_index": 30, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "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:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:43475|issue:44016", + "issue:45561|issue:45563", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:44162|issue:45200" + ], + "prepared_review_unit_hash": "70dfeb08b2d5286599d58cf93fa8bf9e4b712feafb235bb4b10e01795d4ef228", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is very heterogeneous: most soft pairs are only loosely related by broad themes like import errors, tokenizer regressions, or model-loading failures, but they do not describe the same concrete bug/change. I would not merge any of the suggested soft edges.", + "confidence": 0.73, + "canonical_issue_reason": "No strong canonical issue exists for the whole set because the items span unrelated failures. If a representative must be chosen, issue #43824 is the strongest broad regression report in the group (high discussion and inbound refs) and sits near the general import/error theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43824 is the best available representative only by signal/impact; it is not truly a duplicate of the others, but it is the clearest high-traffic regression among the import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Both involve pipeline/model behavior, but one is a docs/behavior mismatch for `return_all_scores` and the other is a SigLIP2 output quality regression. Different bugs and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata mismatch is unrelated to the Gemma-4 Zero3 `from_pretrained` failure; different failure modes and subsystems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "One is about missing TensorFlow in a `.[torch]` install, the other about Python version compatibility in 5.1.0. Same ecosystem, but not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "`MLukeTokenizer` task failure and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video output attribute error and a notebook syntax error are not the same underlying problem." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are distinct test/runtime issues." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL import failure and Python 3.9/3.10 compatibility are different problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model not supporting Flash Attention 2 yet is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3 CUDA OOM are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and likely different missing/config attributes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization failure is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence under `torch.compile` and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "`AutoImageProcessor` import failure is not the same as the Python-version compatibility report." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access on `position_ids` and Gemma-4 Zero3 loading are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A pipeline docs/behavior mismatch and slow `import transformers` do not share the same concrete code path." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3-MoE-family models, but one is a LoRA compatibility issue across branches and the other is a Qwen3VL-MoE loading regression." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification looking for image processors and `_torch_extract_fbank_features()` are different pipeline bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in `loading_report` and a wrong docstring for `position_ids` are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary-style losses, but they affect different models and different control flags; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and different tokenizer logic." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "`add-new-model-like` mapping logic and a TensorBoard/TensorFlow backend install issue are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config loading are not the same failure." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe `sys.modules` access in `modeling_utils` and a test-worker file race are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but they concern different symbols and different packages/modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different parts of Transformers; not a single underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a sliding-window issue and the other is a chat crash; too different to merge." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "`reduce_labels` returning one label and unsafe `sys.modules` access are unrelated implementation bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal-color handling in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of `is_torch_fx_available` affect different code paths and problems." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 `mm_token_type_ids` defaults are unrelated model-specific regressions." + } + ] + }, + "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": 13, + "review_unit_index": 31, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44295|issue:44749", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43066|issue:44779", + "issue:43441|issue:43540", + "issue:45292|issue:45584", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:41628|issue:41950", + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:43901|issue:45003", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:43295|issue:45292", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "b1afb76ba21b8b63d237b7b6e63c48c624cbf674c4d2f9ad07a463ac1540ff8e", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a loose collection of Transformers v5 regressions and model-specific bugs, but none of the soft pairs look like true duplicates of the same underlying issue. No PRs are present.", + "confidence": 0.27, + "canonical_issue_reason": "issue:44987 is the broadest, user-facing loading failure among the set and the best weak anchor for this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44987 is the most central open issue and the closest thing to a cluster anchor, but the surrounding issues are too diverse to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access bug; the other is a general slowdown after upgrading Transformers. Different failure modes and code paths." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness and Gemma eos_token_id inconsistency do not describe the same underlying defect." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is strict config loading and the other is a missing Qwen vision field; not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2.5 VL image processor is unrelated to a DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type warnings and incorrect DeepSeek tokenizer output are both tokenizer-related but are not the same concrete issue." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and a video-input ValueError in Qwen3OmniMoe affect different models and code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation after align_special_tokens are different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and resize_token_embeddings behavior are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading on transformers>=5.1.0 and protobuf decode-error handling are unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "An AutoImageProcessor import error and video-classification pipeline choosing image processors are adjacent but not the same failure." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache on second forward and missing default mm_token_type_ids are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a sam3_video vs sam3_tracker config warning are not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and a ZeRO3 deque pop error are different DeepSpeed failures." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Config model-type recognition and sys.modules access safety are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warnings in Qwen3-Next and patchtsmixer post_init policy are not the same change." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache and flash_attention s_aux=None crashes are different runtime errors." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "A processor.tokenizer regression in v4.57.5 and embedding resize propagation are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import slowness are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct model/tokenizer issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video attribute loss and Qwen3OmniMoe video-input processing fail in different parts of the stack." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization and t5gemma decoder embedding resizing are related only at a broad embedding level." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-word-embeddings warning and a stale num_return_sequences warning are different warning logic bugs." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache missing and KV-cache continuation indexing errors are both generation-related but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:42222|issue:45200", + "issue:43475|issue:44661", + "issue:43873|issue:44945", + "issue:42831|issue:44222", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:43232|issue:44188" + ], + "prepared_review_unit_hash": "3753b2526078ac8678968a86cad8be22ed81ef90384e1965b57f3b8d9d4d58e7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Only issue:42673 and issue:43704 look like a true duplicate pair (the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads). The other soft pairs are better treated as non-matches, including the Qwen3.5-Moe from_pretrained pair.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest umbrella issue in the set, covering the largest current upgrade-regression surface ('many import errors after update from 4.57.0 to 5.5.0'), even though the overall cluster is not tightly unified.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most general and current regression report; the rest of the cluster is too fragmented to serve as a single canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import/tokenizer-related, but they describe different failures and code paths: a nonexistent image_utils import versus hidden tokenizer decode errors when protobuf is missing." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions in different model families; Whisper timestamp decoding is unrelated to Kimi-K2.5 codec/fix_mistral_regex behavior." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is unrelated to the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is tokenizer class metadata and the other is missing processor files; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation issues: post-sync_gpus kwargs update versus missing GenerationMixin cache during chunked_prefill." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache regression and a broad import-error regression are different failure classes and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "These are separate upgrade regressions affecting different subsystems; custom model initialization is not the same as the ESM2 breakage." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a large performance slowdown after upgrade are different symptoms and different subsystems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These appear to be exact duplicates: same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data-filtering slowdown and Qwen3.5-Moe from_pretrained loading failure are unrelated bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but missing PyTorch for AutoModel and Sentence Transformers getting stuck loading are different issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "issue:45230 is too generic to establish sameness, while issue:45397 is a specific gemma-4 zero3 from_pretrained problem." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL MoE loading and processor.save_pretrained missing files are different code paths and failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure and Qwen2.5-GGUF loading failure are both quantization-adjacent but not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the data-filtering slowdown regression." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API deprecation guidance is unrelated to the InternVL2 remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video bugs: missing fpn_position_embeddings versus wrong vision_position_ids." + }, + { + "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 loading error; not the same underlying issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video encoder attribute errors and trust_remote_code AutoConfig missing fields are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but missing AutoImageProcessor and a nonexistent image_utils import are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto-docstring annotation handling are unrelated subsystems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broad model family, but different components and failure modes: text MoE from_pretrained error versus vision config field loss." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id in Llama4Config are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video encoder bug is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES membership." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different problems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained/moe issues are different failure modes." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Both involve Qwen/Gemma model loading regressions, but they affect different model families and code paths." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and Qwen3_5MoeVisionConfig field loss are separate bugs." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to torch.compile attention-kernel branching divergence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall framing is mostly conservative, but the summary overstates the duplicate structure: the packet only supports one accepted duplicate pair (42673/43704). The claim that there are two true duplicates, including an \u2018identical Qwen3.5-Moe from_pretrained\u2019 pair, is not grounded in the provided soft pairs. Please revise the summary to reflect only the supported duplicate and keep the rest as tentative non-matches." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:30990|issue:35141", + "issue:43479|issue:44079", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:41628|issue:45459" + ], + "prepared_review_unit_hash": "26ddd03dcc17abcdb55c0e83281ea8ab7733baa824e3ca8774d2795f71a65276", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36969, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate. The set mixes unrelated issues across import/export regressions, tokenizer behavior changes, multimodal model loading, training/runtime bugs, and serialization problems. The only repeated theme is general v5 tokenizer regressions, but the specific bugs are model- or behavior-specific rather than one underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly represents this set because the items are heterogeneous. If forced to pick the broadest hub, issue 42898 is the most general tokenizer-regression report, but it is not a true umbrella for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the best representative among the listed issues only in the limited sense that it is the broadest and most central tokenizer-regression report, with some inbound attention. It still does not unify the other bugs into one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 `save_pretrained` and the other is `from_pretrained` loading; different code paths and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve saving/loading, but one is quantized model saving and the other is `extra_state` handling; not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, but one is a broad Qwen3-VL-Moe issue and the other is a specific Qwen3.5 MoE load error." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model loading and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction and test-worker file capture race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` and a Janus image-generation test failure do not point to the same bug." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT legacy-field loading and a testing race condition are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "One is a MIMI padding-mask correctness bug; the other is MoE load-balancing loss logic." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but for different APIs and likely different package exports." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "`GenerationMixin` cache handling and attention-kernel divergence under `torch.compile` are distinct generation-path problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resizing are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization and `ModelOutput` key assignment are different subsystems with different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is `clean_up_tokenization_spaces` behavior and the other is `add_special_tokens` BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config defaults for Phi-4 multimodal and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package dependency omission and a missing import are different packaging issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque exhaustion are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save file omission and Qwen3.5 MoE load error are different issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures (`nn` missing vs `Qwen2_5_VLForConditionalGeneration` missing) with no evidence of one root cause." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring are not duplicates." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning for Qwen3-Next and missing tensor-parallel plan for Qwen3.5-Moe are different model bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed deque errors are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash and auto-docstring crash under future annotations are different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and special-token insertion behavior are separate tokenizer issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions for different models; not the same underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed jobs and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing multimodal-image-patch API and remote-code checkpoint meta-init incompatibility are different problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "A tokenizer cleanup default change and Pegasus output divergence between v4 and v5 are broader but distinct regressions." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Missing exported import and hidden tokenizer decode errors when protobuf is absent 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": 13, + "review_unit_index": 34, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43723|issue:44977", + "issue:44263|issue:44360", + "issue:30333|issue:36331", + "issue:44263|issue:45092", + "issue:30333|issue:34689", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "836e2c50bfad241d4f104088c2d12d78a41a268c946c0ea0ff2c67eba273f0a5", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37646, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers import/load/save/regression issues, mostly around tokenizer and processor behavior in v5, but the soft pairs do not look like true duplicates of the same underlying bug/change.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43723 is the most representative concrete regression here: a v5 tokenizer-loading failure. It sits near the center of the import/load theme without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella issue in the set, describing many import errors after a version upgrade, so it best matches the overall cluster theme even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different problems: FP8 save_pretrained for MoE vs tokenizer_class mismatch on save. Same area, not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is a v5 tokenization-space behavior change; the other is a processor.tokenizer / image-passing regression. Not the same failure." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default config initialization and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "AutoTokenizer failing to load a specific tokenizer is not the same as protobuf-related exception masking." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is missing processor files; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash is unrelated to the auto_docstring annotation crash." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes; too broad to merge." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are separate dependency/import errors, not one bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained failure is unrelated to the max_shard_size default question." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different serving/processor issues." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3.5 flash-attention generation failure are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is distinct from the missing-ReLU DSA indexer change." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting after failed training jobs and compute_loss signature incompatibility are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split behavior and InternVL2 meta-init incompatibility are different issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failure is unrelated to Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization after resize are separate bugs." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Dependency-missing AutoModel import error and MLFlow job reporting failure are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error and missing processor save files do not share the same code path." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default multimodal config initialization is unrelated to GPTNeoXConfig rotary_pct reload behavior." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id configuration mismatch are different issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different models and failure modes; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer failing for FastSpeech2ConformerTokenizer is a model-specific loader issue, not the same as the v5 tokenizer-loading regression." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained key mismatch are different model-specific bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and SigLIP2 zero-probability outputs are unrelated runtime issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are different paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two import errors, but for different exports and likely different causes; not a duplicate pair." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "is_offline_mode import failure may be part of broader upgrade breakage, but it is not the same concrete bug as the many-import-errors report." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split behavior and wrong position_ids docstring are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 35, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43122|issue:44521", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:42886|issue:43066", + "issue:43122|issue:44514", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43976|issue:44945", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:43232|issue:45245", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44222", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "e8f793b4998c525b8020670f52bff410d66b6f47d84abfd0d170e2ba05669c88", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36560, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy and mostly contains unrelated transformer issues; the soft pairs generally share broad subsystem vocabulary but not the same underlying bug. I\u2019d anchor the cluster on the most active open issue, but I would not merge any of the soft pairs.", + "confidence": 0.58, + "canonical_issue_reason": "Issue #44521 is the strongest anchor: it is open, has the highest inbound reference count in this set, and describes a concrete core API bug rather than a niche or purely diagnostic problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best representative issue overall because it is recent, active, externally referenced, and about a user-visible multimodal API failure with clear reproduction value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization regression and the other is an all-zero assistant_mask bug in multimodal chat templating; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs passthrough are different API-layer bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are distinct issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization/chat-template behavior, but the first is a tokenizer regression while the second is a batched apply_chat_template crash with padding=False." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration warnings and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and a MacOS CLIP bus error are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are different problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file argument forwarding is not the same bug as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both concern generation behavior, but one is sync_gpus bookkeeping and the other is recurrent-state reset in modular_qwen3_5.py; not the same fix." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping and loading cjvt/sleng-bert are unrelated tokenizer/model issues." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation state handling and a category-count runtime limit are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and GLM-5 GenerationConfig validation are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and stale auto_mappings references are separate import/config breakages." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import and broad post-upgrade import errors are not the same concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "The model-type warning and the missing fpn_position_embeddings attribute are distinct SAM 3 problems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset_mapping wrongness and assistant_mask all-zero behavior are both chat/tokenizer adjacent, but they are separate defects." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A runtime precision bug and a wrong docstring are not the same underlying change." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but they affect different models and symptoms; not enough evidence for one merged fix." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a sentence-transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe and position_ids buffer reading are unrelated bugs." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy are both precision-adjacent but not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and inability to load Phi-4 multimodal instruct are different model-handling problems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MOE/FP8, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior; different concrete fixes." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and a multi-label example script bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different serialization/load paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor cached_file kwargs forwarding 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": 13, + "review_unit_index": 36, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43116|issue:43493", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45341|issue:45561", + "issue:42673|issue:43906", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "229a26532f5694a6f7da1fe516833d26ce206244868c92ef4c783038f76bcbc9", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35998, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and should not be broadly collapsed. The only strong duplicate-like edge is the Qwen3.5 MoE save/load regression pair; the rest are distinct bugs across unrelated subsystems.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the clearest root report for the shared Qwen3.5 MoE serialization regression: it names the 5.4.0 save_pretrained corruption that plausibly explains the paired from_pretrained failure in 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative issue because it is the most concrete, version-pinned report in the only accepted duplicate-like pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different code paths (Qwen2.5-VL vs HybridCache)." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE save/load regression around transformers 5.4.0; a broken save_pretrained checkpoint can plausibly surface as a from_pretrained failure." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; different models and different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both mention saving/quantization, but they are different model families and different bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import targets from different packages; same symptom class, not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is an embedding dtype regression, the other is a pipeline-parallel output correctness issue." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated import/name error in sentence-transformers vs a PyTorch version-guard bug in flex_attention." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different affected models and different breakages; no shared underlying code-path is evident." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak under threaded dataloaders is unrelated to bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-regression reports, but one is a specific missing symbol and the other is a broad upgrade complaint." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training-state corruption with FSDP/PEFT is unrelated to cache handling in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation on GLM-5 is not the same bug as a RoPE implementation discussion." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a layoutlmv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing multimodal method are unrelated issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments being ignored is separate from evaluate() failing after train()." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script failure and SigLIP2 implementation discrepancy are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for MoE is not the same as the Qwen3.5 from_pretrained regression." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure surfaces; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs an import version-check bug in flex_attention." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to the pipeline translation-task messaging issue." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both involve generation APIs, but one is invalid config handling and the other is a stale warning." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different observable failures." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "General tokenizer-loading regression vs a Qwen3 offset-mapping bug; too broad to merge." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to pipeline-parallel generation correctness." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper bug and a flex_attention import guard bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs lag after pipeline removals is unrelated to a runtime version-check import bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model generation, but GLM-5 config validation and Qwen3.5 flash-attention output issues are distinct." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and an xdist race in captured_info.txt are separate test-infrastructure problems." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "An active VRAM leak report is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A released-version dependency bump problem is unrelated to the flex_attention version-check import bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only plausible duplicate-like pair is the Qwen3.5 MoE save/load regression pair (45216/45478), and the rest of the soft-edge rejections are appropriately cautious given the titles and limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:42673|issue:43577", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:44933|issue:45278", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:42617|issue:45341", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43986|issue:44484", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:43986|issue:45341" + ], + "prepared_review_unit_hash": "c3675029f1aba2fcfc785a6f32b0da05067e6f369c827cec3c3fa2829d09417f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38279, + "estimated_input_tokens": 9570, + "estimated_eval_tokens": 19396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are separate regressions, model-specific bugs, or unrelated API/import issues. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links are rejected. If a single issue must anchor the cluster, the broad open umbrella is the import-error report after the 5.5.0 upgrade.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set, describing multiple import errors after upgrading to 5.5.0; it best fits as a cluster anchor even though the surrounding items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue here because it is broad and version-level, whereas the others are narrower model- or subsystem-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are upgrade/regression reports, but they describe different failures: unexpected `_is_hf_initialized` handling during weight loading vs `PreTrainedConfig` type-checking breakage." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video processing, but one is an incorrect batched output shape and the other is a crash when `torchvision` is missing. Different bugs, not one change." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping and runtime post-processor updates are different tokenization behaviors with different symptoms and likely different fixes." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "`max_shard_size` behavior and a Qwen3.5 MoE `from_pretrained` error are unrelated issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and a bad saved checkpoint for Qwen3.5 are distinct model-path problems." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`layer_type_validation` vs `AutoImageProcessor`) and do not look like the same underlying regression." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "These affect different model families and different concrete failures: missing projections in qwen3next versus a Qwen3.5 MoE loading error." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer mapping `None` assumption bug is not the same as Mistral regex patching crashing on a tokenizer backend attribute." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use and an Apple Silicon `TypeError` in `caching_allocator_warmup` are unrelated runtime problems." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and a TensorBoard/TensorFlow backend install issue are entirely different areas." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and a missing `rms_norm_eps` in MLA layernorm are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leakage and incorrect dtype propagation in BLIP2 loading are different defects." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3 tracker/video and a key error loading MobileLLM are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid `GenerationConfig` for GLM-5 and an unrecognized model/config issue for Olmo-Hybrid are different loading/configuration problems." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/symbol areas: configuration utility import failure versus audio feature extraction issue." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "A packaging/backend dependency issue for TensorFlow is not the same as broken VitPose models." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "`image_utils` missing import is a specific symbol problem; `45278` is a broad report about many import errors. Similar theme, but not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning during compilation and BLIP2 dtype staying float32 are different dtype-related symptoms with different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a streaming failure on a specific model." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "One concerns shard size defaults, the other a Qwen3.5 MoE loading bug; no shared underlying change." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "`3d_parallel.py` execution failure and a small `testing_utils.py` bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and different tokenization output between versions are related only loosely by tokenization, not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "A GenerationMixin cache regression and a testing utility bug do not share a code path." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related model-loading failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of `tie_embeddings_and_encoder_decoder` and unexpected key warnings for position id are unrelated v5 regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting support and missing `rms_norm_eps` are different multimodal/model-architecture issues." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but they target different models and different failure modes; not mergeable as one concrete fix." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing `torchvision` dependency crash and a shard-size question are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "PyTorch precision warning and sam3 model-type warning are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A `torch.split` return-value issue in one GLM component is not the same as a RoPE implementation discussion." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different regressions: missing import symbol versus config type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and TensorBoard/TensorFlow backend installation are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch in a Qwen3-VL checkpoint and missing projections in qwen3next are different model-loading problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe `sys.modules[]` access in modeling utilities and a testing utility bug 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": 13, + "review_unit_index": 38, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45588" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43097|issue:45588", + "issue:43986|issue:44117", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "432ba1e2c6439c68f48fac2ebc2194a640354c16e7252428cae68ed566bc55c0", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37287, + "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 a loose mix of Transformers v5 regressions, model-specific loading/config bugs, and unrelated training/runtime issues. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 43097 is the broadest representative here: a clear Transformers v5 API/removal regression, which best matches the cluster\u2019s general \u201cv5 breakage\u201d theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the best single issue to anchor the cluster because it is a concrete, user-facing v5 regression and more representative than the many highly specific model or backend bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve model loading, but one is a tokenizer-mapping None bug and the other is a specific failure loading a model repo; different root causes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a v5 API removal/regression, the other is gguf handling in AutoTokenizer/AutoModel loading; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and failures: Qwen3-VL weight-shape mismatch vs Qwen3-VL-Moe compatibility issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated config bugs: SwitchTransformers sparse-layer handling vs PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different models and different config fields; not a shared code defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components and failures: missing image-processor method vs a torch.split return-value issue." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "A Python version compatibility report is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Completely different areas: FlashAttention training degeneration vs category-count runtime limits." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both crash during loading, but one is a missing torchvision dependency path and the other is a mistral_common import breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training/optimization problems, but one is FSDP2+PEFT optimizer state corruption and the other is Liger Kernel application with model_init." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are different missing symbols from different modules and likely different API removals." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific numerical/config issues; the titles do not point to the same code path." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are model-structure/config complaints, but they affect different model families and different missing fields/projections." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures for different symbols; no evidence they share the same underlying breakage." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction bug vs tokenizer-mapping None handling; related area, but distinct defects." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different missing-layer/projection problems; too broad to merge." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A v5 API removal and a flash-attention crash on sink-less models are unrelated issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor loading without torchvision is unrelated to tokenizer mapping lookup returning None." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both mention kwargs handling, but one is AutoProcessor/cached_file forwarding and the other is auto_docstring annotation parsing." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failure modes: offline/network access leakage vs missing encoder weights during load." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A deprecated API removal and quantization offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Weight-loading failure and a question about max_shard_size default are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are multimodal loading issues, but one is a missing class import and the other is a torchvision dependency crash." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The latter is only an isolated reproduction of another issue; the titles do not indicate the same concrete tokenizer-decoder bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both concern attention implementations, but they are different models and different backend problems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error-message wording and Pipeline save_pretrained support are different code paths." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Importing a missing symbol and removing a v5 helper are different kinds of breakage." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they arise from different model/config settings and do not share a specific bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning and a torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated runtime 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": 13, + "review_unit_index": 39, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "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:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:44655|issue:45478", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:44263|issue:45440", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43352|issue:45593", + "issue:43992|issue:45310", + "issue:36683|issue:44242" + ], + "prepared_review_unit_hash": "f59426fac9e00ead6789510dac3bb7c09818b52d47095ef72038a5d78185fce7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38130, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated Hugging Face/Transformers bug reports. There are a few superficial thematic overlaps (CLIP regressions, Qwen loading/serialization, import errors), but none are close enough to merge as duplicates or same-change PRs.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the clearest concrete bug report in the set and the best representative anchor for the small v5/attention-regression subset, but the cluster is too diverse for a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failures: xLSTM training bugs vs Bamba torch.compile/SDPA behavior." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated subsystems: attention scaling regression vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "One is a Nemotron FlashAttention 2 support issue; the other is a Python version compatibility problem." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different bug classes: distributed optimizer state mismatch vs GPT2 attention scaling being ignored." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat APIs, but one is request acceptance and the other is chat template batching/tool-call handling." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression vs GPT2 attention scaling; only broad Transformer overlap, not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size attribute error is unrelated to an Apple Silicon allocator TypeError." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Related CLIP regressions, but they affect different output fields and are not clearly the same underlying defect." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request validation failure and apply_chat_template crash are different code paths." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bfloat16 warning noise and compiled flex_attention failure are distinct issues." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a general Qwen3-VL-Moe bug and the other is fp8 inference support." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling is unrelated to Qwen2.5-VL video position-id issues." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different load failures: Qwen3VL-Moe loading regression vs a sorted-state_dict load error." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import break and local_files_only network leakage are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for a pipeline option is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and saving Pipeline objects are different save_pretrained paths." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve checkpointing, but one is a load error and the other is a corrupted save output for Qwen3.5." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size and SAM3 vision encoder output attributes are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline serialization and Qwen3.5 MoE from_pretrained errors are different failure modes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position-id errors." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE implementation bugs in different models; too broad to treat as duplicates." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed training state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility reports, but for different versions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A Gemma3 config attribute bug is unrelated to a PatchTSMixer post_init validation change." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import symbols from different libraries; not the same breakage." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-kernel problems: compile-time branching divergence vs GPT2 scaling being ignored." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output-field regression and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron FA2 support and D-FINE auxiliary-loss behavior are unrelated model issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different loading bugs." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config vocab_size and MoE load-balancing-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": 13, + "review_unit_index": 40, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43352", + "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:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "c2a0cc319c345080ce96ee1a1a3520e04d668226024576174ecc432195b149ed", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all soft pairs are different bugs that only share a subsystem or a vague theme. The only plausible duplicate pair is the Qwen3.5 MoE tensor-parallel/from_pretrained failure (45125 \u2194 45478).", + "confidence": 0.67, + "canonical_issue_reason": "issue:45125 is the most concrete root-cause report: it names the missing _tp_plan directly, while the paired from_pretrained error is likely the user-facing symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the best representative of the one true duplicate-like pair in this set because it points to a specific code-path problem rather than a broad symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different problems: cache/layer update semantics vs broad import regressions." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Unrelated: Gemma3Config attribute bug vs Flash Attention 2 support check." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-performance discussion is not the same as the broad 'import transformers is slow' report." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different model/config loading bugs with different failing fields." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Tensor-parallel training issue is unrelated to Gemma3Config missing vocab_size." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are loading failures, but different models and different missing pieces; not the same code-path bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is seed-related and the other is an xdist file race." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python-version import failure vs PretrainedConfig typing regression are separate issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict sorting/load error is unrelated to Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No common bug: no_grad cache update vs Python-version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import problem is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different functional bugs." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment bug is unrelated to patchtsmixer post_init handling." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model loading." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load-order/state-dict issue is not the same as the max_shard_size question." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention-related failures with different root causes." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Attention output bug is unrelated to AMP/CUDA loss crashing." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError about missing PyTorch backend is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Both are model/test issues, but not the same failure or code path." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flakiness and auto-mapping breakage are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test failures with different causes." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad bug is unrelated to SGD argument handling." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak and AddedToken constructor error are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are load failures after v5 upgrade, but one is tokenizer loading and the other is checkpoint reload; too broad to merge." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue is unrelated to tensor-parallel plan metadata." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Different testing-utils problems, not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization memory regression is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad decorator bug is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing top-level symbols and likely different causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE tensor-parallel loading bug; the second report looks like the symptom of the missing _tp_plan." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors are unrelated to the v4.57\u2192v5.3 slowdown report." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a config field being dropped." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network-only loading bug is unrelated to GLM-5 RoPE implementation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The soft-edge rejections are appropriately cautious, and the one accepted pair (45125 \u2194 45478) is plausibly the same Qwen3.5 MoE tensor-parallel loading bug based on the titles alone. No clear overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:41669|issue:43673", + "issue:44393|issue:45071" + ], + "prepared_review_unit_hash": "5ed5a3429d4394102d7d2041bbc737baf1b3868115b2cafc2363cd3d7af80e04", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38351, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bug reports, model-specific regressions, or docs/import issues. I did not find any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43576 is the best cluster anchor because it is the broadest v5 compatibility/regression report in the set; the others are more specific model, import, or docs problems.", + "canonical_pr_reason": null, + "best_issue_reason": "43576 is the most representative issue to keep as canonical, since it best matches the cluster\u2019s recurring theme of v5 breakage and broad user-facing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang for Sentence Transformers and a docs confusion issue about forward arguments are unrelated bugs." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Optimizer argument handling and Gemma eos_token_id inconsistency affect different code paths and symptoms." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to the DSA ReLU discussion." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and tokenizer loading regression are different failures." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad decoration and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 moe save_pretrained behavior are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models, versions, and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A real bug about local_files_only does not match the placeholder 'racoon' issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different code paths and not mergeable as one fix." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline save_pretrained failures are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow job status reporting and tensor parallel training bugs do not describe the same failure." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy concerns and a missing image-processor method are different problems." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading failure are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and a broken transformers env command are separate issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training problems are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a placeholder issue have nothing in common." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env command and a type-checking regression are distinct v5 issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command issue is not the same as a specific missing Qwen2.5-VL export." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation export and the env command regression affect different APIs." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are not the same underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder issue 'racoon' is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are similar in surface form but different missing symbols." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "A broken env command is not the same as a missing HybridCache export." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwarg bug and a placeholder issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and docs mentioning return_all_scores are different concerns." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError for AutoImageProcessor and compiled-file runtime errors are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated bugs." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Generic lazy loading failure and unsafe sys.modules access may be related in theme, but there is no clear same code-path match here." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files and a generic bug report are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and a TensorFlow/tensorboard backend error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload compatibility after upgrading to v5.2/5.3 are different regression reports." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A Qwen3-VL-Moe bug report and missing _tp_plan for Qwen3.5Moe are different model-specific issues." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * for performance and a missing GenerationMixin cache are unrelated changes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bounding box errors and PretrainedConfig type-checking regressions 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": 13, + "review_unit_index": 42, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "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:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998" + ], + "prepared_review_unit_hash": "aab66a8d61556db53ea0992991f80ef79097ee011f5e5d3a74a6011f9484bf74", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40777, + "estimated_input_tokens": 10195, + "estimated_eval_tokens": 20646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of v5-era regression reports, with only a couple of clear duplicate-style matches. The strongest true duplicate pair is the tokenizer v4\u2192v5 behavior change report, plus a likely lazy-loading pair; most other soft links are only thematic similarities.", + "confidence": 0.53, + "canonical_issue_reason": "42913 is the broadest, cleanest tokenizer-v5 regression report in this set, and it can absorb the more specific wrong-decoder-type symptom better than the narrower variants.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the best single anchor for triage because it describes the broader tokenizer behavior change across v4\u2192v5, making it the most representative issue among the tokenizer-related duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are about loading older checkpoints in v5, but one is a generic reload regression and the other is a specific remote-code/meta-init incompatibility; too broad to treat as the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "SAM HQ test seeding flakiness and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point to lazy-loading / import-time behavior being broken; 44273 is the broader root-cause report and 44246 is the symptom report." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger Kernel application during model_init are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs a generic bug report do not establish the same concrete failure." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attn2 unsupported error and Qwen3-VL 2D bbox hallucination are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` output and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler kwargs bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "A position_ids buffer read error and a generic bug report are not the same underlying issue." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* performance work and a HybridCache import error are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallelism output are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "They only share a broad import/runtime theme; the concrete bugs differ." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application and flash_attention_3 training degeneration are different failures." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D bbox issues and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward arguments and tokenizer loading regression are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Pipeline-removal docs and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Post-init policy for patchtsmixer and tied-weights key handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-* slowdown and scheduler kwargs are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading via AutoTokenizer and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weights AttributeError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "`transformers env` CLI breakage and lazy loading are only loosely related at best, not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer math and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error lack enough evidence to be the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* performance and VRAM leakage in dataloader threads are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward docs confusion and Llama 3.2 model loading breakage are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application and old checkpoint meta-init incompatibility are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access and timestamp calculation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leakage are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "SAM HQ test seeding and VRAM leakage are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both are tokenizer behavior regressions in v5; 43066 is the specific wrong-decoder-type manifestation of the broader behavior-change report in 42913." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "A scheduler bug and an unrelated placeholder issue title are not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted soft links are conservative: 42913\u219443066 is a plausible tokenizer-v5 duplicate pair, and 44246\u219444273 is a reasonable lazy-loading/import-time symptom-root pairing. The remaining rejections stay appropriately narrow and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 43, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "e246d8fe1c5c61c73346920283c41fc4ad81617ab315caa983d79526f103264a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720165, + "estimated_input_tokens": 180042, + "estimated_eval_tokens": 360340 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 14, + "serialized_chars": 14254, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft-pair candidates look like false positives: they share broad wording (loading, config, AttributeError, fp8, etc.) but point to different features, models, or code paths. No clear canonical duplicate emerges from this set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: tied-weights key handling crash vs chat template crash on tool-call assistant messages." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated topics; one is a placeholder-like issue title, the other is a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the unemployment issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression is a concrete model-loading bug; the other issue is unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both involve attribute errors, but on different configs and different code paths; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is distinct from _tied_weight_keys list handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen support for inference is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Pretrained loading performance and tensor-parallel training bugs are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure is unrelated to checkpoint loading speed." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MOE, 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": "Tokenizer-loading regression is not the same as slow checkpoint loading." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen support are separate feature gaps." + } + ] + }, + "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": 13, + "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": "623006636a96386421082465c5cb50daeec3679cfec9da9816efbb6ca8491a46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community contribution requests, not duplicates: one is for Flash Attention 2 support and the other for GGUF support, even though both mention adding architecture support.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: issue 26350 and issue 33260 request different features and do not describe the same underlying work.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 26350 is slightly better only because it is older and has more discussion activity, but it is not a true duplicate target for 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests in different areas (Flash Attention 2 vs GGUF); shared wording about architecture support is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "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": "052890fc48eabc94310a0eb090528ec3080b4b22c178a55da2229a5f08bbe7fd", + "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": "These are all translation-request issues with highly templated titles, but only #27088 is explicitly about Turkish; the others look like generic placeholder instances rather than the same exact underlying request. I would not merge any pair as duplicates on the available evidence.", + "confidence": 0.83, + "canonical_issue_reason": "#27088 is the most concrete and specific issue in the set: it names Turkish explicitly, while the others are generic template-style titles with no visible language details here.", + "canonical_pr_reason": null, + "best_issue_reason": "#27088 is the best anchor for this cluster because it is the only issue that clearly identifies the target language and therefore has the strongest standalone signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-related, but the evidence only shows a generic template on one side and a concrete Turkish request on the other; that is not enough to say they are the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The titles are similar at a template level, but there is no concrete match on the target language or request details beyond docs translation in general." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad translation theme, but not the same specific request: one is explicitly Turkish, the other is only a placeholder-style language template." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both appear to be generic translation-template issues, but there is no evidence they refer to the same language or the same exact change/request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity alone is not enough here; these look like separate template instances rather than one duplicate report." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "The available metadata does not show a shared concrete target beyond a generic docs-translation template, so they should not be treated as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "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-36817-14", + "nodes": [ + "issue:36817", + "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:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "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:43837|issue:45177" + ], + "prepared_review_unit_hash": "6f6fffab25a25d3979a0af8362116356cd1286ca221634ef1b23283525d68557", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items are mostly independent model-support requests, not duplicates: they span different model families and even different modalities (text, audio, OCR, perception). The apparent overlaps are only broad thematic similarity, so none should be merged as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set: the requests target different models and capabilities, so they are not duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 43671 is the most active and clearly described among the audio-related requests, but it still does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are model-add requests, but EuroBert and DEIMv2 are different architectures with separate implementation work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to adding Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are distinct model families and changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text-model support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not the same request." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS support are unrelated model integrations." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different code paths." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request are distinct model changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model families." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE models are related only at a high level, not the same request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Both mention Qwen3, but TTS and ASR are different modalities and likely different implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS models with separate support work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "A TTS model request is unrelated to the sparse-transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE perception-encoder support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio support and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are different model architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different modalities and models." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated 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": 13, + "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": "cbb40701e334e357ececad06a42e98e6256a988d685d99894e3bc251c84264fb", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These soft-linked issues are not duplicates: they span unrelated bugs in different areas (model normalization, Mask2Former loss handling, config typing, a typo, and tokenizer warnings). No soft pair looks like the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44031 is the broadest, most discussion-heavy bug report in the set, so it is the closest thing to a cluster anchor even though the items are actually heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43240 is the most concrete, code-path-oriented bug report and is the strongest standalone issue here, but it still does not unify the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different concerns: model normalization implementation vs. a config type-hint typo." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is about Mask2Former's ignored loss value; the other is about kwargs not reaching a loss function\u2014related only loosely by training code." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and symptoms: Mask2Former loss handling vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A runtime model bug and a documentation/attribute typo are not the same underlying issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss behavior does not match a ModernBERT config type annotation issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwarg forwarding bug vs incorrect config type hint; no shared concrete code-path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated: ModernBERT `norm_eps` typing vs tokenizer regex warning after 4.57.3." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small fixes, but one is a type-hint error and the other is a typo in a quantization attribute name." + } + ] + }, + "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": 13, + "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": "91c1774746b59900bfb7d0d382719d9768d814ddfa7e0d55e6aaf06c0eac58bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different requests: one is a generic feature request for block decoding, the other is specific support for DeepSeek v3.2. There is no strong evidence they describe the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the titles and likely scopes differ substantially, so neither issue is a duplicate of the other.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical for the pair because they target different functionality and do not appear to overlap in concrete implementation scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: 'Set Block Decoding' is a broad decoding feature request, while 'DeepSeek v3.2 support' is a model-specific compatibility request. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 13, + "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": "ecf2a1eee88737bc84261a7778e4ae86a436f83ad6646b2edd52ac142c5a3d3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates: one is about making Trainer\u2019s `remove_unused_column` behavior more customizable, while the other is about FLOPS estimation for custom trainers. They touch the same general Trainer area but describe different problems and fixes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue emerges because the issues are unrelated; if forced to pick a representative, #43598 is a clearer, more concrete Trainer customization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: `remove_unused_column` customization vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 13, + "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": "35c0a273185b383ecb8b759903ad08e0b53bbac811f47bd292a329177ab47b8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests core model registration for Qwen3-Omni, while the other requests sequence-classification support for Qwen3.5. They touch different model variants and different functionality layers.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate issue: the requests target different capabilities (AutoModel/AutoModelForConditionalGeneration registration vs AutoModelForSequenceClassification support) and different Qwen model families.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader, more foundational request and is the closest thing to a representative issue, but it still should not be treated as a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni model registration for base/generative auto classes vs Qwen3.5 sequence-classification head support. Not the same bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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": "db474929e338b9669489c06f815c46120c6b25f1f41f95afd8094b2742732575", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are extremely sparse issue reports with only generic or near-empty titles. The three \"huggingface\" issues look superficially related, but there is not enough body detail to confirm they describe the same underlying problem. No PRs are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43859 is the only report with any discussion activity, so it is the best available anchor among otherwise low-information issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the best global issue candidate for triage because it has at least minimal activity and matches the repeated title pattern, but the reports are too under-specified to be strongly meaningful.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Both are too sparse and the titles are not enough to confirm the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak textual similarity is available; there is no body evidence that they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The reports are under-specified and do not provide enough shared detail to justify duplicate merging." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These titles match exactly, but the bodies are too thin to confirm they are truly the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "There is not enough substantive content beyond a generic title to treat them as the same report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The similarity is only superficial; the available text does not establish a shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "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": "ebc191fa19a7d622c923a6869092f3584dbc52106d12019420a73aa669b968bc", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information issues with placeholder/spam-like titles and no evidence of a shared concrete bug or change; they do not form a duplicate cluster.", + "confidence": 0.94, + "canonical_issue_reason": "No strong canonical issue: the set is dominated by spam/placeholder titles and lacks any substantive description or shared bug details to anchor deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44418 is the least placeholder-like title and is the only one that reads like a normal issue, but it still has no concrete enough content to serve as a reliable canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder spam titles; no shared underlying bug or change is described." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder spam titles; nothing indicates the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation suggestion, but there is no concrete overlap." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles with no shared bug, feature, or code path." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; not the same underlying request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus placeholder spam; no evidence of duplication." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no specific issue/change content to confirm they are duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam title and an unrelated named topic; not the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam title and an unrelated named topic; no duplicate evidence." + } + ] + }, + "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": 13, + "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": "b15563227e049b26fb20bc6684e70f0210f8d8da6a2719650aa288369fc25ff6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "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 are very likely duplicates: they have the exact same title and soft-similarity evidence, but the packet does not prove their bodies are identical. #45145 is the best canonical issue because it was created first and already has an inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has an inbound reference, making it the most established representative for this likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary record because it is earlier and already has more thread connectivity than #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate based on identical title and soft-similarity evidence; the packet does not prove the bodies are identical, but it is reasonable to treat them as the same request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that the issues share the exact same title and have soft-similarity evidence, but it does not directly show their bodies are \"near-identical\" or that they are definitively the same request. The duplicate verdict should be more conservative (e.g., \"likely duplicate based on identical title and soft similarity\")." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 25, + "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-39895-13", + "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:45587", + "pull_request:45622" + ], + "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:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:45622", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45622", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "d15668c0ff15138e6cb1bc93bbc7b6150b36de9ea81f4dca2bd22363011a4009", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs from different model/features. The only clear duplicate pair is the two `fixed_cross_entropy` changes (43251 and 43254), which implement the same kwargs support in the same function. All other soft pairs are just broad topical similarity and should not be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicate loss-function fix: it has the explicit issue link, touches the exact target function, and presents the more complete kwargs forwarding change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest global representative because it is the clearest, issue-linked implementation of the only true duplicate in the set. The rest of the PRs are unrelated enough that they should not be clustered as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding VideoPrism model support/docs vs an Executorch dynamic-shape test. Same general testing/export ecosystem, but not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different tokenization utility fix vs adding a new MobileLLM model. No shared code path or underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: Mistral tokenizer missing methods vs Executorch export dynamic-shape tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are preprocessing/model-pretrained related only at a broad level; one is processor auto-loading robustness, the other is a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different bugs: cross-entropy kwargs support vs Mistral4 test/model cleanup. Same repo area, not same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test and Mistral4 fixes touch unrelated code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test and new MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model addition vs Falcon output-collection refactor; different model families and different functionality." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45622", + "accept": false, + "reason": "New MobileLLM model addition is unrelated to PEFT constructor fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated; one is code, the other is a meta tooling PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45622", + "accept": false, + "reason": "Reject despite shared model-adjacent context: Mistral4 test/model fixes vs PEFT constructor internals are not the same underlying bug or mergeable into one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 fixes are unrelated to continuous batching documentation." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and `layrnorm` normalization rename/mapping are different changes, even though both touch modeling code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the model-creation skill/meta repository changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs meta skill/dataset/documentation PR; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying fix in the same function: both add supported kwargs to `fixed_cross_entropy` and forward them to `nn.functional.cross_entropy`, differing only in minor signature/style details." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is clearly mergeable as the same `fixed_cross_entropy` kwargs-forwarding fix in the same function. The other verdicts are appropriately non-committal and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 25, + "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-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "2dce329dc0296b7c9d67286433245a0c6cf28e80c298bb160d60d78648ba6f22", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "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: 40546 adds the base VibeVoice model/docs, while 42781 adds VibeVoice Realtime plus an acoustic tokenizer and related generation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "40546 is the cleaner representative of the original VibeVoice model integration; 42781 is a later, broader realtime/tokenizer follow-up rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "40546 is the best single PR to represent the core VibeVoice addition, but it should not subsume 42781 because that PR targets a different feature set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: they share the VibeVoice family and some files, but 40546 implements the base model while 42781 adds realtime support and an acoustic tokenizer. Different concrete changes and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 25, + "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-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "bf4946bd23ff12856e7b6943892754606355fcdc2a82e9dc6d4b4f88d5957b9f", + "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 PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be treated as duplicates or merged into one cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative here; the changes target different code paths, models, and user features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 25, + "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": "5ca5622c9633bbe7eef9d70a2eb0e3cf7982d42dc10a27ffb1990f021d804327", + "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": "Both items are PRs for adding DEIMv2 support to Transformers. PR #44339 is the more complete later submission and appears to subsume the earlier #41356 work, so it is the better canonical PR candidate. There is no issue in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the broader, later DEIMv2 implementation and includes the core model integration plus additional framework wiring (auto-mappings, conversion, loss/modular updates), making it the best representative PR.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the most complete and maintainable PR for the DEIMv2 addition; it covers the same feature area as #41356 but with substantially more finished integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Both PRs target the same DEIMv2 model addition, and #44339 looks like a superset that could plausibly replace the earlier implementation in one merged change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are PRs tied to the same issue target (41211) and the later PR #44339 clearly adds broader DEIMv2 integration while overlapping core files with #41356. The soft-edge verdict is conservative, phrased as a plausible supersession rather than a certainty. No issue is present in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 25, + "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-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "70c9daf5d53ce1bc3c2acccc550923153a25ee804fdccb8ea3e70100e46ee282", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-integration PRs: one adds DeepSeek OCR and the other adds Isaac. They share some Transformers scaffolding files, but they implement different models and codepaths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different model additions rather than the same underlying fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best duplicate representative; both are distinct feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Reject: same broad model-registration scaffolding, but different underlying integrations (DeepSeek OCR vs Isaac) with different model files, processors, and tests; they are not the same 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": 6, + "component_count": 25, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "2851ae65b1cd2939d0d05f24937a2b29c1f780a339053c8d78c017529847ae04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5406, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5406, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions for different model families (InternVLFlash vs AXK1), so they should not be treated as duplicates or merged into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and code paths, so there is no shared underlying change to canonicalize.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for this cluster: PR 42166 is more mature, but it still addresses a different model integration than PR 45426, so neither is a suitable representative duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "InternVLFlash and AXK1 are distinct model integrations with different files and implementation paths; they do not appear to fix the same bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 25, + "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-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "06a4de09cd2b99682111f028fb271d5d51b66a49c1902ba29aacc2d70305cdeb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10164, + "estimated_input_tokens": 2541, + "estimated_eval_tokens": 5338 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10164, + "estimated_input_tokens": 2541, + "estimated_eval_tokens": 5338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly noisy and does not contain a clear duplicate set. The only substantive candidate is the Whisper ASR return-language fix; the other PRs are unrelated test churn or a separate FP8/dequant change.", + "confidence": 0.36, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42227 is the clearest, most concrete change: it fixes Whisper ASR return_language plumbing in the pipeline and explicitly targets an issue, making it the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the strongest standalone PR in the set because it addresses a specific user-facing bug with a focused code-path fix and test coverage. The other PRs are either unrelated to Whisper ASR or appear to be broad/noisy test or FP8 changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both mention Whisper, but they fix different problems: 42227 wires return_language through the ASR pipeline, while 43291 changes Whisper tokenizer decode behavior/tests. Not the same underlying bug or mergeable into one PR." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 is a Whisper ASR bug fix; 43665 only touches unrelated CLIP/ViT test files and appears to be test churn, not the same code-path problem." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "These are unrelated: 42227 fixes Whisper return_language handling, while 44815 is a broader dequant/FP8/model-loading change across multiple files. Different subsystems and different bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 is a Whisper tokenizer fix, while 43665 is unrelated CLIP/ViT test edits. No shared underlying defect." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer behavior vs FP8/dequant and model-loading changes are unrelated changes to different code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated test-only changes in CLIP/ViT versus an FP8/dequant/model-loading fix; not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 25, + "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-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "96c4aff84b98c5644665697790fd527767f6f35a07bbe774e722fc9688c912bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different change intents: one is a broad Node24 compatibility bump for core workflow actions, the other is a Docker build action version upgrade. They overlap in some workflow files, but they are not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the more coherent representative change: it has a single explicit goal (Node24 compatibility) and applies a broad, consistent upgrade across multiple workflow actions.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearest unifying purpose and broader coverage; PR #42976 is a separate Docker action version bump rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow maintenance PRs, but they change different actions for different reasons: core GitHub Actions compatibility vs docker/build-push-action upgrades. Shared workflow files alone are not enough to treat them 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": 9, + "component_count": 25, + "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-42978-9", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45283", + "pull_request:45490", + "pull_request:45626", + "pull_request:45630" + ], + "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:45283", + "pull_request:44601|pull_request:45626", + "pull_request:45283|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "bde24e41e41822e0eeed0529a59ef18978340fc9b9a532d444b86e19487517e2", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29351, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29351, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains several unrelated model-addition PRs plus two infrastructure changes. The shared filenames are mostly boilerplate docs/auto-registry updates, not evidence of the same underlying fix or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative here because the PRs target different models or unrelated subsystems (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, Kimi2-6, GGUF loading, pipeline parallel support).", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry files are expected boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They may touch similar registry/doc files, but they are distinct models and not mergeable into one PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Model addition vs CTSM model addition. Same general area of adding models, but completely different concrete feature and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families/implementations, so these are not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; overlap in registry/docs is not enough to merge as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different model integrations with different files and code paths." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2Audio model addition vs Qwen3.5 GGUF loading support are unrelated changes. Similarity comes from integration scaffolding only." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Pipeline-parallel core loading support is infrastructure work; PP-FormulaNet is a model integration. They are not the same concrete bug/change." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45626", + "accept": false, + "reason": "GGUF loading support for Qwen3.5 is unrelated to PP-FormulaNet model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM model addition and PP-FormulaNet model support are distinct model PRs, not duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM vs Kimi2-6 are separate model additions with different implementations and tests." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 are different model additions; the shared auto/docs files are boilerplate, not duplicate evidence." + } + ] + }, + "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": 25, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "236af8323f72e17b2c502a1c5c83012f5980ce78c594b83cf7943c5cd8876801", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs with only incidental overlap on a shared test file. One is packaging/version/dependency plumbing, one rewires CI/comment handling and testing utilities, and one adds a PR-CI workflow plus unrelated tokenizer/test edits. They do not look like duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs address different code paths and purposes, and the shared filenames look incidental rather than evidence of the same fix/change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a true representative for the cluster. If forced, 43488 is the cleanest standalone change, but it does not subsume the CI/workflow or tokenizer edits in the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 updates setup/versioning and test deps, while 43532 changes self-comment CI, scheduled/reporting workflows, and testing utilities. Shared vit test filename is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Unrelated changes: 43488 is packaging/dependency/version plumbing; 45476 adds a PR CI caller workflow and makes unrelated tokenizer/test edits. No shared concrete bug or fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI/test infrastructure, but they fix different things: 43532 rewrites comment-driven CI and notification paths, while 45476 adds a PR CI workflow and unrelated CLIP/chinese-clip edits. 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": 25, + "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-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "e526ac105177e14817f6362c6cad10918205726565e9231b56388de7a679a86c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They overlap in docs and pipeline registration, but the implementation targets different pipelines, model docs, and test/model integrations, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: the two changes implement different segmentation pipelines rather than the same underlying feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger representative of the cluster because it covers a broader visual-segmentation stack and more integrations/tests, but it is still a different feature from #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: concept segmentation and visual segmentation are different pipeline features with different code paths, model integrations, and tests; shared docs/registration files are not enough to make them the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 25, + "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-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "79690071896a9e2c4f3ad6a7958f5f7348793c044e39412e0af6add06ef553f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests modify `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to the same subsystem, not the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct Trainer changes with different behaviors, APIs, and failure modes, so they should not be deduplicated into one representative PR.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global duplicate representative because the cluster is not a true duplicate set; if forced, 43651 is slightly more self-contained and behavior-focused, but it does not subsume 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and same Trainer area, but different code paths: 43651 changes GA loss normalization, while 43663 changes input signature column extraction. They could not plausibly be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 25, + "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-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": "90e90d32cdbca8f9bc387c6e3ef56a2ea3e03c183fd0902113d2e882995b9e18", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are about the same Serve CLI TypeAdapter annotation/import NameError, with 43842 being the cleanest focused fix. The other two are alternative implementations of the same underlying runtime-annotation problem.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused and explicit fix: it guards the TypeAdapter import behind TYPE_CHECKING and stringizes the annotation, directly addressing the runtime NameError without broader Serve changes.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative PR for the cluster because it cleanly fixes the concrete TypeAdapter NameError path in src/transformers/cli/serve.py with minimal scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same Serve CLI TypeAdapter NameError caused by annotations being evaluated at runtime; they are alternative implementations of the same code-path fix and could plausibly be consolidated." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same TypeAdapter annotation problem in the same file and issue area, with overlapping fixes that avoid runtime evaluation; despite 43836 being broader, the underlying bug is the same." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs target the same serve.py runtime-annotation/TypeAdapter NameError area, and 43842 is the most focused fix. The soft-edge pairings are conservative enough since the changes are in the same file and plausibly mergeable into one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 25, + "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": 15, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "201246fee5ecbe8ed6eefdc72a36f1d55847a56306b3527cdd5ebc161cae4517", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of model-specific output-tracing refactors that share a theme but usually not the same concrete change. #43979 looks like a partial umbrella tracker, not something explicitly tied to most PRs. The only clearly duplicate-looking pair is the GPT-Neo rebase/variant; the GPT-J pairings are similar but not strong enough here to treat as the same mergeable fix.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43979 is the best cluster anchor available because several PRs explicitly target it, but many others in the packet only appear thematically related rather than directly linked.", + "canonical_pr_reason": "PR #44066 is the strongest single representative because it is explicitly tied to #43979 and shows a concrete GPT-J/CodeGen output-tracing refactor, making it a better anchor than the broader thematic variants.", + "best_issue_reason": "#43979 is the best global issue to group this packet under, since it is the only repeated explicit tracker for the output-tracing migration, even though the linkage is partial.", + "best_pr_reason": "PR #44066 is the best global representative because it is explicit, concrete, and centrally positioned among the issue-linked output-tracing refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; the shared output-tracing theme is too broad on its own." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are refactors, but they affect unrelated models and do not look like the same bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same general GPT-J theme, but the packet does not show a single mergeable duplicate fix with enough confidence." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations; only the refactor pattern matches." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model subsystems; they share the migration theme, not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet is clearly not the same underlying bug or code change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families with only a shared decorator/refactor style." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and highly overlapping output-tracing rewrite; this looks like a duplicate or rebase of the same model-specific change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model changes; the shared issue theme is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen is a thematic match, not the same concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen do not appear to be the same bugfix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different implementations and do not form a duplicate pair." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families; same refactor style only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen is not the same concrete change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are separate implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are not the same underlying bug or change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are 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families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different refactors in different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated subsystems." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBERT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": false, + "reason": "Very similar GPT-J/CodeGen scope, but the packet does not make the duplicate/mergeable nature unambiguous enough." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": false, + "reason": "Same general GPT-J family, but not enough evidence that these are the same concrete bugfix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 only share the broad output-tracing theme." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model refactors, not the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence in a few places. In particular, #43979 is not explicitly linked by most PRs in the packet; only a subset of the cluster has explicit issue targets, while the rest are only thematically related. The duplicate-style accept calls are also a bit too assertive for the packet, especially the GPT-J pairings, which are similar but not unambiguously shown to be the same mergeable bugfix. Please soften those claims and keep the issue-anchoring language more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 25, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "ada2987a43e5d2eb8d7cdff525c09aebb55a19b7cd66d307297c04b89d24041e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs share a broad theme of migrating model implementations to standardized output tracing/capture, but they are model-specific refactors rather than duplicates of the same change. I found no true duplicate issue/PR pair in the set.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: a self-contained VisualBert output-tracing refactor with explicit `_can_record_outputs` wiring and capture decorator integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best overall representative because it is narrowly scoped, clearly titled, and directly demonstrates the standardized output-capture pattern without broader or noisier changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but on different models and code paths (VisualBert vs TextNet). These are parallel model-specific migrations, not one mergeable duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both update output tracing, but MPNet and VisualBert are distinct implementations with different model internals and files; not the same underlying bug or PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different output-capture plumbing. They share a pattern, not a concrete duplicate code-path fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths. Similar standardization work does not make them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These touch different architectures and different output semantics; they are separate model refactors, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 25, + "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-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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "c8d77d8c2e915662e1681c48d0eca3a4ed6dce04cb84ed15e9cebcc4e7d755ce", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share the same refactor theme (`can_return_tuple` / output capture), but they target different model implementations and code paths, so they are not duplicates. No soft edge looks like the same concrete change; 44003 is only the closest representative PR by scope, not a true duplicate anchor.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 44003 is the best anchor because it is the broadest of the set and shows the full output-tracing migration across closely related `mamba`/`falcon_mamba` code. It is still model-specific, so it should not be treated as a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the most representative PR in this cluster by breadth and completeness, but the cluster is not a duplicate set; the others are separate model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and code paths (`timm_backbone` vs `upernet`). Not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models (`timm_backbone` vs `vision_text_dual_encoder`). Too broad to merge as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `univnet`); shared wording about output tracing is not enough for duplication." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; same refactor style, not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and internal mechanics; these are separate output-tracing updates, not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated code paths; same migration pattern, but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `upernet`); too generic to be considered the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate implementations; shared output-tracing refactor is not enough to duplicate them." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`) and different forward signatures; not the same concrete code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are separate refactors in different code paths, not mergeable as one bug fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; same output-tracing theme, but not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`); too broad a similarity to count as duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model implementations; not one concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Different code paths (`vision_text_dual_encoder` vs `vision_encoder_decoder`); similar refactor style only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models; the shared output-tracing cleanup is not a duplicate bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths (`univnet` vs `depth_anything`); not the same concrete refactor." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "`univnet` and `vision_encoder_decoder` are distinct implementations; too broad to merge as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` change different model internals; same broad tracing theme, but not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`upernet` vs `depth_anything`); no shared code path or concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are separate code paths; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated model implementations; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` touch different model families; similarity is only at the refactor theme level." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are different model families; not the same code-path fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are separate implementations; shared tracing refactor is too generic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated model paths; not one duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are different model internals; same refactor pattern, not same bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are distinct code paths; not mergeable as a single concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated model implementations; the similarity is only superficial." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; same output-tracing idea, not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths and separate model stacks." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated models; not the same underlying bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are different implementations; shared tracing refactor is not enough to accept." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate model code paths; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; the change pattern is similar but the code paths are not." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are distinct wrappers, but still separate implementations and PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same model logic; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are different model stacks; same refactor theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are separate implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are different model families; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated models; no same underlying code-path problem." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different model implementations; not a duplicate fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate models and separate changes; same tracing theme is too broad." + } + ] + }, + "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": 25, + "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-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": "28a4121e17f07935e0595fa53a62776af645bdd67ad8fe633d423db264f10800", + "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": "All three PRs are separate model-integration additions for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS), so the shared docs/auto-registry edits are incidental rather than duplicate evidence.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct model additions with different architectures and code paths, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest representative in this cluster because it is a non-draft, full implementation with docs, tests, and substantial review activity; the others are either a different model family or still draft.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct implementations; shared registry/docs files are not enough to make them the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model families and code paths (PenguinVL vs DeepSeek-OCR-2); they only overlap in common Transformers registration/doc plumbing." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (DeepSeek-OCR-2 vs Voxtral TTS); overlap is limited to boilerplate auto-mapping and docs, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 25, + "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-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "6b7f8aa2fd4abd7d8e4dff9a333f5141de7bfb5c52792ba0ba42f1a3967bede0", + "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 through fusion infrastructure, but they target different layers of the feature: one introduces a generic module fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading. They are not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the better representative because it implements a concrete end-to-end feature path (KernelConfig-driven n-to-1 fusion) across the integration points, rather than just introducing the lower-level fusion API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest standalone PR in the cluster because it has a clearly scoped user-facing behavior change and explicit wiring into loading/integration code, making it more complete than the API-only foundation in PR 44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scope and code path: 44979 adds a generic Module Fusion API and tests, while 45363 implements KernelConfig-based n-to-1 kernel fusion and integration changes. They are related infrastructure, but not the same underlying 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": 19, + "component_count": 25, + "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-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ff14e7ab62a44850b6e5f4fe3c05a5cffcd9848fe3eb0f4cd3e5ab9c482728bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same Mistral regex patch in the same file, with nearly identical code changes and the same explicit issue target. PR 45317 is the stronger canonical PR because it adds test coverage and appears to be the more complete version of the fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 but also includes a test file and looks like the more complete, review-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR for the cluster because it addresses the same concrete AttributeError fix while adding validation coverage; 45086 is effectively a lighter duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code path: both replace backend_tokenizer.pre_tokenizer with tokenizer.pre_tokenizer in _patch_mistral_regex for the same issue target, so they look like duplicate fixes rather than distinct PRs." + } + ] + }, + "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": 25, + "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-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "93b6a689760360c2909f661154b2576a9d9456b95585331174d3ca00032447f2", + "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": "These are related NemotronH refactors, but they are not the same PR: #45115 is a focused inheritance/conversion-mapping refactor, while #45569 is a broader split-out of NemotronH into dense/sparse model variants with docs and tests. Overlap is mostly on shared core files, not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR because it appears to be the more complete user-facing/model-architecture change: it adds the dense/sparse variants, updates auto-mappings, docs, and tests. #45115 is narrower and looks like a preparatory refactor around GraniteMoeHybrid inheritance and checkpoint conversion.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest representative of the cluster since it covers the end-to-end NemotronH model split and integration work. #45115 is better viewed as a smaller implementation step rather than the main change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH core files, but the actual changes differ: #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 introduces separate dense/sparse model packages, docs, and tests. Not the same underlying bug/change, so do not merge." + } + ] + }, + "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": 25, + "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-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a8ebd61e23a922db2cff407dcc98af54f1bbef7915b966de46efa82204cdb6db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/cache plumbing built on top of it. They share infrastructure, but they are not the same change and should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it touches cache/modeling paths and integrates heterogeneous layer behavior end-to-end, so it is the best single representative for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the most globally representative PR in this set because it covers the wider heterogeneous-model support surface, not just the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "These are adjacent but different efforts: #45333 adds per-layer configuration support, while #45332 adds heterogeneous model/cache behavior using that config. They overlap in helpers/files, but they do not fix the same concrete code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 25, + "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-45394-5", + "nodes": [ + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45487|pull_request:45615", + "pull_request:45592|pull_request:45596", + "pull_request:45592|pull_request:45615", + "pull_request:45596|pull_request:45615" + ], + "prepared_review_unit_hash": "b9a7209fdf67dcf3cd92d08102eb33ae1e2f8d079cdf09d067a1f226314811fd", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13273, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13273, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs: one real model-parallel bug fix (AltCLIP/ChineseCLIP) and several test-only expectation/padding updates for different models. No strong duplicate pair crosses model boundaries.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the strongest representative because it fixes an actual runtime/device-placement bug in model code, not just test expectations, and it targets a concrete code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best overall candidate: it addresses a substantive model-parallel failure with an actionable code fix, while the others are narrower test adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different models and different fix types: XCLIP model split-module metadata vs BLT XPU test expectations." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "AltCLIP/ChineseClip device-placement/model-parallel fix is unrelated to FastVLM test padding-side updates." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "Different artifacts and bugs: model code fix for AltCLIP/ChineseClip versus BLT XPU expectation changes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Model-parallel code fix for AltCLIP/ChineseClip does not match Qianfan OCR XPU test expectation updates." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "Both are test-related, but they cover different models and different failures, not the same underlying bug." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45615", + "accept": false, + "reason": "FastVLM padding-side test fix and Qianfan OCR XPU expectations are separate model-specific test changes." + }, + { + "left": "pull_request:45596", + "right": "pull_request:45615", + "accept": false, + "reason": "Same broad theme of XPU expectations, but different models and outputs; not the same concrete change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 25, + "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-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "7f8a787b6e49d8edab79beafd47ee210cfa869e4f8b36f9bc86f362dcf3b94b9", + "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 pull requests about typing cleanup, but they target different scopes: one is a broad repository-wide type-checking sweep, the other adds shared typing protocols/helpers for specific integrations. They are related in theme, not the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and internally coherent typing-infrastructure change; PR 45415 is a much broader sweep across many files and is not the better single representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best stand-alone representative because it addresses a specific typing-support area with tighter scope and clearer intent, whereas 45415 is a large multi-file type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related and share a few files, but 45415 is a broad type-checking sweep across many transformers modules while 45425 adds specific typing protocols/helpers for particular integrations. They do not look like the same concrete bug or change and would not naturally 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": 24, + "component_count": 25, + "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-45524-2", + "nodes": [ + "pull_request:45524", + "pull_request:45650" + ], + "soft_pairs": [ + "pull_request:45524|pull_request:45650" + ], + "prepared_review_unit_hash": "a4b3fca1cdc691cd23bb743cc758fb03f46d9f2a4b5e5abf16b9814674b4362b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target flash_attn-related availability checks in `import_utils.py` for Python 3.13, but they are not the same patch: 45524 is the narrower KeyError/missing-mapping fix, while 45650 also changes the FA3 package lookup behavior.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45524 is the cleaner canonical fix: it directly guards `PACKAGE_DISTRIBUTION_MAPPING` lookups with `.get(..., [])` for the flash_attn checks without changing the underlying package-selection logic.", + "best_issue_reason": null, + "best_pr_reason": "PR 45524 is the best representative of the underlying bug because it matches the issue description most closely and avoids the extra behavior change introduced by 45650.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45524", + "right": "pull_request:45650", + "accept": false, + "reason": "Reject: they overlap on the same file and issue target, but 45650 is not just a duplicate of the KeyError fix; it also changes `is_flash_attn_3_available()` to check `flash_attn` instead of `flash_attn_interface`, so the concrete code-path change is different." + } + ] + }, + "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": 25, + "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-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "a5a05d6ad73823f8e2f556912f65251771d793304f7bcd6dd9bbe2591379d77e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying captured_info/xdist collision problem. PR 45645 is the broader, more complete change because it includes the testing_utils fix and the CI-side handling needed to read multiple captured_info files, so it is the best representative of the cluster.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it subsumes the core xdist-safe logging change and adds the downstream workflow updates needed for the new artifact layout; PR 45639 is the narrower subset.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most suitable global representative: it fixes the concrete xdist/captured_info collision path and updates the consuming CI paths, making it the most complete version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs target the same captured_info xdist collision bug in the testing/debug-log path. 45645 appears to build on the same core fix and adds the necessary workflow-side handling, so they are duplicate/overlapping variants of one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/manifest.json b/snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..938def506b57974ceab84cd5e7971bf34e2237d1 --- /dev/null +++ b/snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260426t120023z", + "artifacts": { + "hybrid": "snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-26T12:06:15Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260426T120023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260426T120023Z/manifest.json b/snapshots/20260426T120023Z/manifest.json index deda8547c2956cd1211317a24bb0a35d0bec1bb5..1e3fc3cdbffd44d349c7c267c93d1cbf721eaaac 100644 --- a/snapshots/20260426T120023Z/manifest.json +++ b/snapshots/20260426T120023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 252 }, "extracted_at": "2026-04-26T12:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260426t120023z", + "runs": { + "hybrid-model-20260426t120023z": { + "analysis_id": "hybrid-model-20260426t120023z", + "artifacts": { + "hybrid": "snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260426T120023Z/analysis-runs/hybrid-model-20260426t120023z/manifest.json", + "model": null, + "published_at": "2026-04-26T12:06:15Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260426T120023Z", "watermark": {